How Closed-Ended Survey Questions and Narrative Comments Interact in Characterizing Caregivers’ Overall Assessment of Hospice Care

How Closed-Ended Survey Questions and Narrative Comments Interact in Characterizing Caregivers’ Overall Assessment of Hospice Care

RAND Blog/Analysis
RAND Blog/AnalysisMar 11, 2026

Why It Matters

The findings suggest hospice organizations can streamline feedback collection, focusing on validated closed‑ended metrics without sacrificing actionable insight, thereby optimizing resource allocation for quality improvement.

Key Takeaways

  • 78% caregivers left survey comments
  • Only 25% of comments actionable for improvement
  • Comments added just 1‑2% variance to global ratings
  • Open-ended feedback overlapped with closed-ended question topics
  • Longer hospice stays increased comment likelihood

Pulse Analysis

Hospice providers have long relied on caregiver surveys to gauge care quality, with the CAHPS Hospice Survey serving as the industry standard. Open‑ended questions promise nuanced narratives that can uncover hidden issues, yet they also demand significant coding effort and interpretive expertise. Understanding whether these qualitative inputs truly augment the quantitative metrics is essential for organizations seeking efficient, data‑driven quality improvement.

The recent analysis of nearly four thousand caregiver comments revealed a high participation rate—78% of respondents offered narrative feedback—but only 25% of those remarks were classified as actionable. Moreover, 32% introduced topics already captured by the survey's closed‑ended items, and the sentiment of comments merely mirrored the direction of global ratings, contributing an additional 1‑2% explanatory variance. This modest incremental value indicates that while narratives enrich the storytelling aspect of surveys, they do not substantially shift the overall assessment of hospice performance.

For hospice administrators, the practical implication is clear: investing heavily in the collection and coding of open‑ended comments may yield diminishing returns. Prioritizing the robust closed‑ended questions of the CAHPS instrument can streamline benchmarking, inform targeted improvement initiatives, and support caregiver decision‑making without the overhead of extensive qualitative analysis. Future research might explore automated text‑analysis tools to better capture actionable insights, but until such technologies prove cost‑effective, the closed‑ended framework remains the most efficient pathway for quality enhancement in hospice care.

How Closed-ended Survey Questions and Narrative Comments Interact in Characterizing Caregivers’ Overall Assessment of Hospice Care

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