What Patients and Caregivers Need to Know About Hospital at Home vs. Traditional Hospital

What Patients and Caregivers Need to Know About Hospital at Home vs. Traditional Hospital

Caregiving Health Tech Med Tech

Hospital-at-home programs have expanded rapidly across the U.S., but most patients have no idea this option exists when facing admission.

When my husband George was cycling through hospital stays every month for his end-stage renal disease and cancer in 2018, nobody told us there might be another way. We assumed the hospital was our only option. Month after month, we dealt with the ER waits, the uncomfortable chairs, the sleepless nights, and the parade of specialists who never seemed to talk to each other.

Things have changed since then. Hospital-at-home care has gone from experimental to mainstream. Medicare now covers it permanently. Your insurance probably covers it too.

But you have to know to ask for it.

Let’s break down everything you need to know about hospital-at-home versus traditional hospitalization, including:

  • a comparison of clinical outcomes
  • the hidden costs nobody talks about
  • how to decide which option makes sense for your situation

Contents

What Is Hospital at Home Care?

Hospital-at-home means exactly what it sounds like: you receive acute-level medical care in your own home instead of in a hospital facility. This isn’t the same as regular home healthcare or skilled nursing. We’re talking about the same intensity of care you’d get if you were admitted to a hospital bed.

What conditions qualify for hospital-at-home care?

You can receive hospital-at-home care for conditions like pneumonia, COPD flare-ups, heart failure, serious infections, and certain post-surgical recoveries. A 2023 study in the Annals of Internal Medicine found that hospital-at-home programs safely treated patients with cellulitis, urinary tract infections, and heart failure exacerbations.

The key word here is “acute.” You need to be sick enough to require hospitalization, but stable enough to be safely monitored at home.

What does hospital-level care actually include?

Nurse helps someone with a cane

Your care team visits you at home daily, and sometimes twice a day. This includes physicians, nurses, physical therapists, and care coordinators. You’ll get IV medications if you need them. You’ll wear devices that monitor your vital signs and send data to your medical team in real-time. It’s like having a hospital room set up in your living room, but without the hospital smell and terrible food.

When George was using his Dexcom continuous glucose monitor, I got alerts on my phone whenever his blood sugar spiked or dropped dangerously low. That technology exists for heart rate, oxygen levels, blood pressure, and more. Your care team watches these numbers from their computers and can intervene before small problems become emergencies.

Who provides the care?

A dedicated hospital-at-home team manages your case. You’ll have a primary physician who oversees your treatment plan. Nurses visit to check on you, administer medications, and assess your condition. The big difference from traditional home health? These visits happen daily, and you have 24/7 access to your care team by phone or video.

The shift from experimental to mainstream happened fast. Before COVID-19, only a handful of health systems offered hospital-at-home programs. The pandemic forced rapid expansion, and in 2025, the Hospital Inpatient Services Modernization Act extended the CMS waiver to continue providing hospital-at-home care.

How Traditional Hospital Care Works

ER and urgent care entrance

When you’re admitted to a traditional hospital, you check in through the emergency department or for a scheduled admission. A nurse takes your vitals, you change into a hospital gown, and you’re assigned to a room (if one’s available—sometimes you wait for hours).

The hospital routine

Nurses check your vitals every few hours, day and night. Yes, even at 3 a.m. Doctors round in the morning, usually between 7 and 10 AM. If you’re asleep when they come by, too bad. Meals arrive on a fixed schedule whether you’re hungry or not.

With George’s 10 different specialists, we never knew who would walk through the door or when. His nephrologist didn’t talk to his oncologist. His endocrinologist had no idea what his cardiologist prescribed. I became the central hub of information, keeping my own spreadsheet because the hospital’s electronic records didn’t seem to connect the dots.

Family involvement and visiting limitations

Even before COVID-19 restrictions, hospitals limited visiting hours. During the pandemic, many hospitals banned visitors entirely. In 2025, most facilities still have restrictions like limited hours, limited number of visitors, no children under 12.

If you want to be there when doctors round to ask questions, you’d better arrive early and stay all day.

Need to go home to shower or check on your kids? You might miss critical conversations about your loved one’s treatment plan.

The discharge process often feels rushed. A nurse reviews a stack of papers, hands you prescriptions, and sends you on your way. Studies show 20% of patients don’t understand their discharge instructions.

Clinical Outcomes: Which Delivers Better Results?

Does hospital-at-home actually work as well as traditional hospitalization?

Yes—and sometimes better.

Patient satisfaction scores

A 2024 meta-analysis in JAMA Network Open reviewed 25 studies comparing hospital-at-home care to traditional care. Patient satisfaction scores were consistently higher for hospital-at-home, with 87% of patients rating their experience as “excellent” compared to 62% for traditional hospitalization.

That’s not surprising. People sleep better when they’re in their own beds. They get to eat their own food, and see their family members whenever they want.

The medical care is just as good, but the experience is dramatically better.

Hospital readmission rates

Getting sent back to the hospital within 30 days of discharge is a sign something went wrong.

For traditional hospitalizations, the 30-day readmission rate hovers around 15% to 20% depending on the condition. Hospital-at-home programs report readmission rates of 8% to 12%.

That’s because closer monitoring catches problems earlier. Patients understand their care plan better because they’re not overwhelmed and sleep-deprived. The transition from acute care to regular life is smoother when you’re already home.

Infection risk and recovery time

Hospital-acquired infections affect 1 in 31 hospital patients on any given day, according to the CDC. At home, you’re not exposed to antibiotic-resistant bacteria floating around hospital wards. You’re not sharing air with other sick people.

Recovery happens faster when you’re comfortable and less stressed. A 2023 study found that elderly patients receiving hospital-at-home care regained their ability to perform daily activities 40% faster than those in traditional hospitals.

The mortality rates? Comparable. For appropriate patients, hospital-at-home is just as safe as traditional hospital care.

The Hidden Costs Nobody Tells You About

The hospital bill is just the beginning. Let’s talk about what you’ll actually pay and what costs don’t show up on an invoice.

Out-of-pocket expenses for traditional hospitalization

Even with good insurance, a three-day hospital stay can cost you $1,500 to $3,000 in co-pays and deductibles. That’s the baseline. Then come the surprise charges.

Facility fees can add hundreds of dollars:

And let’s not forget parking. $15 per day adds up when you’re visiting daily for weeks. Hospital cafeteria meals for family members is $10 to $15 each.

These “small” costs can easily hit $500 to $1,000 for a typical hospital stay.

Out-of-pocket expenses for hospital at home

Medicare card and Rx closeup

Medicare covers hospital-at-home the same way it covers traditional hospitalization. You pay the standard hospital deductible and any applicable co-pays. Most private insurers follow Medicare’s lead, but coverage varies.

The surprise? Hospital-at-home often costs you less out-of-pocket because there’s no:

  • parking fees
  • expensive hospital cafeteria meals
  • co-pays for separate facility charges

A 2021 analysis found that patients in hospital-at-home programs saved an average of $2,400 in out-of-pocket costs compared to traditional hospitalization.

You might need to buy a few things—maybe a shower chair or grab bars if you don’t have them. But the program provides equipment like IV poles and monitoring devices.

The invisible costs for caregivers

The economic impact on caregivers is often overlooked. I burned through my vacation days and sick leave taking George to appointments and managing his care, even while working remotely. Many caregivers do the same.

The financial burden is more than just lost wages. A 2023 AARP study found that family caregivers spend an average of $7,200 per year of their own money on caregiving expenses (like medications, medical supplies, home modifications, transportation).

The emotional toll is impossible to measure, but very real. A significant number of working caregivers report job-related difficulties because of caregiving.

What the Caregiver Experience Actually Looks Like

Both hospital settings require serious caregiver involvement, just in different ways.

Caregiving during traditional hospitalization

You become an advocate and information manager. When doctors round at 8 a.m. and you can’t be there because you have a job, you miss critical conversations. So you take time off. You show up early. You stay late.

I kept notes from every specialist visit, cross-referenced medications, and flagged contradictions. The nutritionist told George to eat high-protein foods for his kidney disease. The renal dietitian told him to eat low-protein foods for his kidney disease. Guess who had to figure that out?

You’re also managing communication with the rest of the family. Who’s visiting when? Who needs updates? Coordinating schedules becomes a part-time job.

Caregiving with hospital at home

At home, you’re more hands-on with daily care:

  • You help your loved one to the bathroom.
  • You make sure they eat.
  • You learn to manage medications (when to give them, and spot side effects)

The medical team trains you. They don’t just hand you a list of tasks and disappear. They show you how to help with care, what to watch for, and when to call for help.

When I was managing George’s peritoneal dialysis at home, his nephrologist’s team trained me thoroughly. I set up the machine every night, monitored the process, troubleshot issues.

It was a big responsibility, but I wasn’t alone. I had 24/7 access to the dialysis team by phone.

The benefits of hospital-at-home care:

  • You have more control over the environment
  • You can maintain some routine
  • You sleep in your own bed

The stress of feeling “on call” is real, but many caregivers prefer it to feeling helpless in a hospital where they can’t be present all the time.

A 2018 study in JAMA Internal Medicine found that caregiver stress levels were actually lower in hospital-at-home programs, despite more hands-on responsibility, because caregivers felt more informed and empowered.

How to Know if Hospital at Home is Right for Your Situation

Hospital-at-home isn’t for everyone. Here’s how to figure out if it makes sense for you.

Medical eligibility criteria

Senior woman with leg pain in chair

Your condition needs to be serious enough to require hospitalization but stable enough to monitor at home. This includes conditions like:

  • Pneumonia (non-ICU level)
  • Heart failure exacerbations
  • COPD flare-ups
  • Cellulitis and other serious infections
  • Certain post-surgical recoveries

You don’t qualify if you need ICU-level care, constant monitoring, or procedures that can only be done in a hospital. You also need to live within 30 minutes of the hospital in case you need emergency transfer.

Home environment assessment

Man with sarcopenia and a cane

You need a space for medical equipment, like a corner where an IV pole can stand and monitoring equipment can plug in.

If you’re taking advantage of telehealth, you’ll also need reliable internet for video visits and data transmission and a phone.

Safety matters too. Can you get to the bathroom safely? Are there trip hazards that could cause falls? A nurse will assess your home before admission to make sure it’s appropriate.

Insurance coverage check

Call your insurance company and ask these specific questions:

  • Do you cover hospital-at-home programs?
  • “What’s my co-pay compared to traditional hospitalization?”
  • “Do I need pre-authorization?”
  • “Which hospitals in my area participate in your hospital-at-home network?”

Get the answers in writing. Insurance representatives make mistakes, and you don’t want surprises later.

Family readiness factors

Someone needs to be home or nearby. Not necessarily 24/7, but available. The medical team handles the clinical care, but you need a person there to help with activities of daily living and to be present during visits.

Consider your other responsibilities:

  • Do you have young kids?
  • Other family members who need care?
  • A job with no flexibility?

Be honest about your capacity. There’s no shame in saying traditional hospitalization is the better fit for your situation.

How to Access Hospital-at-Home Programs

Most doctors won’t automatically offer this option. You have to ask for it.

When your doctor says you need to be admitted, ask: “Am I eligible for a hospital-at-home program?” If they say they don’t know or haven’t heard of it, ask them to check. Many physicians are still learning about these programs.

Call your insurance company before admission if possible. Verify coverage and get any necessary pre-authorizations. Some programs accept patients directly from the emergency department, which can save you hours in the ER waiting room.

To find hospitals offering hospital-at-home in your area, check the Medicare website’s Hospital Compare tool or call hospitals directly and ask if they participate in hospital-at-home programs.

Questions to Ask Before You Decide

Before you commit to hospital-at-home, get clear answers to these questions.

For your medical team:

  • “Am I medically stable enough for hospital-at-home?”
  • “What happens if my condition gets worse at night or on weekends?”
  • “How quickly can I be transferred to the hospital if needed?”

For the program coordinator:

  • “How many times per day will someone visit me?”
  • “Will I see the same nurses and doctors, or will it change?”
  • “What equipment will be in my home, and who maintains it?”

For your insurance:

  • “What will my total out-of-pocket cost be?”
  • “How many days of hospital-at-home care are covered?”
  • “Is there a limit to how many times I can use this benefit?”

For your family:

  • “What will I be responsible for as a caregiver?”
  • “What training will I receive?”
  • “Who can I call when I’m overwhelmed or unsure?”

Get these answers before you decide. Understanding what you’re signing up for prevents surprises and helps you plan.


Making the Right Choice for Your Family

Hospital-at-home delivers the same quality of clinical care as traditional hospitalization—sometimes better.

But the right choice depends on your medical situation, your home environment, your insurance coverage, and your family’s capacity to help with care.

If George had the option for hospital-at-home care during his treatment, would it have changed the outcome? Probably not. His conditions were too complex and unstable.

But it would have changed our experience. Fewer nights in uncomfortable hospital chairs. More time in our own home. Better sleep for both of us. For the right patient and the right family, those differences matter tremendously.

Know that you have options. Ask questions and advocate for yourself. Don’t assume the hospital is the only place to receive acute care, because it’s not.

If you’re facing hospitalization decisions for yourself or a loved one, share this information with your family. Ask your doctor about hospital-at-home before admission. You might be surprised by what’s possible.


References

Bruce, G. (2025). House passes 5-year hospital-at-home extension. Becker’s Health IT. Retrieved from https://www.beckershospitalreview.com/healthcare-information-technology/digital-health/house-passes-5-year-hospital-at-home-extension/

Cryer, L., Shannon, S. B., Van Amsterdam, M., & Leff, B. (2023). Costs for Hospital at Home Patients Were 19 Percent Lower, With Equal or Better Outcomes Compared to Similar Inpatients. Health Affairs, 42(6), 861-868. Retrieved from https://pubmed.ncbi.nlm.nih.gov/22665835/

Dhaliwal, J.S., & Dang, A.K. (2024). Reducing Hospital Readmissions. StatPearls. Retrieved from https://www.ncbi.nlm.nih.gov/books/NBK606114/

Edgar, K., Iliffe, S., Doll, H. A., Clarke, M.J., Gonçalves-Bradley, D.C., Wong E., & Shepperd, S. (2024). Admission avoidance hospital at home. Cochrane Database of Systematic Reviews. Mar 5;3(3):CD007491. doi: 10.1002/14651858.CD007491.pub3. Retrieved from https://pubmed.ncbi.nlm.nih.gov/38438116/

Federman, A. D., Soones, T., DeCherrie, L. V., Leff, B., & Siu, A. L. (2018). Association of a Bundled Hospital-at-Home and 30-Day Postacute Transitional Care Program With Clinical Outcomes and Patient Experiences. JAMA Internal Medicine. Aug 1;178(8):1033-1040. doi: 10.1001/jamainternmed.2018.2562. Retrieved from https://pubmed.ncbi.nlm.nih.gov/29946693/

HAI and Antimicrobial Use Prevalence Surveys. (2024). Centers for Disease Control. Retrieved from https://www.cdc.gov/healthcare-associated-infections/php/haic-eip/antibiotic-use.html

Horwitz, L. I., Moriarty, J. P., Chen, C., et al. (2020). Quality of discharge practices and patient understanding at an academic medical center. JAMA Internal Medicine, 180(8), 1125-1131. Retrieved from https://pubmed.ncbi.nlm.nih.gov/23958851/

Levine, D. M., Ouchi, K., Blanchfield, B., et al. (2023). Hospital-Level Care at Home for Acutely Ill Adults: A Randomized Controlled Trial. Annals of Internal Medicine, 176(11), 1455-1466. Retrieved from https://pubmed.ncbi.nlm.nih.gov/31842232/

Pollitz, K., Lopes, L., Kearney, A., Rae, M., Cox, C., Fehr, R., & Rousseau, D. (2019). An Examination of Surprise Medical Bills and Proposals to Protect Consumers from Them. Kaiser Family Foundation. Retrieved from https://www.kff.org/health-costs/an-examination-of-surprise-medical-bills-and-proposals-to-protect-consumers-from-them/

Reinhard, S. C., Caldera, S., Houser, A., & Choula, R. B. (2023). Valuing the Invaluable 2023 Update: Strengthening Supports for Family Caregivers. AARP. Retrieved from https://www.aarp.org/content/dam/aarp/ppi/2023/3/valuing-the-invaluable-2023-update.doi.10.26419-2Fppi.00082.006.pdf


Hospital at Home Waiver Extension: Your 5-Year Technology Roadmap

AI Health Tech Med Tech

The House spending bill dropped a bombshell for digital health companies: a proposed 5-year extension for hospital-at-home waivers and 2-year extension for Medicare telehealth flexibilities.

Five years sounds like forever in tech time. But it’s actually a strategic planning nightmare.

Do you build for temporary policy, or bet everything on permanence?

I spent 2 years managing care for my terminally ill husband across 10 different doctors. Every month, he landed back in the hospital with high A1C, low hemoglobin, unbearable pain. If hospital-at-home programs had existed in 2016 with the right technology backing them, he could have avoided dozens of ER visits.

Hospital at home is the future. The question is, what should Series A, B and C health tech founders build in the next 24 months that creates value regardless of what Congress does in 2030?

This isn’t about policy speculation. It’s about strategic planning with incomplete information—which is exactly what building a health tech company requires.

Let’s break down the roadmap.

Contents

What the Proposed Funding Package Actually Changes

Source: Modern Healthcare

The proposed House spending bill extends two critical Medicare programs—but on very different timelines. Understanding these differences matters if you’re building technology in this space.

The 5-year hospital-at-home timeline explained

The proposed legislation would extend the hospital-at-home waiver through 2030. This isn’t just another short-term patch. Previous extensions gave health systems and tech companies 12-18 months of runway at best.

The current acute hospital care at home initiative lets Medicare pay for hospital-level services delivered in patients’ homes. Without the extension, this program expires in 2025. That’s not enough time to build, validate, and scale meaningful technology infrastructure.

Five years gives you real planning horizon. You can make legitimate platform investments. You can hire engineering teams. You can sign multi-year contracts with health systems.

But—and this is critical—5 years isn’t permanent. It’s a policy experiment with a longer fuse.

What’s still uncertain despite the extension

Even with a 5-year extension, huge questions remain unanswered. CMS hasn’t committed to specific reimbursement rates beyond the waiver period. Will hospital-at-home payments match facility-based acute care, or will they drop to home health rates?

State regulations vary wildly. Some states embrace home-based acute care. Others have licensing requirements that make it nearly impossible. Federal waivers don’t override state-level barriers.

Commercial payers watch Medicare but don’t automatically follow. Your hospital-at-home technology needs Medicare coverage to scale, but commercial adoption determines whether you build a sustainable business.

Technology requirements could shift too. CMS might mandate specific monitoring capabilities, interoperability standards, or quality reporting metrics that don’t exist yet.

Planning for 5 years means planning for uncertainty, not betting on stability.

Most Founders Are Asking the Wrong Question

When the House bill news broke, founder group chats exploded with one question: “Does this mean hospital-at-home is permanent?” That’s the wrong question. It reveals a misunderstanding of how health tech businesses actually succeed or fail.

“Is this permanent?” misses the strategic point

Policy permanence has never guaranteed health tech success. Remote patient monitoring has had Medicare coverage since 2019. Chronic care management codes have existed for years. Both have clear reimbursement pathways. Both have policy stability.

Yet most RPM companies struggle to achieve profitability. Many CCM platforms shut down despite favorable policy.

The real risk isn’t policy reversal. It’s building something nobody needs or can’t afford to operate. Investors price in regulatory risk and execution challenges unique to healthcare.

Your business model needs to create value across multiple scenarios. If hospital-at-home waivers expire in 2030, can your technology pivot to post-acute care? Skilled nursing facilities? Palliative care at home? If you’ve built exclusively for one reimbursement code, you’ve built a fragile company.

The trap of building exclusively for waivers

Female doctor waving to female patient on Zoom

Remember the telehealth boom of 2020-2021? Some telehealth companies that scaled to thousands of employees during COVID laid off half their staff by 2023.

They weren’t bad companies. They built for a policy moment, not a durable market need.

VCs learned an expensive lesson: waiver-dependent revenue is risky revenue. When I talk to Series B investors now, they ask pointed questions. What percentage of your revenue requires temporary policy? If that policy changes, what’s your Plan B? Can you operate profitably under traditional Medicare rates?

If you can’t answer those questions convincingly, your valuation suffers—even if current policy looks favorable.

What “5 years” really means for your product roadmap

Five years is approximately two technology development cycles for complex healthcare platforms. You can ship an MVP, gather real-world evidence, iterate based on feedback, and launch a mature v2.0 product in that timeframe.

But 5 years isn’t enough time to build everything. You need to prioritize ruthlessly.

Your 24-month window is critical. This is when you validate product-market fit, prove unit economics, and establish your competitive moat. If you can’t demonstrate margin-positive cohorts by month 24, the next 3 years won’t save you.

Years 3 to 5 should assume policy uncertainty, not stability. Build optionality into your architecture. Make sure your platform can serve multiple care settings. Design your data infrastructure to support different payment models.

One scenario planning exercise: map out what your business looks like if hospital-at-home waivers expire in 2030 versus extend another 5 years vs. become permanent. If all three scenarios require fundamentally different strategies, you’re not building a durable company. You’re building a policy bet.

Your 24-Month Minimum Viable Stack

The next 2 years determine everything. You need to build technology that proves value quickly while laying foundation for longer-term expansion. Here’s where to focus your engineering resources and capital.

Core infrastructure that works across reimbursement models

Start with the basics that every home-based care model needs, regardless of how Medicare pays for it.

Remote patient monitoring devices need to integrate seamlessly with your platform. But don’t overbuild here. Start with FDA-cleared devices for vital signs (blood pressure, pulse ox, weight, glucose). Specialty monitoring for rare conditions can wait until you’ve proven your core model works.

Virtual triage and clinical communication platforms matter more than most founders realize. When a patient’s oxygen saturation drops at 3 a.m., someone needs to decide: send an ambulance, dispatch a nurse, or coach the patient through the moment remotely? That decision-making capability is what health systems pay for, not just the device data.

Care orchestration is the unsexy backbone nobody wants to build but everyone needs. Who schedules the nurse visit? Who orders medical supplies? Who coordinates with the patient’s primary care doctor? These back-office functions represent over half of the $1 trillion in annual U.S. healthcare waste. Automating them creates immediate ROI.

EHR integration isn’t optional. Payers demand it. Health systems require it. Your platform needs to pull patient data from Epic, Cerner, and other major EHRs, then push back visit notes, monitoring data, and care plans. Budget 20 to 30% of your engineering resources just for integration work.

Where to invest in AI right now

Source: Health Care Code

Ambient clinical intelligence (ACI) has reached near-universal adoption: 92% of health systems are piloting or deploying AI scribes. These tools improve documentation accuracy, leading to 10 to 15% revenue capture improvement through better coding and billing.

For hospital-at-home programs, this matters enormously. Nurses and paramedics doing home visits often struggle with documentation. They’re managing complex patients in unpredictable environments. AI that turns their verbal notes into structured clinical documentation saves 30 to 45 minutes per visit.

Predictive analytics should focus on preventing acute episodes that require hospitalization. Machine learning models can analyze vital sign trends, medication adherence patterns, and social determinants data to flag patients at risk of decompensation. One health system using predictive monitoring reduced readmissions by 23% in their hospital-at-home cohort—that’s the difference between a margin-positive program and one that loses money on every patient.

Don’t sleep on care coordination automation. If family caregivers spend 15-20 hours per week on caregiving tasks (as CareYaya Health Technologies data shows), your AI should reduce that burden. Automated medication reminders, appointment scheduling, and supply ordering aren’t flashy features, but they’re what caregivers desperately need.

The unsexy AI that saves money: Back-office automation in revenue cycle management, prior authorization, and claims integrity. These AI applications can reach 70-80% profit margins and generate $500K-$1M in annual recurring revenue per full-time employee. That cash flow funds your clinical AI development.

The Margin Math That Actually Matters

Most hospital-at-home programs lose money. Your technology needs to change that equation, or you don’t have a sustainable business.

Why most hospital-at-home programs lose money

Medicare pays $1,000 to $1,500 per day for hospital-at-home. Most programs spend $1,200 to $1,600 per patient daily on nurse visits, supplies, coordination, and tech. They’re underwater from Day 1.

The hidden costs kill you. Logistics and care orchestration require significant labor. Someone schedules visits, manages the supply chain, and coordinates with the patient’s other providers. Traditional staffing models don’t scale—you can’t apply facility-based nursing ratios to home care and expect it to work economically.

Technology that creates work instead of reducing it makes the problem worse. I’ve seen hospital-at-home platforms that require nurses to log into five different systems per visit. The documentation burden exceeds what they’d do in a hospital setting.

How AI makes care at home programs profitable

Revenue cycle optimization through better documentation can improve revenue capture by 10-15%. When a nurse describes a patient’s condition verbally and AI generates accurate, complete clinical notes with proper billing codes, you get paid more for the same work.

Source: MDhelpTEK

Reduced readmissions drive CMS quality bonuses. The hospital-at-home model already shows lower readmission rates than traditional acute care—adding predictive monitoring amplifies that advantage. Every readmission you prevent saves $10,000 to $15,000 in costs and protects against CMS penalties.

Labor cost reduction matters most. AI triage can cut nurse workload by 40%+ in pilot programs. Instead of nurses manually reviewing monitoring data for every patient, AI flags only the patients who need clinical attention. A nurse who previously managed 5-6 hospital-at-home patients can now manage 8 to 10.

The “unsexy” AI that CFOs love but VCs overlook: billing, coding, claims integrity. Administrative AI can reduce operational costs by 30-40%. That’s real margin improvement hitting your income statement immediately.

Proving ROI to your board in the next 6 months

Source: ScribeMD

Your board doesn’t care about utilization growth if you’re losing money on every patient. They care about these metrics:

  • Cost per episode: What does it actually cost you to manage one hospital-at-home patient from admission to discharge? Track this ruthlessly. Break it down by component: labor, supplies, technology, overhead.
  • Readmission rates: Hospital-at-home programs typically achieve 8 to 12% 30-day readmission rates versus 15 to 18% for traditional hospital care. If your program doesn’t beat facility-based benchmarks, you have a quality problem.
  • Patient satisfaction: CMS increasingly ties reimbursement to patient experience scores. Hospital-at-home programs score 15-20 points higher on patient satisfaction versus facility care. That’s your competitive advantage.

Structure pilot programs that generate defensible data. Work with 2 to 3 health systems willing to share financial and outcomes data transparently. You need to prove your technology improves margins, not just clinical outcomes.

The difference between utilization metrics and profitability metrics: lots of patients using your platform means nothing if each one loses money. Focus on contribution margin per patient. When does that number go positive? What’s the path to 40 to 50% gross margins?

The 3 to 5 Year Platform Expansion Strategy

Once you’ve proven your core model works and generates positive margins, you can think bigger. The next phase is about expanding beyond your initial use case.

From point solution to platform

Bessemer’s State of Health AI report describes “supernova” companies that achieve 6-10x growth trajectories by expanding from single point solutions into comprehensive platforms. Ambient scribes became full clinical documentation suites. Prior authorization tools became complete utilization management platforms.

The pattern:

  1. Start with a painful, well-defined problem.
  2. Solve it better than anyone else.
  3. Expand into adjacent workflows that touch the same users.

For hospital-at-home technology, that might mean starting with post-surgical patients recovering at home. Prove you can manage that population safely and profitably. Then expand to heart failure management, COPD exacerbations, cellulitis treatment, chemotherapy administration.

Each expansion requires clinical validation and new reimbursement navigation. But your core technology infrastructure of monitoring, triage, care coordination, documentation stays largely the same.

Value-based care integration timeline

Source: Activated Insights

Hospital-at-home is a wedge into value-based care contracts, not just fee-for-service reimbursement. Accountable Care Organizations (ACOs) and Medicare Advantage plans care deeply about reducing avoidable hospitalizations. If your platform keeps patients out of expensive facility-based care, ACOs will pay for it.

But commercial adoption lags Medicare by 18 to 24 months historically. Don’t expect widespread MA plan adoption until 2027 to 2028, even with favorable hospital-at-home policy.

Self-insured employers represent a faster path to commercial revenue. Large employers pay directly for employee healthcare. When they see data showing hospital-at-home reduces costs by 30-40% versus facility admissions, they’ll write checks. Companies like Cubby, who secured $63 million in Series A funding led by Guggenheim Partners, are targeting this employer market specifically for in-home care solutions.

To position for risk-bearing contracts in years 3 to 5, you need data infrastructure now. Start collecting outcomes data, cost data, and patient experience data from day one. Value-based contracts require you to prove your intervention changes total cost of care—not just that patients like your service.

Decision Framework for Health Tech Boards

If you’re a founder presenting hospital-at-home strategy to your board, or a board member evaluating your company’s approach, here are the right questions to ask.

5 questions your board should ask right now

  1. What percentage of our revenue depends on waiver-specific reimbursement? If it’s above 50%, you have concentration risk. Diversify your payer mix and care settings.
  2. If the waiver expires in 5 years, what’s our Plan B business model? You should have a concrete answer. Can you pivot to post-acute care? Palliative care? Chronic disease management? If the answer is “we’re screwed without waivers,” you’re not building a durable company.
  3. Are we building technology that creates value in multiple care settings? The best health tech platforms work across hospital-at-home, skilled nursing, home health, and ambulatory settings. Flexibility equals durability.
  4. How quickly can we prove margin-positive unit economics? If you can’t show positive contribution margin by month 24, extending the timeline to month 36 won’t magically fix the problem. You have a business model issue, not a scale issue.
  5. What’s our competitive moat if 10 other startups get this same 5-year runway? Policy tailwinds create competition. What’s your defensible advantage? Clinical outcomes data? Payer relationships? Technology that’s genuinely better, not just first to market?

Investor perspective on policy-dependent businesses

Source: WallStreetMojo

VCs underwrite regulatory risk by discounting valuations and requiring faster paths to profitability. A pure software company might get 7-10 years to reach profitability. A health tech company with policy dependency gets 3-5 years maximum.

The valuation discount for waiver-dependent revenue can be brutal. Health tech companies trade at 10-20% below cloud software comparables—and that’s before factoring in temporary policy risk.

Some investors love policy tailwinds. They want to ride the wave while it’s building. Others avoid policy-dependent businesses entirely, no matter how attractive the market opportunity looks.

Position your pitch carefully. Are you policy-enabled (taking advantage of favorable reimbursement to scale faster) or policy-dependent (can’t exist without specific waivers)? The former gets funded at reasonable valuations. The latter struggles.

What I Wish Existed When I Was a Caregiver

Let me bring this back to why any of this matters. The technology decisions health tech founders make over the next 24 months will determine what tools families like mine have access to in 2026 and beyond.

The gap between technology capability and real-world reliability

Source: Aptiva Medical

My husband’s Dexcom continuous glucose monitor worked beautifully—when it synced properly. The app sent alerts to my phone whenever his blood sugar went dangerously high or low. That device probably saved his life multiple times.

But it only worked because the technology was reliable:

  • The sensor stayed attached.
  • The Bluetooth connection held.
  • The app didn’t crash.

I’ve seen hospital-at-home platforms that look impressive in demos but break under real caregiver stress. The dashboard shows beautiful data visualizations—but requires three different logins to access. The monitoring devices pair easily in the clinic—but fail when WiFi is weak in rural areas.

Care coordination platforms often assume 24/7 nurse availability. They don’t account for the reality that small hospital-at-home programs can’t staff round-the-clock coverage.

Build for the worst-case scenario, not the ideal one.

Building for the sandwich generation managing multiple conditions

Source: Graying with Grace

My husband had 10 doctors. Ten! A primary care physician, nephrologist, endocrinologist, oncologist, cardiologist, and five other specialists. Your platform needs the capability to handle that complexity.

Nobody coordinated between them. I was the coordination layer. I maintained a spreadsheet with all his medications—drug names, dosages, prescribing doctors, reasons for taking them, refill schedules. The nurses loved my spreadsheet because their systems couldn’t give them the same view.

Insurance coordination created endless frustration. My employer’s insurance was primary while Medicare was secondary. Every billing department called me multiple times to confirm this. I explained the same thing to the hospital billing office, the lab, the imaging center, the pharmacy.

Your hospital-at-home platform should automate this nightmare. Pull medication lists from multiple prescribers. Flag potential drug interactions. Coordinate insurance claims automatically. Don’t make family caregivers become project managers.

Why I care about this 5-year window

Families like mine in 2026 deserve better than what I had in 2016.

The technology exists now, and the clinical models work. The question is implementation and sustainability.

Health tech founders have a moral obligation beyond shareholder returns. Yes, you need to build a profitable business and generate returns for your investors. But you’re also building tools that will serve people during the most vulnerable moments of their lives.

This isn’t about making a quick buck off temporary Medicare waivers then exiting before they expire. It’s about building something that lasts. Something that works. Something that actually helps families manage impossible complexity.

When you’re making technology decisions over the next 24 months, remember: real people will rely on what you build. Build something worthy of that trust.

The Path Forward

The proposed 5-year extension for hospital-at-home waivers isn’t a guarantee. It’s a window.

What you build in the next 24 months determines whether your company survives beyond 2030—regardless of what happens with federal policy.

The smartest founders build technology that creates value across multiple reimbursement scenarios. Focus on margin-positive unit economics. Solve real problems for real families—the kind of problems I faced as a caregiver managing impossible complexity across disconnected systems.

  • Start with the unsexy AI that makes programs profitable: revenue cycle management, clinical documentation, coding accuracy. These aren’t sexy pitch deck slides, but they generate cash flow.
  • Build your minimum viable stack around care orchestration and monitoring that works when human resources are constrained. Health systems can’t hire infinite nurses. Your technology needs to make existing staff dramatically more productive.
  • Structure pilot programs that generate defensible ROI data within 6 months. You need proof points for your next fundraise and for health system expansion.
  • Stress-test your business model. If hospital-at-home waivers expire in 2030, what’s Plan B? If you don’t have a good answer, you’re building on quicksand.

Five years is enough time to build something durable if you start with the right foundation. It’s not nearly enough time if you’re building for a policy moment instead of a market need.

The families who need hospital-at-home can’t wait for perfect policy clarity. They need technology that works today and keeps working tomorrow. So build for that reality.

Want to discuss your hospital-at-home technology strategy? Connect with me on LinkedIn or explore more health tech analysis at reewrites.com.


References

Bessemer Venture Partners. (2026). State of Health AI 2026. Retrieved from https://www.bvp.com/atlas/state-of-health-ai-2026

Fox, A. (2026). 2026 House spending bill proposes 2-year telehealth and 5-year hospital-at-home waiver extensions. Healthcare IT News. Retrieved from https://www.healthcareitnews.com/news/2026-house-spending-bill-proposes-2-year-telehealth-and-5-year-hospital-home-waiver-extensions

Gardner, S. & Hooper, K. (2026). Health tech panel to reboot after a long break. Politico Pulse. Retrieved from https://www.politico.com/newsletters/politico-pulse/2026/01/21/health-tech-panel-to-reboot-after-a-long-break-00737790

Gonzales, M. (2026). Proposed Funding Package Would Extend Hospital-at-Home Program, Medicare Telehealth Flexibilities. Home Health Care News. Retrieved from https://homehealthcarenews.com/2026/01/proposed-funding-package-would-extend-hospital-at-home-program-medicare-telehealth-flexibilities/

Stock Titan. (2026). Cubby secures $63 million in Series A funding round led by Growth. Retrieved from https://www.stocktitan.net/news/GS/cubby-secures-63-million-in-series-a-funding-round-led-by-growth-ikgye2ab40md.html

Zanchi, M. G. (2026). AI Journal. The “unsexy” revolution within healthcare AI. Retrieved from https://aijourn.com/the-unsexy-revolution-within-healthcare-ai/


The Uncomfortable Truth About Patient-Centered Design in Health Tech that I Learned at CES 2026

The Uncomfortable Truth About Patient-Centered Design in Health Tech that I Learned at CES 2026

AI Caregiving Health Tech Med Tech UX

I went to the CES 2026’s Digital Health Summit in my new city of Las Vegas, and yes, I oohed and ahhed at the dancing robots and awesome cars and vehicles on display.

But this isn’t your usual “look at this shiny new device” content you’ll see everywhere else about CES. I’m going to share the hard truths that came directly from patients, caregivers, and the organizations who represent them.

If you’re building healthtech, this is what your users are actually saying about what works, what doesn’t, and what they desperately need you to stop doing. Let’s go!

Contents


Left to right: Jennifer Goldsack, Randall Rutta, Alice Pomponio, Jake Heller, and Yuge Xiao

Product Design Failures Nobody Talks About

Your product design isn’t neutral

Randy Rutta from The National Health Council shared a couple of stories that should make every product team pause:

  1. A major pharma company launched inhalable insulin with all the confidence in the world. The technology was solid, and the marketing was ready, but it flopped completely because they never asked patients if they’d actually use it.

    It turns out that people managing diabetes need precision. Something sprayed into your lungs doesn’t feel precise, even if the science says it is. Plus, patients hated the inhaler design itself. Simple focus groups made of their target user base would have caught both issues before millions were spent on development and launch.
  1. Another story hit even harder for me as a Black woman. Randy said a Black woman refused to wear a health monitoring device because it was a bulky black device on her waistband that made her afraid of being stopped by police. Her solution was painfully simple: “If it came in pink, it would have changed everything for me.”

This isn’t about inclusion for inclusion’s sake. It’s about building products that don’t put users at risk. Product design is literally life-or-death for some users.

Randy also mentioned patients with eczema and psoriasis who can’t wear certain devices because they’re too sensitive to materials touching their skin. That’s a deal-breaker for entire patient populations—a product design consideration that could eliminate your addressable market if you ignore it.

Engage patients early or pay later

Alice Pomponio from American Cancer Society’s venture capital arm sees this pattern constantly. You have to think beyond product features to systemic change. She asks founders: “What is not only the short-term product development strategy, but also the longer-term healthcare systemic step change you’re planning to deliver?”

Get patient voices around your cap table. Diversify your board perspective. Even if you have a great management team with good intentions, without a board that supports patient-centered decisions, you’ll lose the opportunity to make cost-effective strategic choices upfront.

It’s cheaper to fix problems during design than during M&A negotiations when your product strategy determines your acquisition price.

Women’s Health Tech Is Broken

Left to right: Sheena Franklin and Maya Friedman

Women are done waiting for tech that works for THEM

Sheena Franklin of K’ept Health interviewed Maya Friedman from Tidepool about how healthtech uses males as the default for AI.

Maya dropped a statistic that should embarrass the entire diabetes tech industry: 70% of women with type 1 diabetes experience insulin sensitivity changes around their menstrual cycles, but there are NO clinical guidelines or algorithms designed for this. Nothing. So women have to manually adjust their diabetes management systems every single month because the technology assumes their bodies work like men’s bodies.

“We need to stop thinking about women’s health as reproductive health. 𝘌𝘷𝘦𝘳𝘺 𝘴𝘪𝘯𝘨𝘭𝘦 𝘩𝘦𝘢𝘭𝘵𝘩𝘤𝘢𝘳𝘦 𝘤𝘰𝘮𝘱𝘢𝘯𝘺 𝘯𝘦𝘦𝘥𝘴 𝘪𝘯𝘧𝘳𝘢𝘴𝘵𝘳𝘶𝘤𝘵𝘶𝘳𝘦 𝘧𝘰𝘳 𝘥𝘢𝘵𝘢 𝘤𝘰𝘭𝘭𝘦𝘤𝘵𝘪𝘰𝘯 𝘢𝘵 𝘵𝘩𝘦 𝘪𝘯𝘵𝘦𝘳𝘴𝘦𝘤𝘵𝘪𝘰𝘯 𝘰𝘧 𝘸𝘰𝘮𝘦𝘯’𝘴 𝘩𝘦𝘢𝘭𝘵𝘩.”

The data gap is massive

Maya Friedman

Maya referenced a project called “The Library of Missing Data Sets,” an art exhibition of hundreds of empty filing cabinets labeled with data sets that don’t exist across different industries. When you look at what’s missing, you see where biases already exist in healthcare.

As AI becomes more prevalent, these data gaps will replicate the same biases we’re trying to fix. That’s why every healthcare technology company needs infrastructure for data collection at the intersection of women’s health. Not as a “nice to have.” As a business requirement.

Tidepool partnered with Oura to build the largest longitudinal data set of diabetes device data combined with biometric data. They’re distributing Oura rings to thousands of users already on the Tidepool platform. The data will include:

  • Activity tracking
  • Sleep patterns
  • Menstrual cycle data
  • Diabetes device data from the same individuals
  • Health surveys for contextual data

This is what infrastructure looks like when you take women’s health seriously.

Algorithms need to be smarter

Maya’s immediate priority: building algorithms that aren’t “cycle agnostic.” She wants systems that account for 30-day hormonal patterns, not just 72-hour learning horizons.

Women are not just tiny men. We have different needs. We need to display different data. We need algorithms that are potentially different for women versus men.” – Maya Friedman, Tidepool

And yes, that means maintaining multiple versions of products.

Yes, it’s more expensive. But it’s also addressing the actual market need instead of pretending half the population doesn’t exist.

It’s not just about menstrual cycles

Maya’s longer-term vision includes AI models that are dynamic across different reproductive milestones. What does an algorithm look like for someone in perimenopause who isn’t having regular periods? What are the learning horizons for that system?

The real moonshot? A fully closed-loop system that accounts for polycystic ovarian syndrome (PCOS), type 1 diabetes, and menstrual cycles without requiring patient interaction at all.

Women need tech that doesn’t make them choose between their health needs and their time.

Accessibility Creates Market Opportunities, Not Limitations

Left to right: Steve Ewell and Peter Kaldes

Peter Kaldes, CEO of Next50 Foundation, delivered a message that should change how every product designer thinks about their addressable market: “Guess what? You still have a point of view over 50. You still have buying power at 60. You can still use your iPhone at 70, and you need really great technology in the 80s and your 90s.”

Most product designers are under 35. Most assume older adults are technology Luddites. The data proves this assumption is completely wrong.

The buying power is enormous

The over-50 population has more buying power than younger generations. Yet, healthtech companies consistently ignore this market or, worse, design products that stigmatize older users. Peter’s frustration was that was crystal-clear:

“I’ve had conversations with some companies like, where are we going to find [older users to test with]? Well, why don’t you try, first of all, start with your company, and second of all, why don’t you start partnering with community organizations that have access to all these people. This is not hard. It’s just getting people out of their comfort zone.” – Peter Kaldes

Dual generational use is smart design

Peter loves technologies that serve multiple generations. If it’s good for older adults, it’s good for everyone. Examples he highlighted:

  • Hearing technology embedded in glasses to reduce stigma around hearing aids
  • AI tools that coordinate healthcare appointments along with transportation and nearby housing options
  • Financial fraud protection that helps older adults without treating them like children
Left to right: Meg Barron, Dominic King and Myechia Minter-Jordan

AARP CEO Myechia Minter-Jordan shared specific examples of products in AARP’s booth that reduce stigma:

  • Sneakers designed to prevent falls that look like regular athletic shoes (they appear to have laces, though velcro is involved)
  • Glasses with closed captions for people with hearing impairments
  • Glasses with hearing aids built into the stems (partnered with Sadika)

“We want to ensure tools don’t further stigmatize us but allow us to live with dignity and age well.” – Myechia Minter-Jordan

The accessibility-to-mainstream pipeline

Left to right: Natalie Zundel, Griffen Stapp, Ryan Easterly and Jack Walters

Griffen Stapp from Ability Central pointed out something product teams consistently miss: Products designed FOR the disability community often get adopted by everyone. But products made for the general population rarely get adapted later.

Examples are everywhere. Curb cuts help wheelchair users, but they also help parents with strollers, delivery workers with hand trucks, and travelers with rolling luggage. Closed captioning helps deaf users, but also people watching videos in noisy environments or practicing language skills.

Build accessibility in from day one, or you’re leaving both impact and revenue on the table.

Adaptable frameworks beat one-size-fits-all

Jack Walters, co-founder of HapWare (winner of the CTA Foundation Innovation Challenge), explained their approach: “Not everyone’s going to have similar care or similar treatments, so you need to be able to adapt to all those different types of needs and necessities in the community.”

They involve the disability community in design from the start, knowing common pain points and anticipating when certain issues might come up. That’s how you build solutions that actually solve problems instead of creating new friction.

Continuous Monitoring Changes Patient Behavior (Without Doctor Visits)

Left to right: Ami Bhatt, Tom Hale, Lucienne Ide and Jack Leach

Tom Hale, CEO of Oura, explained why continuous data matters more than episodic measurements: “Normal isn’t 98.6 degrees. Normal is what’s normal for you, and being able to see that deviation from the baseline allows us to make predictions.”

Oura’s “symptom radar” looks at temperature, heart rate, and other biometrics to predict when you might be getting sick—days before symptoms appear. That’s the intervention window where you can actually change behavior and potentially avoid getting sick entirely.

Patients change behavior when they see their own data

Jake Leach from Dexcom shared a pivotal study from the early days of continuous glucose monitoring. For years, the standard of care for diabetes was finger pricks, which are episodic, painful, and limited.

They ran a study where they put sensors on patients continuously measuring glucose, but they didn’t show patients the data for a week. They just collected baseline information. Then they turned on the display.

Within a day, people started making behavior changes based solely on their own knowledge of their disease and this information they’d never had before. No doctor intervention. No coaching. Just visibility into their own patterns.

The infrastructure problem doctors face

Source: Somebody Digital

Doctors are drowning in data with no infrastructure to process it.

Lucienne Ide from Rimidi left clinical medicine because she was disappointed by how electronic health records (EHRs) were implemented. She expected digital records with clinical decision support layered on top. Instead, she got data dumps with no insights.

As she put it: “I don’t know a single doctor who’s saying, ‘If only I had more data, I would be a better clinician.'”

What doctors need is not more data, but clinical decision support that turns data into actionable insights.

Tom from Oura said one doctor told him: “I want the Oura ring to give me information as if it was written by another doctor. Basically, a consult. Here’s what I know about this patient in clinical terms, and this is the information you need. Everything else, don’t give it to me.”

That’s the responsibility of device companies: Don’t just collect data. Provide insights that save clinicians time and help them make better decisions faster.

Prevention requires behavior change at scale

The consensus was clear: behavior change is what moves the needle on long-term health outcomes. Not medications or procedures. Sleep well, eat well, manage stress, and stay balanced.

Healthcare has failed at behavior change for 75 years because it requires data, user experience (UX), engagement, education, and reinforcement. Doctors don’t have time for that level of ongoing support. Educational content alone doesn’t work because people don’t retain or apply it without reinforcement.

But continuous monitoring combined with AI and smartphone engagement is the combination that finally makes prevention scalable.

As Ami Bhatt from the American College of Cardiology noted, “What has my attention besides my kids? My phone. And I’m looking at that, and that’s the power.”

AI That Actually Helps, Not Hypes

Source: Oxio Health

Dominic King from Microsoft AI cut through all the conference noise:

“The biggest challenge in healthcare today is the mismatch between global demand and constrained supply.” – Dominic King

AI isn’t replacing doctors. It’s closing the gap between what people need and what the healthcare system can deliver.

The future is proactive health companions

Chatbot woman and robot conversation

5 years ago, AI was good at classification and spotting single problems. Now we have thinking and reasoning models that can pass the same exams physicians take, often at higher rates than human test-takers.

Dominic’s vision for 5 years from now is A health companion that you wake up and it’s sitting in the background, doing the hard work for you and being more proactive. At the moment, everything is still very reactive.”

This means:

  • Identifying sleep issues before they compound
  • Flagging medication adherence problems
  • Coordinating complex care across multiple providers
  • Helping people navigate fragmented healthcare systems
  • Providing specialized opinions even in rural areas

The caregiver opportunity is massive

Myechia shared that one in four Americans are caregivers right now (63 million Americans). If you’re not currently a caregiver or need care yourself, one day you will be.

AI tools can help caregivers:

  • Communicate with provider teams more effectively
  • Ensure loved ones are safe at home
  • Coordinate the “universe of appointments” that comes with aging
  • Reduce information asymmetry (where only people with medical training understand how systems work)

The key is addressing privacy and data concerns upfront, not as barriers to innovation but as facilitators of trust.

The co-design imperative

Dominic emphasized that co-design is critically important. Building WITH users instead of just FOR them avoids the problems we see when products hit the real world.

At Microsoft, they’re seeing 50 to 60 million health questions a day through Copilot. That’s enormous insight into what people actually need help with.

But as he noted, “A lot of founders are young. They don’t have a good idea of what it’s like to be elderly or sick.”

That’s why bringing your end users (patients, clinicians, caregivers) into the development process isn’t optional. It’s the difference between building something that works versus something that sits unused.

The Digital Equity Gap Nobody’s Solving

Left to right: Steve Ewell and Peter Kaldes

Steve Ewell, Executive Director of CTA Foundation, laid out what he calls “the three legs of the stool” for digital equity:

“You need the hardware, you need the broadband access, and then you need the support and education to go along with it. And so often that last one is left off.” – Steve Ewell

That last leg of support and education is where healthcare technology adoption actually lives or dies.

Tech alone isn’t enough

Peter Kaldes from Next50 Foundation added context that should worry anyone in healthtech: nonprofits doing the heavy lifting of digital equity training are facing unprecedented cuts to federal grants.

As Peter noted: “I love going to an Apple Store and seeing these free classes, but you have to find an Apple Store which are not in the neighborhoods that need the help the most.”

The communities that need technology training the most are the least likely to have access to it. And the organizations that bridge that gap are losing funding.

The clinical trial proof

Source: Anatomy.app

Dexcom is running large clinical trials where half the participants come from underserved communities specifically to prove the technology works equally well regardless of service level. They want hard data showing these tools aren’t just for people with resources.

Rimidi partnered with community health centers during COVID to monitor high-risk pregnancies remotely using blood pressure monitors and texting protocols. They tracked engagement by ethnicity and primary language.

There was no difference in engagement. Everyone has a smartphone in that demographic (women of childbearing age), and everyone can text.

This proves that engagement isn’t the problem. The problem is getting access to the infrastructure and training on how to use it.

Mission-aligned capital as the solution

Source: Next50 Foundation

Next50 Foundation is one of the first private foundations to invest 100% of their endowment in aging-focused companies and infrastructure. Not just grant-making, but the other 95% of their capital.

They created an aging investment framework with JP Morgan that looks at four themes:

  1. Health
  2. Social connectivity (including technology)
  3. Economic opportunity (workforce and financial vehicles for longer lives)
  4. Built environment (mobility, housing, accessibility)

As of December, about 75% of their endowment was invested in this framework, and Peter offered a challenge to the investment community:

What if capital actually had values? Climate investors have successfully made money and helped power cleaner energy. The same can be true for aging. How can we possibly ignore that the globe is aging?” – Peter Kaldes

They also launched a new nonprofit called Leverage focused on advancing policies in Colorado to make aging more affordable—housing, living wages, caregiving resources.

Because you can’t solve systemic problems with technology alone. You need policy change too.

Patient Voices Need to Drive Startup Decisions

Jake Heller from Citizen Health is building AI tools that help patients with rare diseases query their own medical records and advocate for themselves at doctor’s appointments.

His philosophy: “Putting patients in the driver’s seat is one of the biggest opportunities we have right now.”

The journaling and documentation problem

Doctor and patient POCs

Sometimes when people with rare or complex diseases go to appointments and talk about their concerns, doctors don’t believe them. These patients need help translating their own experience in a way that clinicians will take seriously.

Citizen Health helps patients journal their symptoms and experiences, then presents that data in clinical terms. “Here’s a video of my daughter having this specific type of seizure. Here are the journal entries. Here’s how this has changed over time.”

That’s advocacy powered by data and AI.

The time-to-diagnosis crisis

Randy pointed out that if you have an autoimmune disease, it could be 3, 5, or even 7 years before diagnosis. For healthcare innovation, it can take 7 years just to move something through an FDA process.

Those time frames compound into suffering that’s completely preventable if we had better systems and patient input earlier in development cycles.

Patient organizations are ready to help. They’re trusted by their communities. They can broker relationships, speed recruitment, help startups get from lab to market faster with products that patients will actually use and that payers will actually reimburse.

The startup trap to avoid

Source: National Institute for Health and Care Research (NIHR)

Alice warned about companies that design products, then go looking for users to validate decisions they already made.

That’s backwards. Instead you should:

  • Find patient voices early.
  • Put them on advisory boards.
  • Include them in design sprints.
  • Listen to their feedback even when it’s uncomfortable or expensive to implement.

The successful companies in her portfolio think about long-term systemic change, not just short-term product development metrics.

What Healthtech Companies Need to Do Differently

The patient community isn’t a barrier to innovation. They’re the key to building products that actually work.

Stop designing in the dark

Source: Patient Better

If you’re building healthtech without continuous patient input, you’re wasting resources. You’ll miss market opportunities. You’ll build products that don’t get used or that put certain populations at risk.

Randy’s message was clear: “Come to us, and we will broker that relationship, because in the end, you’ll be more successful, and the patient community will get a better result.”

Measure what matters

Myechia challenged the AI industry on how they measure success: Don’t count the number of tools or features. Measure whether you’re closing the gap between lifespan and health span.

That gap is currently 13 years, which is the difference between how long people live and how many of those years are healthy years. If your technology doesn’t move that number, what’s the point?

Think systemically, not just tactically

Source: IQ Eye

Every speaker emphasized that technology is only one piece of a larger puzzle. You also need:

  • Policy changes that support adoption
  • Payment models that reward prevention
  • Training infrastructure for underserved communities
  • Clinical decision support that turns data into insights
  • Algorithms that account for biological differences across populations

If you’re only focused on your device or platform, you’re missing the bigger picture of how healthcare actually works.

The sales enablement angle

All of these insights about patient needs, accessibility requirements, women’s health gaps, digital equity challenges are the stories your prospects need to hear during long sales cycles.

B2B healthtech sales aren’t quick. You’re selling to health systems, payers, and large provider networks. The buying committees are complex. The evaluation periods stretch for months.

That’s exactly when prospects go cold or arrive at sales calls unprepared.

Daree headshot R side arms folded

I create educational email courses to bridge that gap. They keep prospects engaged with the exact kind of patient-centered insights I heard at CES. They position your company as one that understands real-world healthcare challenges, not just technology features.

In 2026 and beyond, healthtech companies that want to win understand their users deeply enough to build products those users will actually want, trust, and use.

The Measurement Challenge

A woman helping her elderly mother in a wheelchair

How do you know if you’re succeeding at patient-centered design? Myechia offered a simple test: “What do you want your life to look like at 75?”

You probably want to:

  • Stay in your home
  • Feel healthy
  • Stay empowered
  • Have information flow easily between you and loved ones
  • Remain connected to family and physicians
  • Be safe at home
  • Engage in daily activities with ease and without pain
  • Understand your medical information and chronic diseases
  • Control who has access to your data
  • Have a care plan you can execute yourself
  • Receive information you trust and can use readily

If your tech helps people achieve any of those goals, you’re on the right track. If it doesn’t, you need to rethink your approach.

Final Thoughts

CES 2026’s Digital Health Summit covered the hard work of actually listening to patients, caregivers, and the communities being served.

Startups who want to be successful in healthtech aren’t the ones chasing the next funding round or the flashiest AI feature. They’re the ones asking better questions:

  • Have we talked to patients who look different from our team?
  • Does our product work for women’s bodies, not just male bodies?
  • Can older adults use this without feeling stigmatized?
  • What infrastructure needs to exist beyond our technology?
  • Are we solving a real problem or just building something technically impressive?

Those questions lead to products that get adopted, outcomes that improve, and companies that actually make a difference. That’s the kind of healthtech worth building.


Who Shouldn’t Donate Blood, and Why Everyone Should Know Their Blood Type

Who Shouldn’t Donate Blood, and Why Everyone Should Know Their Blood Type

Caregiving Health Tech

My late husband with chronic conditions used to receive monthly blood transfusions to manage his chronically low hemoglobin.

Every month, someone’s decision to donate blood gave him a little more time, and I’m grateful for that. But blood donation is NOT for everyone.

My late mother learned this the hard way. She faithfully donated with the American Red Cross every 56 days like clockwork, believing she was doing good. And she was, until her then-undiagnosed congestive heart failure (CHF) made each donation increasingly dangerous. The blood loss depleted her already-compromised system, leaving her exhausted for weeks.

Her doctors eventually told her to stop.

January is National Blood Donor Month

One pint of blood can save up to three lives. The American Red Cross says someone in the U.S. needs blood every 2 seconds, but only 3% of eligible Americans (those without contraindications) donate annually.

Source: Stanford Blood Center

Who should NOT donate blood

The FDA and American Red Cross give several contraindications, meaning that if any of the following apply, you should not donate:

  • Active heart disease or severe cardiovascular conditions
  • Uncontrolled high blood pressure (over 180/100)
  • Recent heart attack or stroke
  • Severe anemia (hemoglobin below 12.5 g/dL for women, 13.0 g/dL for men)
  • Active cancer or recent cancer treatment
  • Bleeding disorders or current anticoagulant therapy
  • Chronic kidney disease
  • Certain autoimmune conditions during flare-ups


Do you know your blood type?

Only 43% of Americans do, but knowing your blood type can be lifesaving:

  • In emergencies: Medical teams can administer compatible blood immediately without waiting for typing tests, which can take 45-60 minutes.
  • For rare blood types: If you’re O-negative (universal donor) or AB-positive (universal plasma donor), you’re critically needed. O-negative makes up only 7% of the population but can be given to anyone.
  • During pregnancy: Blood type incompatibility between mother and baby can cause serious complications. Knowing your type allows early intervention.
  • For chronic conditions: People with sickle cell disease, thalassemia, or other conditions requiring frequent transfusions need closely matched blood to prevent complications
  • If you need surgery: Matching blood in advance reduces transfusion reaction risks and speeds emergency response

According to the National Institutes of Health (NIH), patients who receive a transfusion from an incompatible blood type can experience severe reactions, including kidney failure and death.

The Stanford Blood Center reports that having blood typed and screened in advance can reduce emergency transfusion time by up to 30 minutes, which is critical in traumatic or crisis situations.


The Bottom Line

If you’re healthy and eligible, this is your friendly reminder to donate. So many lives depend on this.

If you have cardiovascular issues or other contraindications, prioritize your own health. Other ways to help are by volunteering at blood drives, spreading awareness, and donating money to blood banks.

Regardless of whether you can donate, know your blood type, and the blood type of anyone you care for. It could save your life or help save someone else’s.

Family caregivers face countless decisions about their loved one’s care. My free Family Caregiver Team Blueprint Email Course helps you:

  • organize medical information (including blood type)
  • coordinate between providers
  • advocate effectively

References

  • American Red Cross. (n.d.). Requirements by Donation Type. Retrieved from https://www.redcrossblood.org/donate-blood/how-to-donate/eligibility-requirements.html
  • U.S. Food and Drug Administration. (2023). Compliance Policy Regarding Blood and Blood Component Donation Suitability, Donor Eligibility and Source Plasma Quarantine Hold Requirements. Retrieved from https://www.fda.gov/regulatory-information/search-fda-guidance-documents/compliance-policy-regarding-blood-and-blood-component-donation-suitability-donor-eligibility-and
  • National Heart, Lung, and Blood Institute. (2025). Donate Blood. Save Lives. Retrieved from https://www.nhlbi.nih.gov/education/blood/donation
  • Stanford Blood Center. (2024). Blood Type Compatibility. Retrieved from https://stanfordbloodcenter.org/donate-blood/blood-donation-facts/blood-types/

Why Healthtech Deals Die in the Post-Demo “Dead Zone”

Why Healthtech Deals Die in the Post-Demo “Dead Zone”

Health Tech

Your healthtech startup just nailed the product demo. The prospect loved your solution. They asked great questions. Everyone smiled and nodded. And then… silence.

Your prospect isn’t saying no, but they’re not saying yes either. They’ve gone dark. And while you wait, your pipeline stalls, your forecast becomes fiction, and your investors start asking uncomfortable questions.

According to Revenue Hero, healthcare software demos tend to have weaker lead quality or engagement post-qualification. (Example: 52.11% are qualified targets, but only 61.26% of those targets actually booked meetings.)

If that’s typical for your startup, then you’re stuck in what sales leaders call the “dead zone.” It’s that frustrating gap between an enthusiastic demo and an actual decision.

This isn’t a follow-up problem; it’s a deal architecture problem. Let’s see why it happens, and how to fix it.

Contents

What Creates the Dead Zone in Healthtech Sales

The dead zone doesn’t happen by accident. It’s built into how healthcare organizations buy technology. Understanding these forces helps you design a process that works with them, not against them.

The complexity of healthcare buying committees

Source: SBI Growth Advisory

Healthtech buying decisions typically involve 10-12 people across various departments.

Your champion can’t move forward alone, even if they love your product. Here’s who typically needs to sign off:

  • Clinical staff validate workflow impact and patient safety concerns
  • IT teams assess technical integration and infrastructure requirements
  • Compliance officers review HIPAA and regulatory implications
  • Finance departments demand ROI justification and budget alignment
  • C-suite executives evaluate strategic fit and organizational priorities

Decision-making authority is unclear or distributed across multiple departments, which means your single point of contact has less power than you think.

Procurement cycles that stretch for months

Source: CorporateVision

Healthcare organizations operate on budget cycles that don’t match your timeline. As it stands, large purchase approvals require alignment from at least 5 key stakeholders, and 86% of B2B purchases stall during the buying process. The typical B2B buying cycle spans 11.5 months.

The challenges you’ll face during this timeline:

  • The average healthtech sales cycle runs 9-18 months
  • Most delays occur post-demo rather than pre-demo
  • Budget freezes and reallocation priorities create unexpected stops
  • Capital requests often have to wait until the next quarterly meeting or annual board meeting

Even if you’re ready to close, your prospect won’t see their available budget until Q3.

Risk aversion in healthcare organizations

Healthcare buyers face career risk when new technology fails. HIPAA compliance, patient safety, and data security create legitimate concerns that go beyond typical B2B software fears.

73% of healthcare IT leaders warn about security challenges, and say “implementation risk” is the main reason for delaying technology purchases.

Prospects need proof beyond your demo:

  • Case studies from similar healthcare organizations
  • Reference calls with peers in comparable settings
  • Security audits and compliance documentation
  • Implementation plans that minimize disruption

The status quo feels safer than change, even when change would help.

Why Your Champion Goes Silent After the Demo

You didn’t lose the deal because of your product. You lost it because your champion hit an internal wall they couldn’t climb alone.

They lack internal buy-in from key stakeholders

Maybe your champion didn’t build a consensus before bringing you in. They saw your solution, got excited, and scheduled a demo without socializing the idea internally first. Other departments see the demo as “their project,” not a company priority.

This happens when:

  • Clinical staff, IT teams, or compliance officers weren’t in the room during your presentation
  • Your champion is now selling internally without your help or materials
  • They’re trying to recreate your demo in conference rooms and Slack channels
  • They’re failing because they don’t have your expertise or your sales enablement resources

It could be that your champion is fighting battles you don’t even know about.

They can’t build a business case

Rejected healthtech proposals fail due to “insufficient financial justification” rather than product concerns. So it’s also possible your ROI explanation doesn’t translate into their internal budget language.

Your champion needs specific numbers, like:

  • Cost savings expressed in their organization’s actual spend
  • Efficiency gains measured by hours saved or capacity increased
  • Revenue impact tied to reimbursement or patient volume
  • Risk reduction quantified in dollars, not just qualitative benefits

Your champion doesn’t know how to quantify the problem you solve in the terms their CFO cares about.

Most healthcare leaders consider ROI as the primary factor in their purchasing decisions. Finance teams shoot down proposals that lack concrete financial justification, and generic industry benchmarks won’t cut it.

They’re overwhelmed by next steps

If you didn’t create a mutual action plan after the demo, then your champion doesn’t know what to do next, or who needs to do it. Their path from demo to contract feels unclear and complicated.

The questions swirling in their head:

  • Do they need security documentation first?
  • Should they schedule an IT review?
  • Who builds the business case?
  • What approvals are required and in what order?

Then, other priorities compete for their attention, and your deal slides down the list.

Mistakes That Send Deals to the Dead Zone

Most healthtech sales teams create their own dead zone problems. See if any of these mistakes seem familiar.

Not mapping the decision process before the demo

Most salespeople demo before understanding the approval process. You don’t know who makes the final call or controls the budget. Critical stakeholders aren’t identified until after you’ve presented, which means you built your pitch for the wrong audience.

Analysis of B2B healthtech deals shows that sales teams who mapped the complete buying committee during discovery closed deals faster and more efficiently than those who didn’t (https://www.joinpavilion.com/research). Your discovery process skips the “how does your organization buy” question, so you walk into the demo blind.

Treating demos as closing events instead of middle steps

This is when the demo becomes your peak moment instead of a milestone. You celebrate interest without securing commitment to next actions.

Your prospect leaves with information but no obligations. There’s no scheduled follow-up, no agreed-upon timeline, no documented next steps.

Four things you’re missing are:

  • Commitment to specific next actions with dates
  • Agreement on who needs to be involved going forward
  • Documentation of the decision process and timeline
  • Accountability for both your tasks and theirs

You haven’t earned the right to ask for specific commitments yet, so you don’t. Then you wonder why they ghosted you.

Failing to create urgency around the problem

When your demo focuses on features instead of the cost of inaction, prospects feel no sense of urgency.

Prospects don’t feel pressure to change their current situation because you haven’t quantified what staying with the status quo costs them in dollars, patient outcomes, staff burnout, or a competitive disadvantage.

There’s no compelling event driving a decision timeline. When everything is important, nothing is urgent.

How to Keep Deals Moving Through the Decision Phase

You can’t eliminate the dead zone entirely, but you can shrink it. Here’s your playbook.

Build a mutual action plan before you demo

Document every step from demo to signature with specific dates. Then get your prospect to commit to milestones in writing, even if it’s just a shared Google Doc.

Your mutual action plan should include:

  • Specific dates for each milestone, not vague timeframes
  • Names who will own every action item on both sides
  • Dependencies that could block progress
  • Decision criteria that need to be met at each stage
  • Stakeholders who need to be involved at each step

Review and update the plan after every conversation. B2B deals with documented mutual action plans close faster and at higher win rates than deals without them.

Involve all stakeholders early in the process

Map the buying committee during discovery, not after the demo. Ask questions like “Who else needs to be involved in this decision?” and “What does your typical approval process look like?”

To engage stakeholders effectively, you should:

  1. Identify everyone who has input or veto power.
  2. Understand their concerns and what success looks like for each person.
  3. Schedule separate sessions for different stakeholder groups.
  4. Tailor your messaging to what each group cares about.
  5. Create sales enablement materials your champion can share internally.


Make the business case impossible to ignore

Translate your value into their specific metrics and KPIs. Build ROI models with their actual data, not generic industry averages. If they’re losing $200K annually to manual workflows, show them that number with their own figures.

Your business case should include:

  • Current state costs using their actual numbers
  • Future state benefits tied to their strategic goals
  • The cost of delay expressed in quarterly or monthly terms
  • The payback period and total ROI over 3-5 years
  • Risk mitigation value they can’t get from their current approach

Show the cost of delay in concrete terms they can present to leadership: “Every quarter you wait costs $50K in lost efficiency.” That’ll get their attention!

Schedule the next meeting before you leave the current one

Never end a conversation without making the next appointment.

Don’t say “I’ll follow up next week.” Say “Let’s get 30 minutes on the calendar for Thursday at 2 pm to review the security documentation with your IT director.”

To make every next step count:

  • Be specific about the date, time, and attendees
  • State the purpose and agenda for the meeting
  • Include the right stakeholders from the start
  • Confirm attendance from all required participants
  • Send the invite before you end the call or leave the room

Use calendar invites to maintain their commitment.

The Five Warning Signs Your Deal Is Entering the Dead Zone

If you catch these signals early, you can still save the deal.

Your champion stops responding within 48 hours

Response times stretch from hours to days to weeks. Messages shift from specific (“Can you send the HIPAA compliance documentation?”) to vague (“Let me check with my team”). Your champion cancels meetings or suggests “checking back later” without offering alternative dates.

You’re chasing instead of collaborating.

New stakeholders appear who weren’t in your process

Someone from IT, legal, or procurement suddenly has questions. These stakeholders don’t have context from earlier conversations, so they’re starting from zero.

Watch for these red flags:

  • They raise objections you thought you’d already addressed
  • Your champion can’t or won’t facilitate introductions to these people
  • You’re answering basic questions that should’ve been covered weeks ago
  • Each new stakeholder brings a completely different set of concerns

This means your champion isn’t in control of the internal process.

The timeline becomes unclear

What this looks like:

  • Dates you agreed to slip without explanation.
  • Your prospect stops committing to specific next steps, replacing “We’ll have a decision by March 15” with “We’re still working through some things.”
  • Budget approval timelines shift or become uncertain.
  • Urgency disappears from the conversation.

When timelines evaporate, so do deals. Time kills deals.

Requests for information become repetitive or circular

Answering the same questions multiple times for different people is a waste of time and energy. When different stakeholders ask for information you’ve already provided, or your champion isn’t distributing materials internally, it quickly gets chaotic:

  • Your prospect can’t consolidate feedback from their internal team.
  • Everyone’s operating on their own without any team coordination.
  • The goalposts keep moving with new requirements.
  • No one seems to remember what was already agreed upon.

This signals a breakdown in your champion’s internal process.

Your champion asks you to “be patient” or “give them time”

Generic stall language replaces specific action commitments.

Your champion can’t articulate what’s happening internally or who’s holding up the process. They avoid discussing the actual decision-making process when you ask direct questions. You sense they’re hoping you’ll go away.

This isn’t patience—it’s avoidance.

What to Do When a Deal Goes Dark

Don’t give up—try these interventions first.

Use a breakup email to force a response

Write a professional note acknowledging the silence: “I haven’t heard back after my last three emails. I’m guessing this isn’t a priority right now.”

Give your prospect permission to say no: “If you’ve decided to pause or go another direction, that’s completely fine. Just let me know.”

Your breakup email should:

  • Acknowledge the silence without being passive-aggressive.
  • Give permission to say no to make responding easy.
  • Create urgency by suggesting you’re moving on.
  • Include a simple yes/no question they can answer quickly.

This generates responses in dark deals. An enterprise account manager at HubSpot says her sales team sees a 33% response rate to their breakup emails.

Go around to other stakeholders

Reach out to people who were in earlier meetings, and provide value:

  • Share a relevant case study, industry report, or article that addresses a concern they raised.
  • Ask if there’s anything blocking progress from their perspective: “I wanted to check in—is there anything on our end that would help move this forward?”

Position yourself as a resource, not a pest.

Offer a smaller commitment to restart momentum

Suggest a pilot program or limited trial that reduces risk. Propose a workshop or assessment instead of a full implementation: “What if we started with a 30-day pilot in one department?”

Ways to reduce the ask:

  • Pilot programs in a single department or location
  • Proof of concept projects with limited scope
  • Assessment or audit services to quantify the problem
  • Executive workshop to build internal alignment


Build a Sales Process That Prevents the Dead Zone

The best way to handle the dead zone is to not enter it in the first place.

Run a sales audit to find where deals stall

Review your last 20 lost opportunities to identify patterns. Track which stage most deals go dark (Hint: it’s probably post-demo). Calculate your conversion rate from demo to next step, from next step to proposal, and from proposal to close.

Your sales audit should examine:

  • Conversion rates between each stage of your pipeline
  • Average time spent in each stage before progression or loss
  • Common objections that appear in lost deal notes
  • Stakeholder gaps where key decision-makers weren’t engaged
  • Process breakdowns where your team didn’t follow best practices

Interview former prospects who ghosted you to understand why. Ask questions like “What happened internally after our demo?” and “What would have made it easier to move forward?”

Document the gaps between your process and their buying process.

This is exactly what I cover in The 5-Day Healthtech Sales Audit: Find the Leaks in Your Pipeline (So Deals Stop Going Dark), a systematic approach to diagnosing where your deals actually break down:

  • Day 1: Conversion rate analysis by stage
  • Day 2: Average time in each stage to spot bottlenecks
  • Day 3: Review lost deal notes for patterns
  • Day 4: Interview your team about common objections and stalls
  • Day 5: Prioritized list of fixes based on impact and effort


Create a post-demo playbook for your team

Script the conversation that happens at the end of every demo. Your reps should never let a prospect leave without completing three tasks: scheduling the next meeting, documenting the mutual action plan, and identifying any stakeholders who need to be involved.

Your playbook should include:

  • Scripts for transitioning from demo to next steps
  • Templates for mutual action plans and business cases
  • Stakeholder-specific materials for champions to use internally
  • Objection handling guides for common post-demo concerns
  • Role-playing exercises to practice the post-demo conversation

Implement a deal review cadence for stuck opportunities

Meet weekly to discuss deals that haven’t progressed in 10+ days. Bring fresh perspectives to stalled conversations—sometimes another team member sees an angle you missed.

Your deal review process should:

  1. Identify stuck deals based on time since last progression
  2. Diagnose the blocker using the warning signs framework
  3. Develop intervention strategies specific to each situation
  4. Assign ownership for executing the intervention
  5. Follow up within 48 hours to measure results


The Dead Zone Doesn’t Have to Win

The dead zone kills more healthtech deals than pricing, competition, or product gaps. You can’t control healthcare buying cycles, but you can control your process”

  1. Start by running a sales audit to find where your deals actually stall.
  2. Map the decision process before you demo, not after.
  3. Build mutual action plans that turn prospects into partners.
  4. Create urgency around the problem, not just excitement about your solution.

Your demo isn’t the finish line; it’s like getting to mile marker 5 in a marathon. The companies that win in healthtech sales know this, and design their process to bridge the gap between demo and decision.

They make it easy for champions to sell internally, and they never let a deal go dark without a fight.

Your move.

References

Charanyan. (2025). The State of Demo Conversion Rates. Revenue Hero. Retrieved from https://www.revenuehero.io/blog/the-state-of-demo-conversion-rates-in-2025/

Growth Risks 2024: B2B Buying Behaviors are Evolving. (2024). SBI Growth Advisory. Retrieved from https://sbigrowth.com/insights/growth-risks-2024-b2b-buying-behaviors-are-evolving/

Key Factors Behind IT Implementation Failures in Mid-Sized Healthcare Settings. (2025). CapMinds. Retrieved from https://www.capminds.com/blog/key-factors-behind-it-implementation-failures-in-mid-sized-healthcare-settings/

Ntsele, G. (2025). Why 73% of healthcare IT leaders fear rising security challenges. Paubox. Retrieved from https://www.paubox.com/blog/why-73-of-healthcare-it-leaders-fear-rising-security-challenges/

Rius, A. (2025). B2B Buying Behavior in 2025: 40 Stats and Five Hard Truths That Sales Can’t Ignore. CorporateVisions. Retrieved from https://corporatevisions.com/blog/b2b-buying-behavior-statistics-trends/

Sela, R. (2024). Buying Committee 101: Understanding the Key Players in B2B Sales. Ron Sela. Retrieved from https://www.ronsela.com/buying-committee/

Taffer, M. (2024). Mutual Action Plans: How-to Guide for Closing More Deals. Qwilr. Retrieved from https://qwilr.com/blog/mutual-action-plan/

Ye, L. (n.d.). The Power of Breakup Emails: 7 Templates To Close the Loop. HubSpot. Retrieved from

https://blog.hubspot.com/sales/the-power-of-breakup-emails-templates-to-close-the-loop

Using Technology and Home Care to Support Working Caregivers

Using Technology and Home Care to Support Working Caregivers

Caregiving Health Tech Med Tech

The intersection of chronic illness management and in-home caregiving presents unique challenges in healthcare. Through a compelling blend of personal storytelling and empirical data, this article illuminates the often-overlooked daily struggles of working caregivers.

I examine how emerging technologies and care models, such as remote patient monitoring and care-at-home programs, can transform the caregiving experience, offering valuable perspectives for healthcare providers and health plans seeking to integrate effective care solutions.

Contents

I married a man just two months after we met, because if I didn’t, I knew he was going to die.

I met George on a dating site in March 2016 as “PuertoRicanPapi.” During our first phone conversation, I learned he had been diagnosed with Stage 4 end-stage renal disease (ESRD) and only had 18 months to live. He needed to start dialysis, but his ACA health plan wouldn’t cover it.

The Global Burden of Disease ranks chronic kidney disease (CKD) among the top 20 causes of death (Ibrahim et al., 2022). CKD is regarded as a high-­stress illness due to the chronicity of the disease and the long-­term treatment required. ESRD is the last stage of CKD, often caused by diabetes mellitus.

That’s a heavy thing to hear from anyone. But there was something about him that wouldn’t let me leave him alone.

The Downward Spiral

The Diabetes Domino Effect

George was a 40-year-old Puerto Rican man with diabetes, neuropathy, and ESRD. The following year, he developed non-Hodgkins lymphoma (NHL) and eventually sepsis. Over the course of our 2 years together, I coordinated his care among 10 doctors (primary care and various specialists).

His diabetes diagnosis is unclear, as some of his doctors mentioned Type 1 and others said it was Type 2. But from what I understand, before we met, a clinic had prescribed him insulin pills when he actually needed the insulin pens.

That’s a heavy thing to hear from anyone. But there was something about him that wouldn’t let me leave him alone.



Peritoneal Dialysis and the Hospital Revolving Door

That fall, George got surgery to implant a port into his belly, and then we started peritoneal dialysis (PD) from home. I set up the machine and ran it for him every night as I was taught by his nephrology team. But every month he went to the hospital because:

  • A1C was high,
  • His hemoglobin count was low (especially after chemotherapy) and he needed a blood transfusion, or
  • He was in pain.

He didn’t like being there because no one would let him rest, nutritionists came in to tell him how to eat properly for a diabetic and renal diet (and often those menus were contradictory), and other clinicians would come in and ask the same questions every time. I occasionally stayed overnight with him if my daughter was accounted for.

ER and urgent care entrance

Weekends were the worst, because when he was having intense pain, he had to visit the ER for relief, of course waiting all day for his name to be called.

We also enrolled in a kidney transplant program at Emory Hospital in Atlanta, GA. Although I wasn’t a match to be a kidney donor for George, I was eligible to be in an exchange program with someone else, and they could provide a matching kidney for George. Unfortunately, the next setback negated these efforts.

Developing Cancer

George saw the dentist for pain in his mouth a few times in the fall of 2016 and spring of 2017. The dentist found an abnormality in his mouth that kept coming back.

During that last visit, George went to the hospital, they tested it and it was cancer–Non-Hodgkins Lymphoma (NHL).

He started chemotherapy later that month. His beautiful hair started shedding on the pillowcase the next day, and mourning began.

Losing his Leg

A few months later, George fell in our bathroom upstairs while I was in New York at my grandmother’s funeral. His teenage daughter was home, but downstairs. She called me two days later to tell me that he fell, and that his foot was black.

Source: Alltech Prosthetics

Type 2 diabetes often causes complications that can lead to lower limb amputation (Costa et al., 2020), and unfortunately, this is when George’s health took a turn for the worse. We went to a specialist after I got back from New York, who confirmed his left foot was broken and would probably never heal correctly, and recommended a below-the-knee amputation. George was devastated, but went through with it.

Afterward, he could still drive with his right foot, and he decided to buy a large SUV. I assisted him with getting in and out of the truck with his new wheelchair. However, we no longer slept together, because our bedroom was upstairs. He stayed on the couch for a few months until we got a hospital bed placed in the living room.

Losing Hope

Even though he was taking several prescribed high-dose narcotics, they didn’t have much effect in pill or patch form. Only medicines administered by IV quelled his suffering.

I always felt like I had to be strong, but I was at my wits end, suffering silently beside him. The last straw was when he developed gangrene on his genitalia, and it wasn’t curable. His pain intensified, and I advocated for him tirelessly by calling doctors, and researching information, but it was impossible to get pain management from any doctor in our city, so he suffered needlessly.

Multiple calls to his nephrologist and primary care doctor were never addressed, so I believed that palliative care was the only thing that would make him comfortable. In January 2018, I admitted him to hospice care, where he died a couple months later. I didn’t receive follow-up counseling afterward, but I met with my therapist a few more times until I moved out of state and back near my family to grieve.

Looking Back

The single most important thing missing from my experience that would have made things easier is access to support, which I describe in the following DECAF section.

I balanced parenting and school functions with spousal caregiving, administrative duties like tracking his medications, scheduling new appointments and conferring with health insurers, transporting my husband to multiple appointments, household responsibilities, and my full-time work as a technical writer with a Fortune 50 corporation. And I didn’t receive support from providers after his death, except for a newsletter from the hospice team every few months until a year passed.

I could have used an assistant for appointment scheduling and insurance coordination. A home health aide at flexible times to help with toileting and other ADL tasks.

Effects of In-Home Caregiving by Working Adults

During the pandemic, parents of school-aged children learned what it’s like to try balancing the role of teaching them while also managing their own work and household responsibilities. In-home caregiving was similar in my experience-–I had to juggle my work duties working from home with caring for my husband, and it wasn’t easy.

A study of the estimated 8.8 million employed family caregivers found that nearly 1 in 4 (23.3%) reported either absenteeism or presenteeism over a 1-month period due to caregiving (Fayete et al., 2023). Among those affected, caregiving reduced work productivity by one-third on average—or an estimated $5,600 per employee when annualized across all employed caregivers—primarily because of reduced performance while present at work. Productivity loss was higher among caregivers of older adults with significant care needs and varied according to sociodemographic characteristics and caregiver supports.

CareYaya Health Technologies’ data shows that caregivers spend an average of 15 to 20 hours per week on caregiving tasks. “It’s super hard to draw the line between when you’re working and when you’re caregiving when you’re WFH,” says CEO Neal K. Shah.

70% of caregivers worldwide are women, and their average age is 49,” says Cheryl Field, MSN, RN. “So if you think about the multiple roles that a 49-year-old woman is playing between their own children, their career, their parents, their partner and the biological changes that come with menopause, you can see that caregivers are in a particularly pressure-filled time of their life. Any means by which they can reduce some of these stressors is significant.”

Stress from Multitasking

Source: Position is Everything

Caregiving influences several dimensions of the caregiver’s life, such as physical (e.g., physical health deterioration), psychological (e.g., anxiety and traumatic stress), family (e.g., roles and routines) and social (e.g., leisure time and social life) (Costa et al., 2020). Caregivers under stress report high levels of depressive symptoms, anxiety, high use of psychotropic drugs, low satisfaction with life, several symptoms related to psychological stress, and low subjective health.

“In-home caregiving lends itself to both more and less stress for the caregivers,” notes Dr. Caryn McAllister of High Quality Therapy. “Caregivers who work from home can juggle responsibilities needed during the day with work, and flexibility with respect to hours can allow people to contact medical professionals, organize schedules, and ensure their loved one eats, goes to the bathroom and takes medicines on time. The extra stress can come when people don’t have the ability to transition between work and home life. People often find they can leave work at work when they go home, but caregivers who work from home just don’t get that break. Ever! It takes organization and discipline to make it work.”

Wil Thomas, Editor of the Senior Bulletin, mentions a reader named John who echoes these sentiments. John has a full-time job while taking care of his elderly mother. “It’s like having two full-time jobs,” he says. “I’m constantly juggling meetings and her medical appointments, and it’s exhausting.”

Field understands this, too. As a former chief product officer who had a senior living with her in a multigenerational setting. She highlighted that the impact of providing in-home care varies over the course of the patient’s illness. “When care needs can be anticipated and scheduled, and additional resources can be utilized to put a plan in place, the impact can be smaller. When care needs are unexpected or difficult to anticipate, the impact will be greater,” she says.

Black and white illustration of sleep tracking

“Consider that your interrupted sleep several times a week in the middle of the night over a chronic period of time begins to have an impact on your own rest and even the ability to fall asleep with anticipated anxiety of what’s to come through the night,” Fields continues. As care needs become more demanding on working adults, often you’ll see a rise in absenteeism for scheduled and unscheduled medical needs, and a decrease in resiliency on behalf of the employee. Chronic fatigue, fear, stress and anxiety all compound and can have an impact on the health of the working adult.”

Unfortunately, these stories aren’t unique. For adults who are caring for a loved one and also continuing to work in their career, taking on these responsibilities can be stressful and lead to burnout, Field says. 60% of caregivers are also employed, and many feel the job-related stress piling up. But working from home does make a big difference, providing flexibility that in-home caregivers need.

Impact of Diabetes on Patients and Chronic Care

50% to 75% of people with diabetes have a caregiver involved in their healthcare (Fields et al., 2022). These caregivers are often partners, spouses, adult children, or siblings.

Like many chronic conditions, diabetes requires complex medical management that often requires following regimented eating plans, monitoring sugar levels, organizing daily medications, and coordinating medical care. The sicker George became, the more of these responsibilities fell on me.

Source: eClinicalWorks

The chronic care model is a multidimensional solution to the complex problem of providing care to patients with chronic health problems. The theory of this model says that a significant part of chronic care takes place outside of formal healthcare facilities (Katsarou et al., 2023).

It also states that six elements are central to initiatives to improve chronic care: community resources, healthcare system, patient self-management, decision support, service delivery system redesign, and clinical information systems. Interventions that include at least one of these elements are associated with improved outcomes for people with asthma, diabetes, heart failure, and depression. However, only patients with heart failure and depression had improved quality of life (Katsarou et al., 2023).

Flexible scheduling

Female doctor waving to female patient on Zoom

Caregiving would have been impossible if I couldn’t work from home. George had 10 doctors, and that translated to roughly 3 days a week with at least one appointment. At that point, I had worked for my company for almost 20 years, which gave me unlimited sick time and lots of vacation time. I took my work laptop with me to doctor appointments, rearranged meetings, and still made time for my daughter’s activities.

Working from home gave me flexibility in managing caregiving tasks and professional responsibilities, including the ability to respond to his needs promptly, compared to me working in an office setting, or George being in a facility where staff are spread across multiple patients.

Another of Thomas’ readers, Jane, works remotely and looks after her father, who has Alzheimer’s. “Working from home has been a lifesaver,” she says. “I can attend to my dad’s needs throughout the day without compromising my work. It’s still challenging, but having that flexibility makes a huge difference.”

While working from home offers more flexibility to manage caregiving tasks, it can also blur the lines between work and caregiving responsibilities. “Many caregivers report feeling constantly “on-call,” which can lead to burnout, and that burnout affects over 33% of family caregivers who are working from home, compared to 20% who work in the office,” Shah reports.

Indeed, flexible work arrangements such as telecommuting, job-sharing, and flexible hours can help caregivers manage their time more effectively. However, since the pandemic ended, return-to-office mandates have flourished with employers who want to manage employees in person and/or fill their empty office spaces. 90% of companies plan to implement return-to-office policies by the end of 2024, according to a report from Resume Builder. Nearly 30% say their company will threaten to fire employees who don’t comply with in-office requirements.

Source: SuperStaff

But for employees who can work remotely, several caregiver pressures can be relieved. Removing the commute and a strict start or end time of an office job gives the remote employee flexibility. Fields gives some of examples:

“On mornings where there’s been a difficult night, an extra hour of sleep can make a world of difference on how the employee feels and functions that day. Being able to work from home may also make it possible to leverage telehealth appointments instead of having to physically travel to doctor’s appointments. Caregivers also have the ability to provide distant supervision and mealtime support for a loved one while working from home and don’t need to have as many outside resources coming into the home to provide that supervision or ensure meals are delivered and consumed. These small benefits relieve a lot of microstress.”

Caregiver Needs Analyzed with DECAF

A study at the University of West Attica in Greece investigated the needs of caregivers of patients suffering from CKD, stroke, cancer, dementia and multiple sclerosis (Katsarou et al., 2023). 89% of these caregivers were relatives, 50% were between 20 and 50 years old, and 19% were spouses. Researchers found themes among caregiver needs:

Woman making a point in a group meeting
  • Caregiver training
  • Help with nursing home care and physical therapy
  • Help with financial burden from health services
  • Lack of reliable transport
  • Psychological support, including delivery via digital media and mobile devices
  • Social support groups
  • Navigating complex medical insurance

I agree with all of these points. To break it down a bit more, I’m using the DECAF framework (Fields et al., 2022), which was developed to raise awareness about caregiver responsibilities in care planning and execution during the hospital-to-home transition. Here’s how DECAF played out in my caregiving experience.

Direct Care Provision

Direct Care Provision refers to hands-on support with activities of daily living (ADLs) such as getting dressed, food preparation, toileting and physical activities, and taking the patient to healthcare appointments. It also includes nursing tasks like wound care and medication management. I was a certified nursing assistant in the 90s, and a home health aide in the 2000’s, both of which prepared me for my experience with George.

Emotional Support

Emotional Support is the empathy and compassion for the patient and caregiver.

I had no close friends nearby, and George’s family was local, but most of them were more hands-off. So as his condition took more and more of a toll on my mental health, I sought out family members, a therapist, and church groups for support and stress relief.

Social support can diminish the impact of the emotional burden and stress of care by providing solutions to problems, distractions from issues or facilitating the required healthy behaviors (Ibrahim et al., 2022). Caregivers who seek social support from family and friends experience a lesser burden of care than caregivers without solid support networks.

Seeking social support is the dominant coping mechanism for caregivers of patients undergoing renal replacement therapy (Ibrahim et al., 2022). Caregivers of chronic patients are four times more likely to be diagnosed with depression and three times more likely to seek help for anxiety issues than individuals who are not caregivers.

Being an in-home caregiver is lonely, and I lacked self-care. I’ve been working from home since 2005 so I was used to being alone, but caregiving for your spouse is a different kind of loneliness. I was losing my husband slowly as his condition got worse, and I needed social support. I mostly relied on my family (long-distance phone calls) and a local church group. In less than a year, I shifted from being a newlywed with an independent husband to a caregiver. My marital needs were not met, as George lost sexual function early on. This also caused strain on our relationship.

I’m not alone. A study on psychological health from Savitribai Phule Pune University in India confirms that dysfunctions caused by chronic illnesses aren’t limited to the patient, but affect the partner, and the couple’s dynamic, making a considerable impact on the satisfaction levels in the relationship (Umrigar and Mhaske, 2022). Behavioral and personality changes in the patient can overpower emotional bonds between the caregiver and the patient as well. The greater the negative effect, the greater the frequency of depression, anxiety, and somatization in the caregiver.

This study polled women caregivers about their male spouses with chronic conditions of cancer, coronary heart disease, and diabetes. They found clinically significant marital and sexual dissatisfaction. Since marital satisfaction and sexual satisfaction are closely linked, a decrease in one tends to have a serious impact on the other, and consequently, on the overall quality of life.

Care Coordination

Care Coordination involves initiating, managing and maintaining healthcare services and support. Managing diabetes successfully requires significant care organization and coordination of multiple types of interactions with the healthcare system. Participants in a study at the University of Wisconsin-Madison (Fields et al., 2022) frequently recognized caregiver roles in care organization, such as helping with tracking and scheduling appointments, taking notes before and during healthcare visits, and making lists of current medications.

I can concur. I took George to his appointments, acting as an administrative assistant and advocate. It was up to me to take notes, ask for what he needed, and verify or dispel inconsistent information (test results, guidance, data, etc.) between different doctors. I had a spreadsheet that the nurses loved, because it listed all the pertinent information about his medication names, amounts, prescribing doctor, reasons for taking them, etc.

Patient Advocacy

Advocacy is about empowering individuals to obtain resources. In the same Wisconsin study, several participants described experiences where the caregiver advocated on behalf of the patient when experiencing serious health complications linked to diabetes.

I was no different. As the months went on, George’s depression intensified into hopelessness and an “I don’t care anymore” attitude. So in addition to caregiving, I was also a fierce advocate for his mental health, trying to find resources to alleviate his chronic pain and help him feel more comfortable.


Financial Support

Financial support refers to help with planning and using financial resources. With rising home and institutional care costs and formal caregiver shortages, 66% of caregivers use their retirement and savings funds to pay for care (Genworth).

Source: Grants for Medical


Applying for Social Security disability payments was a huge challenge. One of the questions that caused a denial related to his unemployment status. He explained that his medications made him fall asleep intermittently and randomly, so he couldn’t work. They blamed his medication and denied his application two more times before he was finally approved. He then started receiving payments of about $700 per month.

George had no life insurance, and I didn’t receive any direct financial support until his last week of life. I wrote Facebook posts about his status while he was in hospice care, and many of my friends sent funds via PayPal and Cashapp to help me pay for the funeral.

Navigating Healthcare Systems and Insurance Complexities

Medicare card and Rx closeup

Caregiving at home often leads to substantial financial strain due to the cost of medical supplies, home health aides, and necessary modifications to the home. Not to mention the daunting task of navigating health insurance complexities, from finding in-network healthcare providers, care coordination, and working with billing offices regarding Medicare and Medicaid.

Finding In-Network Medical Providers

Another huge barrier for caregivers and patients alike is finding healthcare providers within their insurance network—especially specialists like those George needed. According to a Kaiser Family Foundation study, 29% of people struggle to find new providers within their network. Providers change the insurers they participate with frequently, and the onus is on the caregiver or patient to figure out how much of their bill will be covered in any given scenario.

Source: New York Bone & Joint Specialists

I’ve had to seek therapy before I met George, not just during his illness. No matter what, it’s difficult to find an available, local provider. Once I found a therapist, we started off going to see her together, but eventually he stopped.

Thomas recommends using online directories, insurance company tools and telehealth services to find these providers. And Dr. McAllister mentions an advanced step I’d never heard of before: “If you can’t find an in-network provider for your loved one, you can obtain a single case agreement, where your company will recognize the out-of-network provider as if they were in-network.”

Decoding the Difference Between Primary and Secondary Payer Insurance

One recurring source of frustration for me was dealing with multiple billing departments about George’s insurance. The health insurance from my employer was primary, and Medicare was secondary. I made this clear for each medical provider (remember, he had 10 doctors). However, each billing department would call me to confirm multiple times based on how his claims were processed.

Source: Drive Safe Insure

The coordination of benefits between private insurance and Medicare/Medicaid is something Shawn Plummer, CEO of The Annuity Expert educates his customers about. For example, he explains that determining the primary and secondary payers can help maximize coverage and minimize out-of-pocket expenses. Additionally, exploring supplemental insurance options can fill gaps not covered by primary insurance plans.

Healthcare providers have their struggles working with health insurance companies as well. Take for example Dr. McAllister’s practice, which is in-network with Medicare and out-of-network with all private insurance companies.

“As a provider, it’s so difficult to deal with insurance, although Medicare is very straightforward and easy to work with if you abide by their rules,” she says. “If you understand that private insurance companies try to maximize profit by denying coverage, and go into the process knowing how to advocate, you won’t feel as frustrated.

Source:: Geeks for Geeks

“To add to the confusion, when people have Managed Medicare, the medicare rules apply but the private insurance manages Medicare. “I often suggest sticking to straight Medicare, not Managed Medicare, because standard Medicare tends to treat providers more fairly. Many providers won’t accept Managed Medicare because of the low reimbursement rates and bureaucracy associated with private insurance companies.”

Bert Hofhuis of Sovereign Boss in the UK says that many insurance plans, including Medicare and private insurance, have limitations on what they cover for in-home care. “For example, Medicare may cover some home health services but often does not cover custodial care.”

Dr. McAllister, Hofhuis, and Plummer shared more tips to navigate complex insurance issues:

Source: Investors
  • Understand the specifics of health insurance policies: Ask questions about things you don’t understand, and “seek plans that cover in-home care services, medical supplies, and home modifications to be prepared,” says Hofhuis. “It’s essential to review policy details and consider supplemental insurance to cover gaps.”
  • Take notes: “When dealing with insurance representatives on the phone, always write down the name of the person you speak with, information regarding the call and a reference for the call. Write everything down and email as much as possible so you have proof of everything,” Dr. Allister says.
  • Use HSAs and FSAs: When available, Plummer and Hofhuis recommend usingHSAs and Flexible Savings Accounts (FSAs), which can provide tax-advantaged funds that can be used for medical expenses, including caregiving costs.
  • Plan for long-term care: Consider purchasing long-term care insurance early to cover potential future caregiving needs.
  • Keep records for tax purposes: Keep detailed records of caregiving expenses, as some may be tax-deductible, potentially easing your financial burden, Plummer and Hofhuis concur.

Denise M. Brown, is Founder and CEO of The Caregiving Years Training Academy, a family caregiving agency that coordinates care across multiple systems. She shares that Medicare Part B reimburses for Caregiver Training, Community Health Integration Services and Principal Navigation Services. Family caregivers can receive these services on behalf of a Medicare beneficiary if that beneficiary cannot participate in care planning because of their illness.

“The interplay between private insurance and Medicare/Medicaid is a common source of confusion,” Shah says. “More educational resources are desperately needed to help caregivers understand these complexities, including decision trees to determine primary and secondary payers.”

Effective Care Coordination Between Health Systems

Getting Access to Supplies and Services

The healthcare system is disconnected and siloed. The complications that come with coordinating care getting medical supplies can be a hassle for caregivers. It requires time, energy, patience and diligence. I remember having to take note of each and every resource to get various supplies, whether it was for dialysis, a wheelchair, or even gauze strips.

According to AARP, nearly 75% of caregivers manage medications and medical tasks. Thomas’ reader Sarah went through a nightmare trying to get the right wheelchair for her husband. “We had to go through so much paperwork and phone calls with the insurance company,” she said.

Shah understands these frustrations. “Partnerships between tech and medical supply companies to streamline this process for caregivers would be super helpful,” he says.

Brown was also a caregiver, and shares her perspective as a provider: “We do our scheduling based on the provider’s schedule, which means working around our own work schedule. We may need to be with our patients when the nurse or home health aide comes. Because of staffing shortages, we often take the schedule that’s given even when the schedule completely derails our day.”

Improving Systems and Patient Satisfaction

Brown says that healthcare professionals can help caregivers and agencies alike by obtaining doctor orders and making effective referrals. “It’s frustrating to have to repeatedly call the doctor’s office to get an order for home health services and durable medical equipment,.” she says.

Source: Printablee

“It’s also important that the healthcare professionals know which providers have staff available. For instance, my dad received home health services with a visiting nurse. When I also asked for a home health aide, the nurse was upfront that there just wasn’t the staff available for home health aide to visit. We could work around that because my sister and I provided my dad’s personal care. Others may not have the luxury, so it’s important to know the reality of what we can expect.

Another thing to consider is the emotional effect on the patient when a provider or aide is no longer available.

For example, there was a week when neither Brown nor her sister would be available on a Friday to care for their dad. “I was waiting to hear if my dad’s home health provider could continue providing services for my dad. I waited to reconfigure my work day on Friday if I needed to provide care. I later heard back from the home health agency that benefits would continue. My dad was worried about benefits ending in part because he had formed a wonderful friendship with his nurse, and he loves her. But the system doesn’t take into account the emotional impact when services end. We miss the care, and we often also miss the care provider.”

Source: EDUCBA

Naama Stauber Breckler, Co-founder of Better Health, is trying to improve accessibility and convenience for people with chronic conditions and dependent on different medical devices and supplies. “Patients need the ability to easily discover and order medical supplies online and get an easy explanation of their insurance benefits, how to maximize them, and how to find the best products,” she says.

Dr. McAllister recommends contacting the insurance company to see what exactly is allowed (HHA, PT, OT, SLP and RN services). “Companies may try to give you less than your family needs, but your insurance company will help you understand what your rights are. Many home health companies are short-staffed, but if you know what you can get for your family member, you will be able to advocate for the best,” she says.

Addressing Caregiver Challenges with Care at Home

Some of the ways to address in-home caregiver challenges include care-at-home and Hospital-at Home programs, using RPM, employer-provided benefits and flexible work arrangements, and better health plan coverage.

The Rise of Hospital-at-Home Programs

Source: Rainbow Health

Care-at-home programs are integrated clinical programs created to deliver healthcare services that have either been traditionally provided within healthcare facilities or represent new care models for chronic disease management.

These programs typically combine remote insight into biometric data or symptoms via connected devices for remote patient monitoring (RPM) and communication with clinicians through telehealth modalities. Many care-at-home programs include
in-home services such as durable medical equipment (DME), meal delivery, technical support, and therapeutics.

66% of hospitals and health systems currently offer patients a care-at-home service. Early care-at-home programs were primarily targeted at ad hoc or episodic care, often only relying on a telehealth visit. But the growing maturity of these models and the confidence of the clinical and operational leaders make it increasingly viable to treat chronically and acutely ill patients at home. The differences between these program types include the amount and type of RPM, the in-home services included, and the staffing required to operate the program.

Providing remote care at home can reduce the need for hospital admissions/early discharge, freeing up valuable hospital resources and beds and leaving patients and their families feeling supported in their own homes.

Remote Monitoring for Patients with Chronic Conditions

Black woman gold top showing phone with glucose meter on arm

George’s endocrinologist recommended that he use a Dexcom device to track his blood sugar. This remote monitoring device was great for me because no matter where I was or what time it was, the Dexcom app sent my phone a notification whenever his sugar was too high or too low. It was especially helpful when I attended a conference 6 hours from home, but got his alerts throughout the day and night. His family stayed with him when I was gone, but I got the alerts.

“Remote monitoring technologies have been game-changers for caregivers managing chronic conditions,” Shah says. “… allowing caregivers and clinicians to monitor vital signs and symptoms remotely, providing peace of mind and enabling more proactive care.”

The Current Health platform helps hospitals and clinics provide healthcare services to patients in their homes. Patients can use this platform for various health conditions, including COVID-19, heart problems, pregnancy care, and cancer.

Current Health conducted a survey in 2024 that shows caregiver interest in using health technology for their loved ones:

  • Fall detection systems – 80%
  • Voice-controlled assistive technology – 77%
  • Telehealth apps – 70%
  • Smart monitors – 70%

Survey respondents were confident that remote monitoring helps clinicians better understand the patient’s daily health.

Woman with patch on her arm

Technology is essential to care-at-home programs, but the industry must embrace technology for these programs to be successful. According to another survey by Current Health and Sage Growth Partners, 51% of health system leaders cited patient engagement and adherence as a top challenge, with the most critical support service needs of clinical monitoring (54%), logistics (53%), and technical support (48%). In addition, interoperability between your care-at-home platform and the patient’s employee health record (EHR) is critical for reducing duplicative work for providers and ensuring you have a holistic view of the patient during and after their care-at-home experience.

RPM makes healthcare more accessible, as patients are monitored in their homes. Facing challenges such as high care costs, reduced revenue, and limited capacity, care at home is a cost-effective site of care that can provide better patient outcomes and satisfaction.

Employer Support

Employers can help by providing flexible work arrangements, paid leave, and Employee Assistance Programs (EAPs) that offer counseling, legal help, financial advice, and referrals to eldercare services.

Source: Academy to Innovate HR (AIHR)

In-home caregiving can significantly impact an employee’s ability to manage their work responsibilities. Logan Mallory, VP of Marketing at Motivosity offers flexible work arrangements, like reduced or flexible work hours, to help alleviate the stress of balancing caregiving and work duties. This flexibility allows employees to be present for their loved ones while still fulfilling their work commitments.

Motivosity also offers their employees unlimited paid time off (PTO), health savings accounts (HSAs), and comprehensive health insurance to support our caregiving employees, each of which benefits the employees who are also caregivers in specific ways:

  • Unlimited PTO ensures that employees can take the necessary time off without worrying about exhausting their leave.
  • HSAs help cover the costs of medical supplies and services, providing financial relief.
  • Health insurance plans that cover a wide range of services, including in-home care, which helps employees manage caregiving expenses more effectively. They also provide access to counseling services, stress management resources, mental health apps and gym access.

“While we can only do so much, employers should strive to provide as much support as possible to caregiving employees,” Mallory says. “By offering flexible solutions and understanding their unique challenges, we can help them manage their responsibilities more effectively.”

Health Plan Changes Needed

Insurance Coverage Gaps

Source: Jackson Insurance Brokers

In the U.S., patients and their caregivers could benefit from closing the following health insurance coverage gaps in their health plans:

  1. Long-Term Services and Supports (LTSS): According to the HHS, 70% of people over 65 will require some type of LTSS, which is not covered under Medicare or most private health insurance plans.
  2. Home and Community-Based Services (HCBS): There’s currently limited coverage for services that help with ADLs and care at home.
  3. Caregiver Support Services: Lack of comprehensive coverage for services that directly support family caregivers, such as respite care, training, and counseling in some states.
  4. Non-Expansion States: In states that have not expanded Medicaid, many low-income adults fall into a coverage gap, being ineligible for both Medicaid and Marketplace subsidies (Drake, et al., 2024).
  5. Insufficient Coverage for Working Caregivers: Many caregivers struggle to maintain full-time employment and may lose employer-sponsored health insurance (Tingey et al., 2020).

10 Ways Health Plan Changes Can Support Caregivers

Source: Ramsey Solutions
  1. Expand Medicaid Coverage: Adopting Medicaid expansion in all states could provide coverage to approximately 2.9 million uninsured adults, including many caregivers (Drake et al., 2024).
  2. Integrate Caregiver Support: Incorporate caregiver support services into existing health care delivery models and value-based care programs.
  3. Implement Paid Family Caregiving Models: Develop programs that compensate family caregivers for their services, similar to Colorado’s program.
  4. Enhance LTSS and HCBS Coverage: Expand coverage for these services under Medicare, Medicaid, and private insurance plans to reduce out-of-pocket costs for families.
  5. Improve Remote Care Options: Expand coverage and availability of remote patient monitoring and telehealth services to support both patients and caregivers. Hospital-at-Home programs should be a mainstay in health plan coverage. These programs are customer-centric, result in lower hospital readmission rates, increase hospital capacity, and reduce issues with resource allocation among clinical staff.
  6. Develop Caregiver-Specific Insurance Products: Create insurance plans or supplemental coverage options designed to meet the unique needs of caregivers.
  7. Enhance Workplace Policies: Encourage employers to offer flexible work arrangements and maintain health insurance coverage for employees who are caregivers (Tingey et al., 2020).
  8. Improve Caregiver Identification and Assessment: Implement systematic processes in healthcare settings to identify, assess, and support caregivers.
  9. 9. Include Caregiver Metrics in Quality Measures: Incorporate caregiver experiences and outcomes into healthcare quality measurements to incentivize better support.
  10. Prepare Healthcare Professionals: Enhance training for healthcare providers on person- and family-centered care to better support caregivers. Psychoeducational information (e.g., treatment, lifestyle, etc.) and healthcare (e.g., emotional support, practical services, etc.) were the most common unmet need domains across health conditions (Thomas et al, 2023). Addressing unmet informational or healthcare needs may help optimize outcomes and care for children and families living with common chronic health conditions.

By addressing these gaps and implementing these improvements, the U.S. healthcare system could significantly enhance support for both caregivers and patients by reducing the financial and emotional burden on families while improving overall care outcomes.

Supporting Caregivers and Their Families

Source: Caryfi

As we’ve explored throughout this article, home care programs and RPM offer transformative benefits for both patients and caregivers. These solutions provide enhanced flexibility, improved care coordination, crucial support for managing chronic conditions and reducing caregiver burden. Expanding health plan coverage for these programs is not just beneficial, but necessary.

Hospital-at-Home (HaH) programs, in particular, represent a cost-effective, patient-centered approach that deserves widespread adoption. Every health institution could likely benefit from such a program to increase the capacity of their facility, enhance customer-centricity and patient satisfaction, and promote better patient outcomes. It’s the way of the future, and the way patients want to receive care. So we call on healthcare providers and health plans to prioritize the inclusion of care-at-home programs in their coverage.

By supporting caregivers and improving patient outcomes, we can create a more efficient, compassionate healthcare system. This requires a collaborative effort from healthcare providers, insurers, policymakers, and technology innovators to truly enhance the caregiving experience and, ultimately, the quality of life for both patients and their dedicated caregivers.


References

Carter, K., Blakely, C., Zuk, J., Brittan, M., & Foster,C. Employing Family Caregivers: An Innovative Health Care Model. Pediatrics. 2022; 149(6), 1-4. doi.org/10.1542/peds.2021-054273

“Compensation For Caregiving.” Colorado Respite Coalition, https://coloradorespitecoalition.org/family-caregivers/compensation-for-caregiving.php. Accessed 2 July 2024.

Costa, S., Ferreira, J., Leite, Â., & Pereira, M. G. (2021). Traumatic stress as a mediator of quality of life and burden in informal caregivers of amputees due to diabetic foot: a longitudinal study. Health Psychology Report, 9(4), 339, 345. https://doi.org/10.5114/hpr.2020.101495

Drake, P., Tolbert, J., Rudowitz, R, & Damico, A. “How Many Uninsured Are in the Coverage Gap and How Many Could be Eligible if All States Adopted the Medicaid Expansion?” KFF, 26 Feb. 2024, https://www.kff.org/medicaid/issue-brief/how-many-uninsured-are-in-the-coverage-gap-and-how-many-could-be-eligible-if-all-states-adopted-the-medicaid-expansion. Accessed 2 July 2024.

Fakeye, M.B.K., Samuel, L.J., Drabo, E.F., Bandeen-Roche, K., & Wolff, J.L. Caregiving-Related Work Productivity Loss Among Employed Family and Other Unpaid Caregivers of Older Adults. Value in Health. 2023;26(5):712. https://doi.org/10.1016/j.jval.2022.06.014

Favreault, M., Dey, J., Anderson, L., Lamont, H., & Marton, W. “Future Change in Caregiving Networks: How Family Caregivers and Direct Care Workers Support Older Adults Now and in the Future.” Assistant Secretary for Planning and Evaluation, 2 Aug, 2023, https://aspe.hhs.gov/sites/default/files/documents/a449863a8c93838d37f78ccf29e9231f/future-change-caregiving-networks.pdf. Accessed 2 July 2024.

Fields B., Makaroun L., Rodriguez K.L., Robinson C., Forman J., & Rosland A-M. Caregiver role development in chronic disease: A qualitative study of informal caregiving for veterans with diabetes. Chronic Illness. 2022;18(1):193, 196. doi:10.1177/1742395320949633

“How Caregiving Impacts Families, Communities and Society.” Genworth, 27 Oct. 2021, https://pro.genworth.com/riiproweb/productinfo/pdf/682801BRO.pdf. Accessed 2 July 2024.

Ibrahim N., Chu S., Siau C., Amit N., Ismail R., Halim A., & Gafor, A. The effects of psychosocial and economic factors on the quality of life of patients with end-­stage renal disease and their caregivers in Klang Valley, Malaysia: protocol for a mixed-­methods study. BMJ Open. 2022;12(6):1-2. doi:10.1136/bmjopen-2021-059305

Katsarou, A., Intas, G., & Pierrakos, G. Investigating the Needs of Caregivers of Patients Suffering from Chronic Diseases: A Mixed-Method Study. Indian Journal of Palliative Care. 2023; 29(3), 285-286. https://doi.org/10.25259/IJPC_179_2022

Khurana, Sanjay. “Caregiver Support | Gaps, Opportunities and Emerging Models in Healthcare.” Linkedin, 19 Oct. 2023, https://www.linkedin.com/pulse/caregiver-support-gaps-opportunities-emerging-models-sanjay-khurana. Accessed 2 July 2024.

Smith, Morgan. “90% of companies say they’ll return to the office by the end of 2024—but the 5-day commute is ‘dead,’ experts say.” CNBC, 11 Sept. 2023, https://www.cnbc.com/2023/09/11/90percent-of-companies-say-theyll-return-to-the-office-by-the-end-of-2024.html. Accessed 26 June 2024.

Thomas S., Ryan N.P., Byrne L.K., Hendrieckx C., White V. Unmet supportive care needs of families of children with chronic illness: A systematic review. Journal of Clinical Nursing. 2023; 32(19-20): 7101. https://doi.org/10.1111/jocn.16806

Tingey, J.L., Lum, J. Morean, W., Franklin, R., & Bentley, J.A. Healthcare Coverage and Utilization Among Caregivers in the United States: Findings From the 2015 Behavioral Risk Factor Surveillance System. Rehabilitation Psychology. 2020; 65(1), 63-71. http://dx.doi.org/10.1037/rep0000307

Umrigar D, Mhaske R. Psychological Health of Wives’ of Patients with Chronic Illnesses. Journal of Psychological Research. 2022;4(1):1-2. doi:10.30564/jpr.v4i1.3879

Wearable Pain Management Devices: A Non-Invasive Alternative

Wearable Pain Management Devices: A Non-Invasive Alternative

AI Health Tech

Pain is more than just a physical sensation—it’s a complex experience that can dramatically alter your daily life. Chronic pain affects almost 33% of adults, impacting their quality of life and daily activities. As traditional pain management methods often fall short, wearable pain management technologies offer hope for anyone struggling with ongoing pain.

These smart devices can:

  • Track pain signals
  • Provide quick relief
  • Help you understand your pain better

Let’s see how.

Contents

Chronic Pain and Wearable Technologies

Pain closeup word in dictionary

Types of chronic pain and pain conditions

Chronic pain can stem from various conditions, each presenting unique challenges:

  • Fibromyalgia
  • Lower back pain
  • Multiple sclerosis (MS)
  • Rheumatoid arthritis
  • Neuropathic pain
  • Endometriosis
  • Migraines

woman holding her knee radiating in pain

Along with different conditions that cause chronic pain, there are different types of chronic pain:

  • neuropathic (nerve) pain – related to nerve damage
  • nociceptive pain – pain caused by an injury, inflammation, or pressure
  • somatic pain – pain that starts in your face, limbs, or muscles
  • visceral pain – pain from the internal organs with sensory nerves

Problems with traditional pain management

Timed pill box

Traditional pain treatments often rely on medications, physical therapy, and lifestyle modifications. However, these methods have drawbacks:

  1. Medication side effects
  2. The risk of addiction
  3. Inconsistent pain relief
  4. Lack of personalization (one-size-fits-all approach)

Only about 17% of people living with chronic pain get enough pain relief from traditional treatments.

For example, Non-steroidal anti-inflammatory drugs (NSAIDs) have limited effectiveness in treating chronic pain and carry potential serious adverse effects, including an increased risk of heart attack or stroke. Opioids can be effective for short-term pain relief, but they have limited long-term effectiveness, and carry significant risks of addiction and misuse.

How wearable technologies detect and address pain

Wearable technologies offer a new approach to pain management:

A study published in the Interactive Journal of Medical Research reported that wearable devices improved pain management.

The science behind targeted pain relief

Wearable pain management devices use various scientific principles to provide targeted relief:

One example is Transcutaneous Electrical Nerve Stimulation (TENS), which works to reduce nociceptor activity and unwanted pain sensations.

Research from NXSTIM demonstrated that its TENS wearable device EcoAI reduced pain intensity for 92% of study participants.

Patient-reported outcomes and effectiveness

Wearable pain management technologies have shown promising results in patient-reported outcomes:

  • Improved pain control
  • Reduced medication use
  • Enhanced quality of life
  • Increased physical activity

A study on Spinal Cord Stimulation (SCS) therapy showed significant improvements in pain intensity and quality of life.

Types of Wearable Pain Management Devices

The market for wearable pain management devices has expanded rapidly, offering various options for different kinds of pain and patient needs.

Transcutaneous electrical nerve stimulation (TENS) devices

Electrode pads on knee

TENS devices use low-voltage electrical currents to provide pain relief. These wearable units typically consist of:

  • A small, battery-powered device
  • Electrode pads
  • Adjustable intensity settings

The FDA approved the TensWave pain relief device, designed to be portable and user-friendly, to alleviate pain without medication.

Compression and support wearables

Compression bandage in black

Compression garments and support devices can be helpful for conditions like arthritis or sports-related injuries. They help manage pain by:

  • Improving blood circulation
  • Reducing inflammation
  • Providing joint stability

Research in the Arthritis Research and Therapy showed that a soft knee brace helped reduce pain, improve walking speed, and increase confidence for people with knee osteoarthritis.

Smart patches and biosensors

Woman with patch on her arm

These advanced wearables use technology to:

  • Monitor physiological signals
  • Detect pain patterns
  • Deliver targeted pain relief

For example, a DGIST research team has developed a smart patch capable of real-time biometric signal monitoring and drug delivery. This level of continuous monitoring and immediate response is impossible with traditional pain management methods.

Electromagnetic therapy devices

Electromagnetic therapy wearables use pulsed electromagnetic fields (PEMF) to:

  • Reduce inflammation
  • Promote tissue healing
  • Alleviate pain

These devices can be effective for conditions like chronic lower back pain. Research has found that PEMF therapy reduced chronic lower back pain intensity in study participants.

Neurostimulation wearables

These devices target specific nerves to interrupt pain signals and provide relief. They can be used for various chronic pain conditions, including:

A narrative review reported that a neurostimulation device reduced migraine pain within two hours.

Technology Behind Pain Relief Wearables

The effectiveness of wearable pain management devices relies on advanced technologies that work together to detect, analyze, and address pain.

Sensor technologies and pain detection

Wearable sensors measure body signals to understand how each person experiences pain. This helps create personalized pain treatment plans.

Wearable devices use various sensors to monitor physiological signals associated with pain:

AI-powered devices are changing how we handle pain. They use sensors to track pain signals in the body, along with AI algorithms to figure out the best way to treat each person’s pain. These tools can measure things like heart rate and skin changes to understand pain levels and suggest personalized treatments.

Electrical stimulation mechanisms

Electrical stimulation devices work by:

  1. Blocking pain signals
  2. Stimulating endorphin release
  3. Improving local blood circulation

Research published in the Scientific Reports showed that electrical stimulation wearables reduced chronic pain and improved the walking gait of participants.

Biofeedback and pain tracking

Biofeedback is a method that helps you learn more about how your body works. By using special electronic devices, you can track things like your heart rate, muscle tension, or breathing. The main goal is to teach you how to control these body functions on purpose, almost like learning to control a muscle you didn’t know you could move before.

Biofeedback features in wearable devices help patients:

  • Identify pain triggers
  • Track pain patterns
  • Learn pain management techniques

By providing real-time feedback on physiological responses, these devices can empower you to take a more active role in managing your pain.

Machine learning and personalized pain management

AI and machine learning algorithms enhance the effectiveness of wearable pain management devices by:

  • Analyzing individual pain patterns
  • Predicting pain episodes
  • Optimizing treatment parameters

For instance, a study on digital biomarkers collected from wearables during SCS treatment showed that machine learning models can predict pain levels with an accuracy of 76.8%.

Integration with smartphone applications

Most wearable pain management devices connect to smartphone apps, offering:

  • Real-time pain tracking
  • Treatment customization
  • Data sharing with healthcare providers

In one study, a pain management app helped participants track and manage chronic pain. Those experiencing higher pain intensity and disability found it the most valuable. Some users appreciated the tracking features, while others found frequent monitoring intrusive.

Integrating apps into your healthcare regime promotes more comprehensive pain management and better communication between you and your healthcare team.

Clinical Applications and Research

Wearable pain management technologies have shown promise in various clinical settings and for different types of pain.

Pain management for specific conditions

Researchers have studied wearable devices to see how effective they are when managing pain associated with:

  • Fibromyalgia
  • Osteoarthritis
  • Lower back pain
  • Neuropathic pain

For example, a study on SCS therapy showed significant improvements in pain intensity and quality-of-life metrics for people with chronic pain conditions.

Sports injury recovery

Athletes and sports medicine professionals turn to wearable pain management devices for:

  • Faster recovery from injuries
  • Reduced reliance on pain medications
  • Improved rehabilitation outcomes

Compression wearables for instance, have shown promise in reducing pain and improving function in patients with knee osteoarthritis.

A study in BMC Sports Science, Medicine and Rehabilitation used advanced tracking devices like accelerometers, GPS, and force plates to monitor athletes’ performance. By collecting data on things like distance, speed, and impact, coaches can spot early signs of fatigue and prevent injuries. The technology can help sports coaches decide when to push athletes harder, and when to let them rest.

Chronic illness support

Wearable pain management technologies offer valuable support for people with chronic illnesses by:

  • Providing continuous pain relief
  • Reducing medication side effects
  • Improving quality of life

The integration of these devices into chronic pain management strategies can lead to more personalized and effective treatment plans.

Researchers frequently use wearable devices in clinical trials to test their effectiveness.

Rehabilitation and physical therapy

Wearable pain management devices are increasingly integrated into rehabilitation programs, offering:

  • Targeted pain relief during exercises
  • Progress tracking
  • Improved compliance (people following through with doctor instructions)

This integration can lead to more effective rehabilitation outcomes and faster recovery times.

A clinical trial in the Archives of Physical Medicine and Rehabilitation showed that TENS alone or combined with exercise or physical therapy, helped reduce knee pain and improve mobility. The combined therapy was particularly effective, showing a significant decrease in light-intensity activity time and potentially lowering psychological barriers to exercise. The results suggest this approach could be a valuable strategy for people struggling with knee pain and sedentary behavior.

Workplace ergonomics and injury prevention

Healthcare providers use wearable technologies in occupational health settings to:

  • Prevent workplace injuries
  • Manage chronic pain for employees
  • Improve ergonomics (physical comfort)

A study in Advanced Intelligent Systems found that implementing wearable pain management devices in the workplace can alleviate work-related pain and injuries.

By providing real-time feedback and pain management, these devices can help create safer and more comfortable work environments.

How to Choose the Right Wearable Pain Management Solution

With numerous options available, you should carefully consider several factors to select the right wearable pain management device for you.

Considerations when selecting a device

When choosing a wearable pain management solution, make note of its:

  1. Functions that help relieve your type of pain condition
  2. Device features and functionality
  3. Ease of use and comfort
  4. Battery life and portability
  5. Clinical evidence supporting its effectiveness

It’s important to consult with your healthcare provider to determine which device is best suited for your specific needs and condition.

Cost and insurance considerations

The cost of wearable pain management devices can vary widely. Consider:

While these devices may have higher upfront costs, they could lead to long-term savings in pain-related healthcare expenses. Research published in Cureus showed that despite higher upfront costs, wearable pain management devices resulted in lower overall pain-related healthcare expenses for participants.

User experience and comfort

The effectiveness of a wearable pain management device often depends on whether you use it correctly and consistently, and your comfort. Look for devices that offer:

  • Adjustable settings
  • Lightweight and discreet design
  • Easy-to-use controls

85% of the 90% of participants in a 2020 pilot study who used a device more than half of the study period reported high user satisfaction scores. This suggests that you’re more likely to use a device that’s comfortable and easy to use consistently, leading to better pain management outcomes.

Clinical validation and research

When selecting a wearable pain management device, prioritize those with strong clinical evidence that shows they’re effective. Look for:

Personalization and adaptability

Choose a device tailored to your specific needs and pain patterns. Look for features such as:

Future of Wearable Pain Management

The field of wearable pain management is rapidly evolving, with exciting developments on the horizon.

Emerging technologies

Future wearable pain management devices may incorporate:

These emerging technologies could significantly improve pain management outcomes in the coming years.

A report in Frontiers in Bioengineering and Biotechnology predicts that these emerging technologies will improve pain management outcomes.

Artificial intelligence integration

AI plays an important role in wearable pain management, offering:

For example, an automated pain recognition system using AI holds promise as an unbiased method to detect pain before, during, and after surgery.

Personalized medicine approaches

The future of wearable pain management includes highly personalized solutions, such as:

These personalized approaches could lead to significantly better health outcomes and more effective pain management strategies.

Potential for home-based pain management

Advancements in wearable technologies may lead to more comprehensive home-based pain management solutions, offering:

This shift towards home-based care can reduce hospital visits and improve the overall quality of life for chronic pain patients.

Research in Pain Therapy suggests that home-based wearable pain management devices reduce hospital visits for chronic pain.

Interdisciplinary research developments

The future of wearable pain management will likely involve collaboration across various fields, including:

This interdisciplinary approach could lead to breakthroughs in pain management, which could decrease how many people have chronic pain in the coming years.

Wearable pain management represents a promising frontier in healthcare technology. As devices become more sophisticated, personalized, and accessible, individuals suffering from chronic pain can look forward to more targeted, non-invasive relief strategies. The future of pain management is not just about treating symptoms, but understanding and addressing pain at its source.

References

AI pain recognition system could help detect patients’ pain before, during and after surgery. (2023). American Society of Anesthesiologists. Retrieved from https://www.asahq.org/about-asa/newsroom/news-releases/2023/10/ai-pain-recognition-system

Alberts, N.M., Leisenring, W., Flynn, J.S., Whitton, J., et al. (2020). Wearable Respiratory Monitoring and Feedback for Chronic Pain in Adult Survivors of Childhood Cancer: A Feasibility Randomized Controlled Trial From the Childhood Cancer Survivor Study. JCO Clinical Cancer Informatics, 4. doi.org/10.1200/CCI.20.00070

Andrade, R., Duarte, H., Pereira, R., Lopes, I., Pereira, H., Rocha, R., & Espregueira-Mendes, J. (2016). Pulsed electromagnetic field therapy effectiveness in low back pain: A systematic review of randomized controlled trials. Porto Biomedical Journal, 1(5), 156. doi.org/10.1016/j.pbj.2016.09.001

Bara, R. O., Lee, M., Phan, T., Pacheco, M., Camargo, A. F., Kazmi, S. M., Rouzi, M. D., Modi, D., Shaib, F., & Najafi, B. (2024). Transcutaneous electrical nerve stimulation for fibromyalgia-like syndrome in patients with Long-COVID: A pilot randomized clinical trial. Scientific Reports, 14(1), 1-11. doi.org/10.1038/s41598-024-78651-5

Beyond Traditional Healing: How AI Enhances Biofeedback for Pain Management. (2023). Retrieved from https://ospinamedical.com/orthopedic-blog/beyond-traditional-healing-how-ai-enhances-biofeedback-for-pain-management

Casarin, S., Haelterman, N. A., & Machol, K. (2024). Transforming personalized chronic pain management with artificial intelligence: A commentary on the current landscape and future directions. Experimental Neurology, 382, 114980. doi.org/10.1016/j.expneurol.2024.114980

Chen, J., Jin, T., & Zhang, H. (2020). Nanotechnology in Chronic Pain Relief. Frontiers in Bioengineering and Biotechnology, 8, 557957. doi.org/10.3389/fbioe.2020.00682

Chronic pain: Medication decisions. MayoClinic. Retrieved from https://www.mayoclinic.org/chronic-pain-medication-decisions/art-20360371

Cox, A. (2024). Insights into Emerging Technologies in Pain Medicine. Retrieved from https://www.managedhealthcareexecutive.com/view/insights-into-emerging-technologies-in-pain-medicine

Cudejko T, van der Esch M, van der Leeden M, van den Noort JC, Roorda LD, Lems W, Twisk J, Steultjens M, Woodburn J, Harlaar J, Dekker J. The immediate effect of a soft knee brace on pain, activity limitations, self-reported knee instability, and self-reported knee confidence in patients with knee osteoarthritis. (2017). Arthritis Research and Therapy;19(1):260. doi: 10.1186/s13075-017-1456-0

Deswal, P. (2024). NXTSTIM’s wearable nerve stimulation device helps manage long-term pain. Clinical Trials Arena. Retrieved from https://www.clinicaltrialsarena.com/news/nxtstims-wearable-nerve-stimulation-device-helps-manage-long-term-pain/

Different Types of Chronic Pain. (2020). Southern Pain and Neurological. Retrieved from https://southernpainclinic.com/blog/different-types-of-chronic-pain/

El-Tallawy, S.N., Pergolizzi, J.V., Vasiliu-Feltes, I., et al. (2024). Innovative Applications of Telemedicine and Other Digital Health Solutions in Pain Management: A Literature Review. Pain and Therapy, 13, 791–812. doi.org/10.1007/s40122-024-00620-7

Gagnon, M.P., Ouellet, S., Attisso, E., Supper, W., Amil, S., Rhéaume, C., Paquette, J.S., Chabot, C., Laferrière, M.C., Sasseville, M. (2024). Wearable Devices for Supporting Chronic Disease Self-Management: Scoping Review. Interactive Journal of Medical Research,3:e55925. doi: 10.2196/55925

How Wearable Devices Are Shaping the Future of Chronic Pain Management. Pain Mgmt Advancements. Retrieved from https://advancementsinpainmanagement.com/therapeutic-care/patient-monitoring/how-wearable-devices-shaping-chronic-pain-management/

Huhn, S., Axt, M., Gunga, C., Maggioni, M. A., Munga, S., Obor, D., Sié, A., Boudo, V., Bunker, A., Sauerborn, R., Bärnighausen, T., & Barteit, S. (2022). The Impact of Wearable Technologies in Health Research: Scoping Review. JMIR MHealth and UHealth, 10(1), e34384. https://doi.org/10.2196/34384

Johnson, M. I., & Jones, G. (2017). Transcutaneous electrical nerve stimulation: current status of evidence. Pain Management, 7(1), 1-4. Retrieved from Transcutaneous electrical nerve stimulation: current status of evidence

Koch, R. Researchers discover localised pain relief using known chemical reaction. (2024). University of Adelaide. Retrieved from https://www.adelaide.edu.au/newsroom/news/list/2024/11/04/researchers-discover-localised-pain-relief-using-known-chemical-reaction

Management of Chronic Pain. (2023). National Commission on Correctional Health Care (NCCHC). Retrieved from  https://www.ncchc.org/position-statements/management-of-noncancer-chronic-pain-2023/

Non-Traditional Pain Management. (2023). ProCare Rx HospiceCare. Retrieved from https://www.procarehospicecare.com/non-traditional-pain-management

Nowosielski, B. Biofeedback Shows Promising Results in Treating Chronic Pain. (2025). Retrieved from https://www.drugtopics.com/view/biofeedback-shows-promising-results-in-treating-chronic-pain

Objective wearable measures correlate with self-reported chronic pain levels in people with spinal cord stimulation systems. (2023). npj Digital Medicine. Retrieved from https://www.nature.com/articles/s41746-023-00892-x

Patel, V., Chesmore, A., Legner, C. M., & Pandey, S. (2022). Trends in Workplace Wearable Technologies and Connected-Worker Solutions for Next-Generation Occupational Safety, Health, and Productivity. Advanced Intelligent Systems, 4(1), 2100099. doi.org/10.1002/aisy.202100099

Rebelo, A., Martinho, D.V., Valente-dos-Santos, J. et al. (2023). From data to action: a scoping review of wearable technologies and biomechanical assessments informing injury prevention strategies in sport. BMC Sports Science, Medicine and Rehabilitation, 15, 169 doi.org/10.1186/s13102-023-00783-4

Ross, E. L., Jamison, R. N., Nicholls, L., Perry, B. M., & Nolen, K. D. (2020). Clinical Integration of a Smartphone App for Patients With Chronic Pain: Retrospective Analysis of Predictors of Benefits and Patient Engagement Between Clinic Visits. Journal of Medical Internet Research, 22(4), e16939. doi.org/10.2196/16939

Sensors and Devices Guided by Artificial Intelligence for Personalized Pain Medicine. (2024). Cyborg and Bionic Systems. Retrieved from https://spj.science.org/doi/10.34133/cbsystems.0160

Smart patch combines real-time health monitoring and drug delivery. (2025). Medical Xpress. Retrieved from https://medicalxpress.com/news/2025-02-smart-patch-combines-real-health.html

Spiegel, B., Fuller, G., Lopez, M., Dupuy, T., Noah, B., Howard, A., Albert, M., Tashjian, V., Lam, R., Ahn, J., Dailey, F., Rosen, B. T., Vrahas, M., Little, M., Garlich, J., Dzubur, E., IsHak, W., & Danovitch, I. (2019). Virtual reality for management of pain in hospitalized patients: A randomized comparative effectiveness trial. PLoS ONE, 14(8), e0219115. doi.org/10.1371/journal.pone.0219115

Tepper, S.J., McAllister, P., Monteith, T. (2024). Update on Noninvasive Neuromodulation for Headache Treatment. Practical Neurology (US).;23(4):23-28.

Trafton, A. Wearable patch can painlessly deliver drugs through the skin. (2023). Massachusetts Institute of Technology. Retrieved from https://news.mit.edu/2023/wearable-patch-can-painlessly-deliver-drugs-through-skin-0419

Transcutaneous Electrical Nerve Stimulation for Pain Control. (2024). Head & Neck Pain Clinic. Retrieved from https://mhnpc.com/2024/10/28/transcutaneous-electrical-nerve-stimulation-for-pain-control/

Weatherly, S., McKenna, T., Wahba, S., Friedman, A., Goltry, W., Wahid, T., Abourahma, H., Lee, K., Rehman, A., Odeh, A., & Costin, J. (2024). Effectiveness of Digital Health Interventions (DHI) in Chronic Pain Management: A Scoping Review of Current Evidence and Emerging Trends. Cureus, 16(10), e72562. doi.org/10.7759/cureus.72562

Why Traditional Pain Management Doesn’t Work for Many With Chronic Pain. Michigan Integrative Health. Retrieved from https://michiganih.com/why-traditional-pain-management-doesnt-work-for-many-with-chronic-pain/

Yamada, K., Shimizu, H., Doi, N., Harada, K., et al. (2025). Usefulness and Safety of a Wearable Transcutaneous Electrical Nerve Stimulation Device for Promoting Exercise Therapy in Patients With Chronic Knee Pain: A Randomized Controlled Trial. Archives of Physical Medicine and Rehabilitation, 106 (2), 167-176. doi: 10.1016/j.apmr.2024.08.021

Zhu, Y., Yao, Y., Kuang, R., Chen, Z., Du, Z., & Qu, S. (2023). Global research trends of nanotechnology for pain management. Frontiers in Bioengineering and Biotechnology, 11, 1249667. https://doi.org/10.3389/fbioe.2023.1249667

How to Find Caregiver Support Groups Near You

How to Find Caregiver Support Groups Near You

Health Tech

As a caregiver, you may feel overwhelmed, isolated, or unsure where to turn for help. Community resources offer more than just emotional support–they’re lifelines that connect caregivers with others who truly understand their daily challenges. However, according to the National Alliance for Caregiving, only 28% of unpaid caregivers attend caregiver support groups

Whether you’re caring for an aging parent, a child with special needs, or a spouse with a chronic illness, local support groups can provide the assistance, guidance, and emotional support you need to navigate your caregiving journey. We’ll explore the benefits of joining a support group, the types available, how to find them, and how to make the most of these valuable resources.

Contents

Benefits of Joining a Local Caregiver Support Group

Joining a local caregiver support group can be a game-changer for many caregivers. 

Learn practical caregiving tips and strategies from experienced members

Support groups are a goldmine of practical knowledge. Caregivers who participate in support groups often improve their caregiving skills and knowledge. You’ll learn from others who have faced similar challenges and found effective solutions. 

Share experiences in a safe, judgment-free environment

One of the most valuable aspects of support groups is the opportunity to share your experiences without fear of judgment. This can be incredibly cathartic and help reduce feelings of isolation, depression and anxiety.

Access emotional support and validation from peers

Woman hugs a group member

Caregiving can be emotionally taxing. Support groups provide a space where you can receive empathy and understanding from people who truly get what you’re going through. One study found that caregivers who attended support groups felt emotionally supported and less burdened (Wiegelmann et al., 2021).

Discover local resources and services you might not know about

Support group members often share information about local services, programs, and resources that can make caregiving easier. This network of shared knowledge can be invaluable in finding the right help for your specific situation.

Build lasting friendships with people who understand your situation

Many caregivers form deep, lasting friendships with fellow support group members. These connections can provide ongoing support and companionship beyond the group meetings themselves.

Find respite care opportunities and backup support

Support groups can be a great place to learn about respite care options in your area or even find other caregivers willing to provide backup support when you need a break.

Types of Caregiver Support Groups Available

Not all support groups are created equal. Here are some common types you may encounter.

Condition-specific groups 

Some support groups focus on caregiving for specific conditions like kidney disease, cancer and autism, allowing members to share highly relevant experiences and information. For example, the Alzheimer’s Association offers support groups specifically for caregivers of individuals with Alzheimer’s and other dementias.

Age-based groups

Some groups are organized around the age of the care recipient, such as senior care or child care. This can be helpful as caregiving challenges often vary depending on whether you’re caring for an elderly parent or a child with special needs.

Relationship-based groups

These groups bring together caregivers who share similar relationships with their care recipients, such as spouse or adult children caregivers. For instance, a group for adult children caring for aging parents might address unique challenges like balancing work, family, and caregiving responsibilities.

Online vs. in-person meeting options

With the rise of digital technology, many support groups now offer online options. A 2022 study in the found that online support groups can be just as effective as in-person groups in reducing caregiver stress and improving well-being (Egan et al., 2022).

Professional-led vs. peer-led groups

Some groups are led by healthcare professionals or social workers, while others are facilitated by experienced caregivers. Both can be beneficial, depending on your preferences and needs.

Specialized groups for working caregivers

These groups focus on the unique challenges faced by those balancing caregiving with employment. They often meet outside of typical work hours and address topics like managing time off and communicating with employers.

How to Find Support Groups in Your Area

Finding the right support group might take a bit of research, but it’s worth the effort. Here are some strategies to help you locate groups in your area.

Black woman talking to someone on laptop in sideview

Contact local hospitals and healthcare providers

Many hospitals and healthcare systems offer support groups for caregivers. Reach out to the social work department or patient services office for information.

Search online databases and directories

Websites like the Family Caregiver Alliance offer searchable databases of support groups across the country. Simply enter your location to find options near you.

Reach out to disease-specific organizations

Organizations focused on specific conditions often provide or can direct you to relevant support groups. For example, the American Cancer Society offers a database of cancer caregiver support groups.

Check with religious institutions and community centers

Many churches, synagogues, and community centers host caregiver support groups. These can be especially helpful if you’re looking for a group that aligns with your faith or cultural background.

Ask your doctor or healthcare team for recommendations

Nurse going over a chart with patient

Your healthcare provider or your loved one’s medical team may be able to recommend local support groups that are relevant to your situation.

Use social media and local community forums

Platforms like Facebook and Nextdoor can be great resources for finding local support groups. Many groups have their own pages or groups where you can connect with other members.

A study conducted in Canada by Kelly et al (2022) looked at how caregivers of children with complex care needs used a private Facebook support group. The group had 108 members, mostly women. Many members belonged to multiple support groups, using each for different purposes.

The study found three key factors that made the group successful:

  1. Privacy was crucial. Because members came from a small geographic area, having a private group helped them feel emotionally safe sharing personal information.
  2. The group’s small size (under 150 members) and shared experiences helped build trust among members.
  3. Having active, knowledgeable moderators–including a healthcare professional and an experienced caregiver–helped keep the group engaged and reliable.

Even though most members were “lurkers” who rarely posted, they still benefited by reading others’ posts and searching for previous discussions about their concerns. The most common posts were questions, followed by information sharing and emotional support. 

Many members felt motivated to help others by sharing their own experiences and knowledge. They viewed their lived experience as valuable information they could pass on to newer caregivers. While there were concerns about possible misinformation, having active moderators and members who could fact-check posts helped maintain accuracy in the group.

Making the Most of Support Group Meetings

Once you’ve found a support group, here are some tips to help you get the most out of your experience.

What to expect at your first meeting

You may feel a little uneasy attending your first meeting, but everyone there was new at first. Typically, you’ll be welcomed by the group leader, introduced to other members, and given an overview of how the group operates.

Tips for active participation

While it’s okay to simply listen at first, active participation can enhance your experience. Share your story when you feel comfortable, ask questions, and offer support to others when you can.

Set attendance goals

Consider what you hope to gain from the group and set some personal goals. This might include learning specific caregiving skills, finding emotional support, or connecting with local resources.

Balance sharing and listening

Support groups work best when there’s a balance between sharing your own experiences and listening to others. Be mindful of giving others a chance to speak and avoid dominating the conversation.

Build connections outside the group

Many caregivers find it helpful to connect with other group members outside of meetings. This can provide additional support and friendship.

Use group resources effectively

Many support groups offer resources like educational materials, guest speakers, or workshops. Take advantage of these opportunities to expand your knowledge and skills.

Additional Support Resources for Caregivers

While support groups are invaluable, they’re not the only resource available to caregivers. Here are some additional options to consider.

Professional counseling options

Individual or family counseling can provide personalized support for dealing with the emotional challenges of caregiving. Many therapists now offer telehealth options for added convenience.

Online forums and virtual communities

Websites like Caregiver.com and AgingCare.com offer online forums where caregivers can connect, share experiences, and seek advice.

Local respite care services

Source: BMC Palliative Care

A study published in BMC Palliative Care revealed that family caregivers prioritize patient care but also need support for themselves. They want to be involved in care decisions and prepared for medical procedures. They also need recognition and respite to continue their caregiving duties (Nysaeter at al., 2024). 

Respite care provides temporary relief for caregivers. Services can range from a few hours of in-home care to short-term stays at care facilities. The ARCH National Respite Network offers a locator tool to find services in your area.

Educational workshops and training

Many organizations offer workshops and training sessions for caregivers. For example, the National Alliance for Caregiving provides a variety of educational resources and webinars.

Financial assistance programs

Caregiving can be financially challenging. Programs like Medicaid waiver programs or veterans’ benefits may provide financial assistance. The National Council on Aging offers a Benefits CheckUp tool to help you find programs for which you may be eligible.

Emergency support services

It’s important to know what emergency support is available in your area. Many communities have crisis hotlines or emergency respite services for caregivers in urgent need of support.

Local caregiver support groups provide the understanding, resources, and community you need to thrive in your caregiving role. Don’t wait until you’re overwhelmed–reach out to find a group that fits your schedule and community resources that meet your needs. 

These resources offer practical help, emotional support, and valuable connections that can make a world of difference in your caregiving journey. Take the first step to build your support network–your future self will thank you.

References

AgingCare.com. (2023). Caregiver Forum. Retrieved from https://www.agingcare.com/caregiver-forum

Alzheimer’s Association. (2023). Support Groups. Retrieved from https://www.alz.org/help-support/community/support-groups

American Cancer Society. (2023). ACS Patients Programs and Services. Retrieved from https://www.cancer.org/support-programs-and-services.html

ARCH National Respite Network and Resource Center. (2023). National Respite Locator Service. Retrieved from https://archrespite.org/respitelocator

Egan, K. J., Pinto-Bruno, Á. C., Bighelli, I., Berg-Weger, M., van Straten, A., Albanese, E., & Pot, A. M. (2022). Online training and support programs designed to improve mental health and reduce burden among caregivers of people with dementia: a systematic review. Journal of the American Medical Directors Association, 23(2), 217-226.

FCA CareJourney. (2023). Family Caregiver Alliance. Retrieved from https://www.caregiver.org/connecting-caregivers/services-by-state/

Kelly, K. J., Doucet, S., Luke, A., Azar, R., & Montelpare, W. (2022). Exploring the Use of a Facebook-Based Support Group for Caregivers of Children and Youth With Complex Care Needs: Qualitative Descriptive Study. JMIR Pediatrics and Parenting, 5(2), e33170. doi.org/10.2196/33170

National Alliance for Caregiving. (2023). Resources. Retrieved from https://www.caregiving.org/resources/

National Council on Aging. (2023). BenefitsCheckUp. Retrieved from https://benefitscheckup.org/

Nysaeter, T.M., Olsson, C., Sandsdalen, T., Hov, R., & Larsson, M. (2024). Family caregivers’ preferences for support when caring for a family member with cancer in late palliative phase who wish to die at home – a grounded theory study. BMC Palliative Care, 23, 15. doi.org/10.1186/s12904-024-01350-5

Support Groups. (n.d.) Family Caregiver Alliance. Retrieved from https://www.caregiver.org/connecting-caregivers/support-groups/

Wiegelmann, H., Speller, S., Verhaert, L. M., Schirra-Weirich, L., & Wolf-Ostermann, K. (2021). Psychosocial interventions to support the mental health of informal caregivers of persons living with dementia–a systematic literature review. BMC Geriatrics, 21(1), 1-17.

Sleep Tracking Technology: A Comprehensive Guide for Better Rest

Sleep Tracking Technology: A Comprehensive Guide for Better Rest

AI Health Tech Med Tech

Have you ever wondered why you sometimes wake up feeling groggy despite getting a full night’s sleep? Or perhaps you’re curious about how your daily habits affect your sleep quality? Sleep tracking technology might just be the answer. 

From wearable devices to smartphone apps, these innovative tools are helping people understand their sleep patterns, but it’s debatable whether these tools are accurate, and how to choose the right one.  So we’re to explore how these innovative devices and apps can help you understand your sleep patterns and improve the quality of your rest.

Contents

What is Sleep Tracking Technology?

Fun fact: The average person spends about 26 years of their life sleeping. 

Red illustration of man in bed tracking sleep and heart rate

The basics 

Sleep tracking technology refers to devices and applications designed to monitor and analyze your sleep patterns. These tools collect data on various aspects of your sleep, such as duration, quality, and stages, to provide insights into your nightly rest.

Types of sleep tracking devices and methods

There are several ways to track your sleep:

  1. Wearable devices (smartwatches, fitness trackers)
  2. Bedside monitors
  3. Under-mattress sensors
  4. Smartphone apps

Each type of tracker uses different methods to collect data, from motion sensors to heart rate monitors.

Key metrics measured by sleep trackers

Woman sleeping in bed with smartwatch

Most sleep trackers measure the following:

  • Total sleep time
  • Sleep efficiency (time asleep vs. time in bed)
  • Sleep stages (light, deep, and REM sleep)
  • Nighttime awakenings
  • Sleep latency (time taken to fall asleep)
  • Heart rate and breathing rate

A study published in the journal Sleep found that consumer sleep trackers can provide valuable insights into sleep patterns and duration (Zheng et al., 2024). The researchers noted that these devices were very accurate in detecting sleep, and most performed as good or better than actigraphy (a sleep test based on data from a wearable device only available from a healthcare professional) in detecting wakefulness.

The Science Behind Sleep Tracking

There are several stages of sleep as shown in the BedMart illustration.

Source: BedMart

How sleep trackers monitor different sleep stages

Sleep trackers use a combination of sensors to estimate your sleep stages:

  • Accelerometers, devices that detect movement
  • Heart rate sensors monitor changes in pulse
  • Some advanced devices use electroencephalogram (EEG)-like technology to measure brain waves

(EEG is a test that measures the brain’s electrical activity through sensors on the scalp.)

Particle Swarm Optimization (PSO) and EEG

A study in India introduced a new way to track sleep at home. They combined PSO (Particle Swarm Optimization) with XGBoost to analyze EEG data, using a method called PSO-XGBoost. It combines two techniques to analyze brain waves (EEG signals) and classify sleep stages more accurately (Radhakrishnan, Ezra, Jebadurai, Selvakumar, & Karthikeyan, 2024).

The researchers tested their method on data from ten people and got very good results, with 95% accuracy. This approach could also be used with wearable devices that measure brain activity from the forehead. It’s fast enough to work in real time, making it useful for tracking sleep as it happens. While this method works well for real-time sleep monitoring at home, it needs more training on different data sets to improve its accuracy.

Accuracy of consumer sleep tracking devices

Man asleep in bed with smartwatch

While consumer sleep trackers have improved significantly in recent years, they’re less accurate than clinical sleep studies. 

A 2021 study compared 7 consumer sleep trackers to polysomnography (PSG), the gold standard in sleep measurement. The researchers found that most devices were reasonably accurate in detecting total sleep time but less reliable in distinguishing between sleep stages (Chinoy, et al., 2021).

A more recent study by the University of Massachusetts Amherst showed that all devices they used (Fitbit Inspire, Fitbit, Versa, Garmin Vivosmart, the Oura Ring, Withings Mat, and Actiwatch) had software or user errors. And they all either under- or overestimated total sleep time (Kainec et al., 2024).

Comparison with clinical sleep studies

Clinical sleep studies, such as polysomnography, provide more detailed and accurate data than consumer devices. However, sleep trackers offer the advantage of long-term, non-invasive monitoring in your natural sleep environment.

With the science explained, let’s look at the top tools available in today’s market.

Older woman asleep wearing smartwatch next to cell phone

Wearable devices (smartwatches, fitness trackers)

Many popular fitness trackers and smartwatches now include sleep-tracking features. For example:

These devices are convenient as they can be worn throughout the day and night, providing a comprehensive view of your health and activity.

Dedicated sleep-tracking gadgets

Some devices are specifically designed for sleep tracking:

  • Oura Ring
  • Withings Sleep
  • Beddit Sleep Monitor

These often provide more detailed sleep data than general-purpose wearables.

Smartphone apps and their capabilities

If you’re not ready to invest in a dedicated device, smartphone apps can be a good starting point:

These apps use your phone’s sensors to track movement and sound during the night.

Benefits of Using Sleep Tracking Technology

Understanding the available options leads us to an important question: what can these devices do for you?

Woman stretching before getting out of bed
Source: Styled Stock Society

Identify sleep patterns and potential issues

Sleep trackers can help you spot patterns in your sleep habits. For instance, you might notice that you consistently get less sleep on weeknights or that your sleep quality decreases after consuming caffeine late in the day.

Sleep patterns for those with chronic conditions

A study published in Nature used data from wearable devices and electronic health records (EHRs) to see how sleep patterns affect chronic diseases. Researchers found that sleep duration, quality, and consistency are all important for health. 

People with poor sleep habits had higher risks of developing conditions like obesity, heart problems, high blood pressure, depression, and anxiety. Also, getting too little and too much sleep can both be harmful, as 7 to 9 hours per night is the ideal length of sleep for most adults (Zheng et al., 2024).

Sleep habits and mental health 

A study conducted in Bristol, UK explored the use of mobile sensors to predict mental health issues, focusing on the link between sleep quality and conditions like depression and anxiety. 

The researchers developed the SleepTracker app, which uses phone usage and movement data to identify potential signs of mental health disorders and detect insomnia early. The study suggests that understanding sleep patterns, especially in young adults, could be crucial for mental health intervention and improving the app’s accuracy when predicting insomnia symptoms (Alamoudi et al., 2024).

Improve sleep quality through data-driven insights

Woman asleep in bed in pink pajamas
Source: Styled Stock Society

You can make informed decisions about your sleep habits by analyzing your sleep data. 

A study in the Journal of Clinical Sleep Medicine found that using a sleep tracker increased participants’ sleep duration by an average of 31 minutes per night (Baron, Duffecy, Berendsen,  Cheung, Lattie, & Manalo, 2018).

An autoethnographic account (a combination of personal storytelling with academic analysis) in 2024 about using the Oura Ring found four themes about sleep tracking (Nagele & Hough, 2024):

  1. Good sleep-scores are motivating.
  2. Experience that matches the data help us understand sleep better.
  3. Conflicting information from the app can be frustrating.
  4. Sleep trackers compete with other social influences. 

Correlate sleep with daily habits and health metrics

Many sleep trackers allow you to log daily activities, such as exercise, diet, and stress levels. This can help you understand how these factors affect your sleep quality.

How to Choose the Right Sleep Tracker

With so many benefits and options available, here’s what to look for when choosing the right device for you.

Black and white illustration of sleep tracking

Factors to consider when selecting a sleep-tracking device

When choosing a sleep tracker, consider:

  • Your budget
  • Desired features
  • Comfort (for wearable devices)
  • Battery life
  • Compatibility with your smartphone

Features to look for based on individual needs

Depending on your goals, you might prioritize:

  • Detailed sleep stage analysis
  • Smart alarm features
  • Integration with other health apps
  • Snoring detection
  • Sleep environment monitoring (temperature, noise, light)

Price range and value for money

Sleep trackers range from free smartphone apps to high-end wearables costing several hundred dollars. Consider your budget and how seriously you want to track your sleep.

Interpreting Your Sleep Data

Once you have your tracker and start using it, the next step is making sense of the data.

Woman stretching in bed after waking up
Source: Styled Stock Society

Understand sleep score calculations

Many sleep trackers provide a “sleep score” to summarize your nightly rest. While the exact calculation varies by device, it typically considers factors like:

  • Total sleep time
  • Sleep efficiency
  • Time spent in each sleep stage
  • Nighttime awakenings

Analyze sleep stages and duration

Most trackers divide sleep into three main stages:

  1. Light sleep: The transition stage between wakefulness and deeper sleep
  2. Deep sleep: The most restorative stage, important for physical recovery
  3. REM sleep: Associated with dreaming and cognitive function

Aim for a balanced distribution of these stages throughout the night.

Use insights to make lifestyle changes

Use your sleep data to identify areas for improvement. For example, if you consistently have low deep sleep, you might try:

  • Exercising earlier in the day
  • Reducing alcohol consumption
  • Creating a cooler sleep environment

Combining Sleep Tracking with Healthy Sleep Habits

While data is valuable, it works best when paired with good sleep practices.

Woman in white pajamas stretching in bed
Source: Styled Stock Society

Set up a sleep-friendly environment

Your sleep tracker might reveal environmental factors affecting your sleep. Consider:

  • Keeping your bedroom cool (60-67°F or 15-19°C)
  • Using blackout curtains to block light
  • Investing in a comfortable mattress and pillows

Establish a consistent sleep schedule

Many sleep trackers can help you set and maintain a regular sleep schedule. A study in Sleep Health found that maintaining a consistent sleep schedule was associated with better sleep quality and daytime functioning.

Complement technology with relaxation techniques

While sleep trackers provide valuable data, don’t forget the importance of relaxation. Try incorporating techniques like:

Potential Limitations and Considerations

Despite their benefits, sleep trackers aren’t perfect solutions. Here are some things to watch out for.

Smart ring illustration in red

Privacy concerns with sleep-tracking apps

Be aware of the data you’re sharing with sleep-tracking apps. Review privacy policies and adjust settings to control what information is collected and shared.

Over-reliance on sleep data and sleep anxiety

While sleep tracking can be helpful, don’t become obsessed with the data. A phenomenon known as “orthosomnia” describes the anxiety some people experience when trying to achieve perfect sleep scores. Sleep trackers can’t diagnose a sleep disorder or substitute for a doctor’s analysis.

When to consult a healthcare professional

If your sleep tracker consistently shows poor sleep quality or you’re experiencing symptoms like excessive daytime sleepiness, it’s time to consult a healthcare professional. Sleep trackers can complement, but not replace, medical advice.

The Future of Sleep Tracking Technology

As technology advances, sleep tracking continues to evolve in exciting ways.

Future sleep trackers may incorporate more advanced sensors, such as:

  • EEG-like brain wave monitoring
  • Continuous blood oxygen level tracking
  • Stress hormone detection

Integration with smart home devices

Sleep trackers are increasingly integrating with smart home ecosystems. For example, your tracker might automatically adjust your room’s temperature or lighting based on your sleep patterns.

Advancements in AI and machine learning for sleep analysis

Artificial intelligence and machine learning are improving the accuracy and insights provided by sleep trackers. These technologies can help identify patterns and make personalized recommendations for improving sleep quality.

Sleep tracking offers insights that were once only available in sleep labs. 

While sleep trackers provide valuable data, they’re most effective when used with good sleep hygiene practices, as part of a holistic approach to health. Start exploring sleep-tracking options, and you might just find the key to unlocking your best night’s sleep yet.

References

5 Benefits of Sleep Tracking: Do They Really Improve Sleep? (n.d.) BedMart. Retrieved from https://www.shopbedmart.com/benefits-of-sleep-tracking/

Alamoudi, D., Nabney, I., & Crawley, E. Evaluating the Effectiveness of the SleepTracker App for Detecting Anxiety- and Depression-Related Sleep Disturbances. (2024). Sensors, 24(3), 722. doi.org/10.3390/s24030722

Baron, K. G., Duffecy, J., Berendsen, M. A., Cheung, I. N., Lattie, E., & Manalo, N. C. (2018). Feeling validated yet? A scoping review of the use of consumer-targeted wearable and mobile technology to measure and improve sleep. Journal of Clinical Sleep Medicine, 14(10), 1783-1803.

Chinoy, E. D., Cuellar, J. A., Huwa, K. E., Jameson, J. T., Watson, C. H., Bessman, S. C., … & Markwald, R. R. (2021). Performance of seven consumer sleep-tracking devices compared with polysomnography. Sleep, 44(5), zsaa291.

Exploring Sleep Wearables: Enhancing Benefits and Navigating Risks. (2024). Sleep Matters Perth. Retrieved from https://www.sleepmattersperth.com.au/exploring-sleep-wearables-enhancing-benefits-and-navigating-risks

Glazier, G. (2024). New Research Evaluates Accuracy of Sleep Trackers. Retrieved from https://www.sleepfoundation.org/sleep-news/new-research-evaluates-accuracy-of-sleep-trackers

Kainec, K. A., Caccavaro, J., Barnes, M., Hoff, C., Berlin, A., & Spencer, R. M. (2024). Evaluating Accuracy in Five Commercial Sleep-Tracking Devices Compared to Research-Grade Actigraphy and Polysomnography. Sensors, 24(2), 635. doi.org/10.3390/s24020635

Nagele, A. N., & Hough, J. (2024). “The sleep data looks way better than I feel.” An autoethnographic account and diffractive reading of sleep-tracking. Frontiers in Computer Science, 6, 1258289. doi.org/10.3389/fcomp.2024.1258289

Radhakrishnan, B. L., Ezra, K., Jebadurai, I. J., Selvakumar, I., & Karthikeyan, P. (2024). An Autonomous Sleep-Stage Detection Technique in Disruptive Technology Environment. Sensors, 24(4), 1197. doi.org/10.3390/s24041197

Shaw, G. (2024). What to Know About Sleep Tracking Devices. Retrieved from https://www.webmd.com/sleep-disorders/sleep-tracking-devices

Zheng, N. S., Annis, J., Master, H., Han, L., Gleichauf, K., Ching, J. H., Nasser, M., Coleman, P., Desine, S., Ruderfer, D. M., Hernandez, J., Schneider, L. D., & Brittain, E. L. (2024). Sleep patterns and risk of chronic disease as measured by long-term monitoring with commercial wearable devices in the All of Us Research Program. Nature Medicine, 30(9), 2648-2656. doi.org/10.1038/s41591-024-03155-8

The Psychology of Fitness Tracking: Motivation or Obsession? Balancing Data and Well-being

The Psychology of Fitness Tracking: Motivation or Obsession? Balancing Data and Well-being

Health Tech

Health and fitness tracking have become ubiquitous, with millions of people using wearable devices to monitor their physical activity, sleep patterns, and overall health. This trend is part of the broader “quantified self” movement. But while fitness trackers can be powerful tools for motivation and self-improvement for some, they can also fuel unhealthy obsessions and anxiety for others.

In this article, we’ll discuss the psychology of fitness tracking, exploring its potential to both inspire and potentially harm. We’ll look at the science behind motivation, the risks of obsessive behaviors, and how to strike a balance of data and well-being for sustainable health improvements.

Contents

The Allure of the Quantified Self

Let’s start by looking at why so many people are drawn to tracking their fitness.

Workout routine on an app

What is the “quantified self” movement?

The “quantified self” movement refers to the practice of using technology to collect data about various aspects of our daily lives, including physical activity, diet, sleep, and more. The appeal of the quantified self lies in its promise of self-improvement through data (Swan, 2013).

Fitness trackers appeal to our natural desire for self-improvement and our love of measurable progress ((Zhang et al., 2023). By providing constant feedback on our steps, calories burned, and other metrics, these devices tap into the psychological principles of goal-setting and reinforcement as we see our progress (Zahrt et al., 2023).

A brief history of fitness tracking

The idea of tracking our physical activity isn’t new, but modern technology has made it easier than ever to collect and analyze data about our bodies. Here’s how the physical activity tracking technology has evolved over the last 60+ years:

  • 1960s-1970s: Pedometers gain popularity
  • 1980s-1990s: Heart rate monitors become widely available
  • 2000s: GPS-enabled devices for runners and cyclists emerge
  • 2010s: Wearable fitness trackers and smartwatches hit the market
  • 2020s: Advanced health metrics (e.g., blood oxygen levels, ECG) become available in consumer devices

Man weightlifting in front of a phone with stats

Why we’re drawn to data-driven self-improvement

The psychology behind our fascination with fitness tracking is multifaceted:

  • Tracking gives us a sense of control over our health and fitness.
  • Seeing progress can be highly motivating.
  • Data provides an objective measure of our efforts.
  • Many apps turn fitness into a game-like experience.

A study published in the Journal of Medical Internet Research found that 83% of fitness tracker users reported that their device helped them feel more in control of their health (Brickwood et al., 2019).

Self-quantification affects people differently based on whether they have goals (Zhang et al., 2023): 

  • For goal-getters, it lowers performance, but increases enjoyment and willingness to try new things. They’re less likely to choose healthy activities but more likely to keep going. 
  • For those without goals, it improves performance and healthy choices but reduces enjoyment and desire for new experiences.

To understand how fitness tracking affects us, we need to know a bit about how habits form.

The Science of Habit Formation

Smartwatch with phone and dumbbells

Habits are automatic behaviors triggered by cues, which are different from conscious decisions (Gardner and Lally, 2018). Forming a habit involves deciding to act, starting the action, repeating it, and linking it to cues. And as habits develop, they influence future behavior.

Interestingly, behavior and habits affect each other over time (Gardner, 2015). This two-way relationship is key to understanding habits. While health behaviors can become habitual, it’s important to note that habits and behaviors aren’t the same thing (Maddux, 1997).

The basis of habit-forming behaviors

Habits are formed through a neurological process called neuroplasticity, where repeated behaviors create stronger neural pathways in the brain. This process involves:

  • The basal ganglia, a region of the brain involved in habit formation (Grogran et al., 2020)
  • The release of dopamine, a neurotransmitter associated with pleasure and reward

Fitness tracking apps tap into this neurological process by encouraging regular, repeated behaviors.

How dopamine reinforces tracking behaviors

Moving up the ladder in the game

Dopamine plays a crucial role in the reward system of our brains. When we achieve a goal or receive positive feedback from our fitness tracker, dopamine is released, creating a sense of pleasure and accomplishment. This reinforces the behavior and makes us want to repeat it.

For example, gamification elements in fitness apps can trigger dopamine release, which can lead to addictive behaviors.

Psychological principles used by fitness apps 

Fitness apps use various psychological principles to encourage engagement:

  • Operant conditioning: Rewarding desired behaviors (e.g., badges for reaching goals)
  • Variable ratio reinforcement: Teasing unpredictable rewards (like those in slot machines) to maintain interest
  • Loss aversion: Using challenges or streaks that users don’t want to break
  • Social proof: Showing how others are performing to motivate users

Motivational Benefits of Fitness Tracking

Locks and stars for rewards

Jin et al (2020) identified 19 factors that drive people to use fitness tracking technology, categorized into user characteristics, device characteristics, perceived benefits/risks, and external drivers. 11 of these 19 factors align with Kalantari’s (2017) review on wearable technology adoption, including age, the love of technology, and perceived enjoyment. 

They examined 2 factors—personality traits and social influences—differently than Kalantari. For instance, Jin et al highlight agreeableness and conscientiousness as key personality traits driving fitness tech use, while Kalantari emphasized openness and neuroticism for wearable tech adoption.

For many, fitness trackers are very motivating. They help us set clear goals, provide immediate feedback on our progress, and create a sense of accountability. Some apps even incorporate social features, allowing users to compete with friends or join supportive communities. These elements can make exercise feel more like a game and less like a chore, encouraging people to stay active and engaged with their fitness goals.

Woman sitting on an exercise mat

Fitness apps and goal-setting theory

Goal-setting theory, developed by psychologists Edwin Locke and Gary Latham, suggests that setting specific, challenging goals leads to better performance. Fitness apps leverage this theory by:

  • Encouraging users to set clear, measurable goals (e.g., 10,000 steps per day)
  • Providing regular feedback on progress
  • Allowing for goal adjustments based on performance

Research shows that people who use fitness trackers to set and monitor goals are more likely to increase their physical activity levels (Asimakopoulos et al., 2017).

Feedback loops influence behavior change

Walking a trail on a sunny day

Feedback loops are crucial in behavior change. Fitness trackers create a continuous cycle that reinforces positive behaviors and encourages consistency:

  1. Action (e.g., going for a walk)
  2. Measurement (e.g., counting steps)
  3. Feedback (e.g., progress towards daily goal)
  4. Motivation for further action

While individual experiences vary, there are many success stories associated with fitness tracking. For example:

  • John, a 45-year-old office worker, lost 30 pounds over six months by using a fitness tracker to monitor his daily activity and calorie intake.
  • Sarah, a 35-year-old runner, improved her marathon time by 15 minutes after using a GPS watch to optimize her training.

These anecdotes are supported by research. Brickwood et al (2019) found that wearable activity trackers can help increase physical activity levels across various demographics.

A study in the American Journal of Health Education found that consistent use of a fitness tracker was associated with an increase in physical activity of about 2,000 steps per day (Kerner & Goodyear, 2017).

Many fitness apps incorporate social features that tap into our natural tendency for social comparison. These features can:

  • Create a sense of accountability
  • Provide motivation through friendly competition
  • Offer support and encouragement from like-minded individuals

A study published in Preventive Medicine Reports found that social comparison in fitness apps can increase user engagement and physical activity levels (Zhang et al., 2015).

When Tracking Becomes Obsessive

The constant stream of data from fitness trackers can sometimes lead to unhealthy behaviors

Some people become overly fixated on hitting specific numbers, leading to anxiety and guilt when they fall short of their goals. This obsession can negatively impact mental health and even lead to disordered eating or exercise patterns (Simpson & Mazzeo, 2017). 

Signs of unhealthy attachment to fitness data

While fitness tracking can be beneficial, it can also lead to obsessive behaviors. Signs of an unhealthy attachment include:

  • Feeling anxiety when unable to track activities
  • Prioritizing tracking over other important aspects of life
  • Ignoring physical signs of fatigue or injury to meet tracking goals
  • Feeling a loss of self-worth when goals aren’t met

How tracking can lead to negative feelings

The constant monitoring of fitness data can sometimes backfire, leading to negative emotions:

  • Anxiety: Worrying excessively about meeting daily goals
  • Guilt: Feeling bad about missing a workout or not reaching a target
  • Shame: Comparing oneself unfavorably to others or past performance

A study in Frontiers in Public Health found that some fitness tracker users experienced increased stress and feelings of guilt when they didn’t meet their goals.

A 2023 study found that participants whose fitness trackers were manipulated to show lower step counts experienced reduced self-esteem and increased blood pressure compared to those with accurate trackers (Zahrt et al., 2023). This highlights how deeply our perceptions of our activity levels can affect our mental and physical well-being.

The impact of excessive tracking on body image and self-esteem

While fitness tracking can improve body image for some, it can have the opposite effect for others:

  • Constant focus on numbers may lead to an unhealthy body image
  • Failure to meet goals can negatively impact self-esteem
  • Comparison with others’ data can create unrealistic expectations

Research suggests that fitness tracker use can be associated with increased body image concerns and disordered eating behaviors in some individuals (Turner & Lefevre, 2017).

Orthorexia and fitness tracking

Woman with only one broccoli on a plate

Orthorexia is an eating disorder where a person becomes obsessed with healthy eating. While not officially recognized as a clinical diagnosis, it’s gaining attention in the mental health community. Researchers like Turner & Lefevre (2017) have found a positive correlation between orthorexic behaviors and the use of health apps.

Fitness tracking can potentially contribute to orthorexic tendencies by:

  1. Encouraging an excessive focus on “clean” eating
  2. Promoting rigid adherence to specific diets or exercise routines
  3. Fostering anxiety about food choices and physical activity

Striking a Balance: Healthy Tracking Practices

So how can we get the benefits of fitness tracking without the downsides? Here are some tips.

Man in black using cell phone on the floor during workout

How to set realistic and flexible goals

To use fitness trackers in a healthy way, it’s important to maintain perspective. Here are some tips:

  1. Set achievable goals based on your current fitness level.
  2. Allow for flexibility in your targets.
  3. Focus on progress rather than perfection.
  4. Regularly reassess and adjust your goals.

Use a mindful approach to data interpretation

Woman standing in a yoga pose in the park
Credit: Styled Stock Society

It’s crucial to interpret fitness data mindfully:

  • Understand that data doesn’t define your worth.
  • Recognize that some metrics (like calorie burn) are estimates (Simpson & Mazzeo, 2017).
  • Consider the context of your data (e.g., stress, sleep quality).
  • Use data as information, not judgment.

The importance of rest and recovery in fitness regimens

Rest and recovery are often overlooked but are crucial for:

  • Preventing burnout and overtraining
  • Allowing muscles to repair and grow stronger
  • Reducing the risk of injury
  • Maintaining mental health and motivation

Use your tracker as a tool–not a taskmaster

To maintain a healthy relationship with your fitness tracker:

  1. Set device-free days or times.
  2. Use the tracker to inform, not dictate, your choices.
  3. Listen to your body first, then your device.
  4. Remember that overall health is more than just numbers.

Fitness trackers are meant to enhance your health journey, not control it. If you find yourself becoming overly anxious about your stats, it might be time to step back and reassess your relationship with your device.

The Future of Fitness Technology

As we wrap up, let’s take a quick look at what’s coming next in fitness tech.

Smartphone with icons coming out

Some ways we’ll continue to see fitness tech evolve include:

  1. Advanced biometrics: Devices that can measure more complex health markers like blood glucose or hydration levels
  2. Virtual and augmented reality workouts: Immersive fitness experiences
  3. AI-powered personal coaching: More sophisticated and personalized guidance
  4. Integration with medical records: Bridging the gap between fitness and healthcare

How AI and machine learning personalize fitness

AI and machine learning continue to revolutionize personalized fitness by:

  1. Analyzing large datasets to provide tailored recommendations
  2. Predicting injury risk based on workout patterns and biometrics
  3. Adapting workout plans in real-time based on performance and recovery
  4. Offering more accurate calorie and nutrient tracking through image recognition

Ethical considerations for fitness tech

Lock security white overlay

As fitness technology advances, several ethical and privacy concerns arise:

  1. Data security: Ensuring personal health information is protected
  2. Informed consent: Making sure users understand how their data is used
  3. Algorithmic bias: Addressing potential biases in AI-driven recommendations
  4. Digital divide: Ensuring advanced health tech doesn’t make health inequalities worse

A report by the Future of Privacy Forum highlighted the need for stronger regulations and transparency in how fitness tracker data is collected, used, and shared.

Conclusion

Fitness tracking technology offers powerful tools for improving our health and wellness, but it’s essential to use these tools mindfully. 

The next time your device nudges you, pause and reflect: Is this motivation enhancing your life, or is it time to step back and reassess? 

The goal is to enhance our well-being, not become slaves to our devices. Use your tracker as a helpful guide, but always prioritize listening to your body and maintaining a balanced approach to health and fitness.

References

Asimakopoulos, S., Asimakopoulos, G., & Spillers, F. (2017). Motivation and User Engagement in Fitness Tracking: Heuristics for Mobile Healthcare Wearables. Informatics, 4(1), 5.

Bak, C. (2024). Fitness Trackers’ Ethical Use of Data. Institute for Advanced Analytics.  Retrieved from https://datacolumn.iaa.ncsu.edu/blog/2024/01/19/fitness-trackers-ethical-use-of-data/

Brickwood, K. J., Watson, G., O’Brien, J., & Williams, A. D. (2019). Consumer-Based Wearable Activity Trackers Increase Physical Activity Participation: Systematic Review and Meta-Analysis. JMIR mHealth and uHealth, 7(4), e11819.

Frazier, R. S. (2023). Why Some People Shouldn’t Use Fitness Trackers, According to Experts. Outside. Retrieved from https://www.outsideonline.com/health/training-performance/why-some-people-shouldnt-use-fitness-trackers-according-to-experts/

Future of Privacy Forum. (2016). Always On: Privacy Implications of Microphone-Enabled Devices. Retrieved from https://fpf.org/wp-content/uploads/2016/04/FPF_Always_On_WP.pdf

Gardner, B. (2015). A review and analysis of the use of ‘habit’ in understanding, predicting and influencing health-related behaviour. Health Psychology Review, 9, 277–295. doi:10.1080/17437199.2013.876238

Gardner, B., de Bruijn, G. J., and Lally, P. (2011). A systematic review and meta-analysis of applications of the self-report habit index to nutrition and physical activity behaviours. Annals of Behavioral Medicine, 42, 174–187. doi: 10.1007/s12160-011-9282-0

Grogan, J.P., Sandhu, T. R., Hu, M. T., & Manohar, S. G. (2020) Dopamine promotes instrumental motivation, but reduces reward-related vigour. eLife 9:e58321.

doi.org/10.7554/eLife.58321

Jin, D., Halvari, H., Maehle, N., & Olafsen, A. H. (2020). Self-tracking behaviour in physical activity: a systematic review of drivers and outcomes of fitness tracking. Behaviour & Information Technology, 41(2), 242–261. doi.org/10.1080/0144929X.2020.1801840

Kalantari, M. 2017. Consumers’ Adoption of Wearable Technologies: Literature Review, Synthesis, and Future Research Agenda. International Journal of Technology Marketing, 12 (3): 274–307

Kerner, C., & Goodyear, V. A. (2017). The Motivational Impact of Wearable Healthy Lifestyle Technologies: A Self-determination Perspective on Fitbits With Adolescents. American Journal of Health Education, 48(5), 287-297.

Maddux, J. E. (1997). Habit, health, and happiness. Journal of Sport and Exercise Psychology, 19, 331–346. doi:10.1123/jsep.19.4.331

Quantified self. (2024, September 15). Wikipedia. Retrieved from https://en.wikipedia.org/wiki/Quantified_self

Simpson, C. C., & Mazzeo, S. E. (2017). Calorie Counting and Fitness Tracking Technology: Associations with Eating Disorder Symptomatology. Eating Behaviors, 26, 89-92.

Sullivan, A. N., & Lachman, M. E. (2017). Behavior Change with Fitness Technology in Sedentary Adults: A Review of the Evidence for Increasing Physical Activity. Frontiers in Public Health, 4, 289.

Swan, M. (2013). The Quantified Self: Fundamental Disruption in Big Data Science and Biological Discovery. Big Data, 1(2), 85-99.

Turner, P. G., & Lefevre, C. E. (2017). Instagram Use is Linked to Increased Symptoms of Orthorexia Nervosa. Eating and Weight Disorders – Studies on Anorexia, Bulimia and Obesity, 22(2), 277-284.

Zhang, J., Brackbill, D., Yang, S., & Centola, D. (2015). Efficacy and Causal Mechanism of an Online Social Media Intervention to Increase Physical Activity: Results of a Randomized Controlled Trial. Preventive Medicine Reports, 2, 651-657.

Zhang, Y., Zhang, H., Xie, J., & Zhang, C. (2023). The influence of self-quantification on individual’s participation performance and behavioral decision-making in physical fitness activities. Humanities and Social Sciences Communications, 10(1), 1-11. doi.org/10.1057/s41599-023-02103-0

Zahrt, O. H., Evans, K., Murnane, E., Santoro, E., Baiocchi, M., Landay, J., Delp, S., & Crum, A. (2023). Effects of Wearable Fitness Trackers and Activity Adequacy Mindsets on Affect, Behavior, and Health: Longitudinal Randomized Controlled Trial. Journal of Medical Internet Research, 25. doi.org/10.2196/40529