V3Qtor AG/Healthcare/Personalised medicine
Health Risk Predictor
Continuous monitoring of health indicators with early detection of risks years before symptoms: wearable integration, biomarker trend analysis, disease risk scoring and personalised prevention plans.
$8,500annual savings per person
- Practice
- Decision & Risk Sciences
- Sector
- Healthcare, personalised medicine
- Systems involved
- Master Data Management Layer for the member record
- Where the number comes from
- The number is an engagement target1.
What it changes in the P&L
Long-term claim cost. Prevention is the only lever that gets cheaper every year it runs.
How the first weeks go
- Fit the data you haveDistributions, regressions, time series: we start with what the system records and say where the data is too thin to decide.
- Put a confidence interval on the decisionA rate, a risk score, a treatment match: each comes with its uncertainty and with the rule that says when a person decides instead.
- Calibrate on a rhythmBack-tests run weekly, drift is reported before anyone asks, and the model version is logged with every output.
What stays
Health Risk Predictor stays in the ward’s rhythm once it runs. The weekly review reads from it and its evidence files into the audit trail. Hand-over comes when the number has held for a quarter.
Talk to us about Health Risk Predictor.
Tell us where it would run and what it would have to change. We will come back with what we would look at first, what the first quarter produces, and what it would take.
Notes and sources
- 1Illustrative. Anonymised engagement scenarios; figures indicate modeled or targeted impact and are not audited outcomes.