Modeled
Earlier risk visibility
Scenario model for comparing weekly wellness signals against quarterly assessment workflows.
Projected outcomes · Senior living
A senior living measurement framework for spotting decline earlier
90-day evaluation model · voice check-ins + existing wellness signals + 269 behavioral drivers
Book a 15-min audit
Calendar opens a 30-minute slot to leave room for operating and clinical questions.
This page is a planning model, not a named customer case study or testimonial.
8
Wellness dimensions tracked
Physical, emotional, financial, community, intellectual, occupational, spiritual, and environmental wellness.
90 days
Pilot measurement window
Recommended evaluation period for signal quality, workflow fit, and reporting usefulness.
The challenge
Senior living teams often run multiple wellness programs with fragmented reporting and no unified resident-level signal.
Teams are often notified after an event through fall reports, family complaints, or quarterly assessments. The goal is to shorten the gap between behavioral change and intervention.
Leadership needed a way to surface risk sooner while reducing time spent documenting across disconnected tools.
A 90-day evaluation should measure earlier warning visibility, intervention coordination, and staff workflow fit before any public outcome claims are made.
The approach
01
Daily voice check-ins
Residents complete short check-ins that can reduce reliance on fragmented surveys and one-off observations.
02
Existing wearables and devices
The platform can ingest approved resident signals from existing systems and devices when available.
03
269-driver scoring
Signals were normalized into 8 wellness dimensions and surfaced as one operational score with drill-down context.
90-day results
Earlier-risk visibility model
Compare the current assessment cadence with weekly wellness signals and documented intervention workflows.
Current cadenceQuarterly
Evaluation cadenceWeekly
Eight-dimension wellness coverage
Illustrative distribution across the wellness dimensions used for reporting and intervention planning.
Physical
Emotional
Social
Cognitive
Sleep
Nutrition
Spiritual
Environmental
Documentation workflow review
Measure time spent collecting wellness context before and after structured check-ins and summarized reporting.
Current workflowManual
Evaluation workflowSummarized
What this model does not prove
This is not a named customer result and does not claim hospitalization, fall, mortality, or staffing impact. Those claims require a documented customer pilot, verified methodology, and written approval before publication.
Request the evaluation framework PDF
Receive the measurement plan, sample assumptions, and 12-month extension framework for a senior living evaluation.