Resonance Ledger
Design, weight, and defend a composite engagement score from signal inventory through scoreband critique.
Read the syllabus- Squads coached
- 47
- Flagship length
- 11 wks
- Bangkok open studios / year
- 6
Engagement Score Analytics · Nongkhaem desk
A score is only useful if a sceptical PM can retell it.
Vault Routecore trains product, research, and lifecycle teams to build Engagement Score Analytics that survive a board slide, a warehouse join, and a quiet disagreement about what “loyal” actually means.
On the bench this season
Programmes that treat scoring as craft
Quiet Frequency
Work with mid-funnel signals that never trend on a dashboard yet quietly decide who stays.
See overview
Threshold & Bandcraft
Set intervention bands so lifecycle messages stop firing on vanity spikes.
See overview
House view
We do not teach dashboards. We teach the argument underneath them.
Most teams already have an “engagement score.” It is usually a recency-weighted average with a name that sounds more scientific than the spreadsheet that produced it. Our work starts where that average fails: when two users with the same number behave nothing alike, or when a campaign inflates the score while quietly thinning the cohort that pays.
In Bangkok we run small studios. You bring a live product question. We insist on a written definition of engagement before any model is touched. Then we practice presenting the score to people who do not live in SQL.
From recent chairs
What people actually said after class
“The recency-weighting week in Resonance Ledger made our wallet team retire a score we had defended for two years. I still think the warehouse homework overran — we needed a dedicated analyst, not a PM with weekend access — but the critique ritual is now on our Monday agenda.”
★★★★☆
Bandcraft was tighter than I expected. We left with three scorebands and one we deliberately refused to automate. Would have liked a fourth afternoon on lifecycle copy, which they do not cover.
What you practice
Four habits we refuse to skip
Signal inventory before weights
You list every event that could enter the score and strike the ones that only flatter the product narrative. Vanity clicks leave the room early.
Scorebands with owners
Each band has a human owner, a trigger, and a stop condition. Engagement Score Analytics without ownership becomes another unread column.
Drift watches
We teach a simple monthly check for cohort drift so last year’s “highly engaged” definition does not silently expire.
Plain-language defence
If you cannot explain the score to a country manager in six sentences, it is not ready. We rehearse that conversation, not a slide theme.
Field notes
Recent writing from the desk
Composite scores are not averages wearing a suit
Why summing normalised metrics still hides the user who stopped paying but still opens the app.
Read the note
Recency bias in Thai subscription apps
Festival spikes and payday cycles that make a seven-day window look healthier than the year.
Read the noteBangkok desk
Bring a live score. Leave with a written definition.
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