A visible path from raw events to a renewal decision.
Our working process makes room for ambiguity, challenges definitions early and keeps commercial context beside the numbers.
Bring a question to the Lab
Nothing important disappears inside the model.
- 01Question brief
Frame the decision
We identify who will use the answer, when they need it and what action it may change. This sets a useful boundary for the analysis.
- 02Quality map
Test the measurement
We inspect event coverage, eligibility logic, plan changes, grace periods and cancellation states before treating a rate as reliable.
- 03Evidence review
Read the renewal patterns
We compare cohorts and segments, test plausible explanations and keep small sample sizes or incomplete signals visible.
- 04Action brief
Turn evidence into options
We explain what changed, what may have caused it and which next steps can be measured without overstating certainty.
The right people stay close to the work.
A renewal question often crosses finance, product, growth, billing and customer teams. We use short working sessions at key moments so definitions do not drift and findings do not arrive without context.