700 patients109,892 observations180 daysLIVE
The retention account: predicted churn at day 0, what LIFE OS kept and with which action, and where patients still leak.

How many patients do we keep?

Synthetic demo data
Predicted discontinuations at day 0
126
of 700 · population prior
At risk now (≥ 60%)
91
Kept by an action so far
90 / 71%
improved after an action and now under the churn line
Unsolved at risk
3
no untried action clears the evidence bar
Best action per accepted
GI-04
30% kept per accepted
One churned patient
€6k
retail cost × months remaining
Churn at risk now
€524k
91 patients ≥ 60% risk
Brought back so far
€518k
90 patients kept
Intervention spend
€12k
all accepted instances
Net · ROI
€507k · 44×
value brought back ÷ spend
ActionKeptSpendBrought backROI
GI-0422€3k€127k39×
DT-0116€855€92k108×
HY-0114€810€81k100×
CR-0111€585€63k108×
SC-127€1k€40k30×
ME-017€2k€40k19×
NP-025€2k€29k16×
BR-035€585€29k49×
AD-053€360€17k48×
Where patients leak
From at-risk to retained. The biggest leak is almost never at "recommended".
  1. At risk (now or when recommended)
    228
  2. Recommended
    207−9%
  3. Accepted
    183−12%
  4. Adhered (≥ 70%)
    183−0%
  5. Retained (risk < 60%)
    110−40%
What kept them
ActionAcceptedImprovedKeptKept / accepted
GI-04 GI Support Protocol73502230%
DT-01 Dosing / Timing Recommendation19161684%
HY-01 Hydration Protocol18141478%
CR-01 Clinician Review13131185%
SC-12 Supportive Compound3022723%
ME-01 Monitoring Escalation4646715%
NP-02 Dietary Support Protocol4124512%
BR-03 Behavioural Recommendation135538%
AD-05 Adherence Support83338%
By fortnight of recommendation
Recommended → accepted → adhered → retained, per 14-day window of treatment.
DaysRecommendedAcceptedAdheredRetained
142750414134
28415553
42553737375
56692117173
708394888815
84972928285
981112617175
11212522212118
1261394441
1401534331

"Kept" is attributed conservatively: improved after the action and currently under 60% discontinuation risk. Learning shows how these outcomes change the model.