The Quality Measures Behind the Ratings
SaveA hospice's public numbers come from somewhere specific: a caregiver survey mailed months after a death, an assessment instrument the hospice itself completes, and patterns pulled from Medicare billing claims. Knowing which number comes from which source is what turns a ratings page from a verdict into a tool.
Last updated: July 2026
Where do hospice quality ratings come from?
From one federal pipeline. Medicare-certified hospices report into the Hospice Quality Reporting Program, which draws on three main inputs: a standardized patient assessment called HOPE that the hospice completes, the CAHPS Hospice survey of family caregivers, and measures computed from Medicare claims 1Ref 1Centers for Medicare & Medicaid Services (2024).Hospice Quality Reporting Program.The structure of the Hospice Quality Reporting Program: the HOPE assessment, the CAHPS Hospice survey, and claims-based measures that feed public reporting.. The results are published so that anyone can compare the agencies serving an area side by side 2Ref 2Centers for Medicare & Medicaid Services (2024).Find Healthcare Providers: Compare Care Near You (Hospice).That quality measures and family-experience results for Medicare-certified hospices are publicly reported and consumers can compare agencies..
Each input answers a different question. The assessment measures whether the hospice performed and documented key care processes. The survey measures how the care felt to the family living through it. The claims measures show patterns in what the hospice actually billed — the visits made and the levels of care provided — independent of anyone's memory or paperwork narrative. No single input is trustworthy alone; read together, they triangulate.
What does the CAHPS Hospice survey measure?
The survey goes to the primary caregiver — the person who lived through the care — months after the patient's death, and it asks about the things families actually experience: whether the team helped with pain and other symptoms, how well it communicated, whether help came in a timely way, an overall rating of the hospice, and whether the caregiver would recommend it 3Ref 3Centers for Medicare & Medicaid Services (2024).CAHPS Hospice Survey.That the survey samples primary caregivers of deceased hospice patients months after the death and measures help for symptoms, communication, timeliness, overall rating, and willingness to recommend.. It is a standardized, validated instrument, built so that answers can be compared fairly across agencies rather than shaped by each hospice's own questionnaire 4Ref 4Agency for Healthcare Research and Quality (2024).CAHPS Hospice Survey.That the CAHPS Hospice survey is a standardized, validated family-experience instrument..
The design carries a built-in honesty: by the time the survey arrives, the respondent no longer needs anything from the agency. A caregiver answering months after a death has little reason to flatter and, usually, a sharp memory for whether help came at 2 a.m. The same lag is also the survey's limit — results describe care delivered a while ago, not last month — and the domains are worth reading separately, because an agency can score well overall while running weak on the one domain a particular family will depend on most.
What are the claims-based measures?
They are computed from the bills hospices submit to Medicare, which makes them hard to embellish: a visit that was never billed never happened, as far as the measure is concerned 1Ref 1Centers for Medicare & Medicaid Services (2024).Hospice Quality Reporting Program.The structure of the Hospice Quality Reporting Program: the HOPE assessment, the CAHPS Hospice survey, and claims-based measures that feed public reporting.. The publicly reported set includes measures of whether patients received visits in last days of life — the stretch when symptoms move fastest and presence matters most — and a composite often called the hospice care index, which rolls a set of claims-derived indicators into one summary 1Ref 1Centers for Medicare & Medicaid Services (2024).Hospice Quality Reporting Program.The structure of the Hospice Quality Reporting Program: the HOPE assessment, the CAHPS Hospice survey, and claims-based measures that feed public reporting..
For a family, the claims measures answer a blunt question the glossier numbers skirt: did this agency actually show up, especially at the end? An agency whose claims show thin presence in patients' final days has revealed something no brochure will. Separate pages unpack the last-days visit measure and the composite index in detail, including what counts and what doesn't.
What is the assessment instrument hospices complete?
Alongside the survey and the claims, hospices complete a standardized assessment — HOPE — on the patients they serve, and measures drawn from it feed the same public reporting 1Ref 1Centers for Medicare & Medicaid Services (2024).Hospice Quality Reporting Program.The structure of the Hospice Quality Reporting Program: the HOPE assessment, the CAHPS Hospice survey, and claims-based measures that feed public reporting.. Because the hospice itself records the data, these measures largely capture whether care processes were done and documented.
That makes them the softest of the three inputs, and the caveat is worth stating plainly: an agency can be diligent at documentation and mediocre at a bedside, and the assessment-based measures will not see the difference. They are still worth reading — an agency that cannot even document reliably is telling you something — but they are best treated as a floor check rather than a ranking. The survey and the claims measures exist precisely because self-report needs company.
Can the measures detect real differences between hospices?
Yes — at scale, demonstrably. A national analysis of CAHPS Hospice responses found that family caregivers reported worse care experiences across all measured domains at for-profit hospices than at not-for-profit ones, and were less likely to recommend them 5Ref 5Anhang Price R, Parast L, Elliott MN, et al. (2023).Association of Hospice Profit Status With Family Caregivers' Reported Care Experiences.That in national CAHPS Hospice analysis, family caregivers reported worse care experiences across all domains at for-profit hospices than not-for-profit hospices and were less likely to recommend them.. Whatever one concludes about ownership, the finding shows the instrument itself has teeth: it registers systematic differences in how care is experienced, agency by agency and group by group.
The practical translation for a family is that gaps between agencies' published results are signal, not noise — with the standing caution that averages describe groups, and a specific agency must be judged on its own numbers and its own answers. A strong hospice can exist under any ownership and a weak one under any banner. Whether hospice star ratings condense these results in a useful way is taken up on a separate page; the domain-level results underneath the summary usually reveal more.
What can't the measures see?
Plenty, and being honest about the blind spots makes the numbers more useful, not less.
- Averages, not your case. The measures summarize many deaths; a family gets exactly one.
- Lag. Survey results describe care from months past; a change in ownership or staffing since then is invisible.
- Crisis responsiveness. No published number directly answers how fast an agency steps up when symptoms break loose overnight — the question families most need settled.
- Whole services. Bereavement support, for instance, is part of what hospices provide, and a systematic review found such support associated with benefits for grief resolution and social support, though the quantitative evidence is mixed 6Ref 6Peer-reviewed systematic review (see article) (2020).The Impacts and Effectiveness of Support for People Bereaved Through Advanced Illness: A Systematic Review and Thematic Synthesis.That bereavement support after advanced illness is associated with benefits for grief resolution and social support, with mixed quantitative evidence quality. — yet no public measure tells a family whether a particular agency's bereavement program is any good.
None of this argues for ignoring the numbers. It argues for treating them as a screening tool rather than a verdict, with the interview — questions about nights, weekends, and the last days — finishing the job the measures start.
How should a family actually use the numbers?
As a funnel. Start with hospice public quality data to shortlist the agencies serving the area — a companion guide walks through care compare for hospice screen by screen. Read the survey domains separately rather than settling for a single summary: an agency strong on symptom help but weak on timely help is telling you something specific about staffing. Check the claims-based measures for presence in patients' final days. Then bring what you found to the admission conversation and ask the agency to respond to its own numbers — how it answers is itself data. Defensiveness about a public record is a preview of how complaints will be handled later.
One scope note: the reporting described here covers Medicare-certified hospices 2Ref 2Centers for Medicare & Medicaid Services (2024).Find Healthcare Providers: Compare Care Near You (Hospice).That quality measures and family-experience results for Medicare-certified hospices are publicly reported and consumers can compare agencies.. Veterans' families weighing VA hospice benefits face a partly different system, covered separately — though the habit of pairing published data with pointed questions travels intact.
Common questions
Related
Hospice & palliative care
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Why There's No Simple Star Rating for HospiceHospice & palliative care
Reading a Hospice on Medicare Care Compare
Say it back
How would you explain this to someone you love?
Two or three sentences, just as you’d say it. Gale reflects back what you focused on — a mirror, not a quiz.
When quality is failing right now, not on a ratings page
- —Uncontrolled pain or breathlessness that persists after the hospice's on-call line has been called and its instructions followed
- —Nurse visits that stop or shorten in the final days, when symptoms change fastest
- —An after-hours line that goes unanswered during a symptom crisis, with no callback
For an immediate safety emergency — heavy bleeding, serious injury from a fall, a scene that feels unsafe — 911 remains the right call even while a person is enrolled in hospice.
This page explains how hospice quality data is collected and published; it is general education, not medical advice or a recommendation of any agency.
References
- 1.Centers for Medicare & Medicaid Services (2024). Hospice Quality Reporting Program. Centers for Medicare & Medicaid Services (CMS). link ✓The structure of the Hospice Quality Reporting Program: the HOPE assessment, the CAHPS Hospice survey, and claims-based measures that feed public reporting.
- 2.Centers for Medicare & Medicaid Services (2024). Find Healthcare Providers: Compare Care Near You (Hospice). Medicare.gov / Care Compare (CMS). link ✓That quality measures and family-experience results for Medicare-certified hospices are publicly reported and consumers can compare agencies.
- 3.Centers for Medicare & Medicaid Services (2024). CAHPS Hospice Survey. Centers for Medicare & Medicaid Services (CMS). link ✓That the survey samples primary caregivers of deceased hospice patients months after the death and measures help for symptoms, communication, timeliness, overall rating, and willingness to recommend.
- 4.Agency for Healthcare Research and Quality (2024). CAHPS Hospice Survey. Agency for Healthcare Research and Quality (AHRQ). link ✓That the CAHPS Hospice survey is a standardized, validated family-experience instrument.
- 5.Anhang Price R, Parast L, Elliott MN, et al. (2023). Association of Hospice Profit Status With Family Caregivers' Reported Care Experiences. JAMA Internal Medicine. doi:10.1001/jamainternmed.2022.7076 ✓That in national CAHPS Hospice analysis, family caregivers reported worse care experiences across all domains at for-profit hospices than not-for-profit hospices and were less likely to recommend them.
- 6.Peer-reviewed systematic review (see article) (2020). The Impacts and Effectiveness of Support for People Bereaved Through Advanced Illness: A Systematic Review and Thematic Synthesis. Palliative Medicine (PMC7341024). link ✓That bereavement support after advanced illness is associated with benefits for grief resolution and social support, with mixed quantitative evidence quality.
6 sources, numbered by first appearance. General health information, not medical advice. AI-assisted editorial content — every citation independently verified. Editorial policy