“Week three’s leakage audit caught a timestamp join I had been shipping in production. Embarrassing, and also the reason I stayed for the calibration week.”
Marta Voss, product analytics lead
Bangkok · live labs
Identity Flowcore trains analysts and PMs to read cohort identity, catch leakage early, and publish probability work that ops teams will actually use.
of alumni still run the scoring notebook they built here six months later — not a dashboard screenshot, the same file.
19live labs since 2021
612practitioners taught
4.3average from 201 written reviews
+37NPS across 2025 cohorts
Flagship
A six-week live programme on identity resolution, retention hazards, and calibration. You leave with a documented scoring pattern and a leakage audit you can reuse on the next app.
Next Bangkok evening cohort · informational fee THB 24,900
From the room
“Week three’s leakage audit caught a timestamp join I had been shipping in production. Embarrassing, and also the reason I stayed for the calibration week.”
Marta Voss, product analytics lead
★★★★☆
Useful on event taxonomy; I still wanted more time on plots once SQL started. The lab moves quickly.
Client in grocery delivery
What we teach
Anonymous, logged-in, and device IDs are not interchangeable. We practise mapping those states before any model is allowed near a KPI.
Most “predictive” scores leak future information. The studio treats time-travel bugs as a craft issue, not a footnote in a notebook.
A probability without an owner, a threshold, and a review date is decoration. Every lab ends with a one-page operating note.
Programme desk
Two days on naming, versioning, and killing zombie events before they poison a retention model.
All coursesRegional patterns from Thai, Vietnamese, and Indonesian consumer apps — session gaps, wallet events, and festival spikes.
All coursesA short, stern seminar on why yesterday’s champion model fails the first time finance asks for a holdout.
All coursesJournal
If the event dictionary is a mess, a fancy classifier only learns the mess faster. A working order we use in the lab.
PromptPay retries, LINE hand-offs, and the quiet drop after a festival campaign — notes from Bangkok product teams.
Write to the studio with the app category and what “churn” currently means in your weekly report. We will tell you honestly whether a lab, a clinic, or a reading list is the better next step.