500 patients66,097 observations150 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
50
of 500 · population prior
At risk now (≥ 60%)
45
Kept by an action so far
61 / 122%
improved after an action and now under the churn line
Unsolved at risk
13
no untried action clears the evidence bar
Best action per accepted
GI-04
46% kept per accepted
One churned patient
€74k
retail cost × months remaining
Churn at risk now
€3.3M
45 patients ≥ 60% risk
Brought back so far
€4.5M
61 patients kept
Intervention spend
€26k
all accepted instances
Net · ROI
€4.5M · 173×
value brought back ÷ spend
ActionKeptSpendBrought backROI
GI-0412€5k€886k162×
ME-0110€4k€738k176×
DT-0110€3k€738k234×
BR-037€2k€517k224×
CR-016€1k€443k301×
HY-015€2k€369k220×
SC-124€3k€295k88×
NP-024€3k€295k117×
AD-053€2k€221k117×
Where patients leak
From at-risk to retained. The biggest leak is almost never at "recommended".
  1. At risk (now or when recommended)
    133
  2. Recommended
    117−12%
  3. Accepted
    100−15%
  4. Adhered (≥ 70%)
    100−0%
  5. Retained (risk < 60%)
    76−24%
What kept them
ActionAcceptedImprovedKeptKept / accepted
GI-04 GI Support Protocol26191246%
ME-01 Monitoring Escalation20201050%
DT-01 Dosing / Timing Recommendation15101067%
BR-03 Behavioural Recommendation117764%
CR-01 Clinician Review77686%
HY-01 Hydration Protocol85563%
SC-12 Supportive Compound169425%
NP-02 Dietary Support Protocol128433%
AD-05 Adherence Support93333%
By fortnight of recommendation
Recommended → accepted → adhered → retained, per 14-day window of treatment.
DaysRecommendedAcceptedAdheredRetained
142728252519
28411414145
42557774
56693428288
70832221217
84972015159
981111711117
1121253332

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