For edtech apps

Find the learning behavior that predicts progress.

Move beyond lesson completion. Identify the early action worth reinforcing.

Treatment69.4% · 121 users
Control57.9% · 57 users
Relative lift+19.9%

Typesy VIP measured first-course completion within four days. Read the method notes and claim limits.

The activation problem

Progress needs a useful precursor.

A lesson start differs from a mastery checkpoint or a second learning week.

SignalLearning before return

Compare course starts, practice, and mastery checks.

OutcomeA defined progress state

Choose progress, return, or course continuation.

ActionOne testable support

Measure learner support against control.

Sprint method

Test the next learning action.

See the full Sprint method →

01 / Discover

Rank behaviors.

Compare early actions with later progress.

02 / Validate

Test support.

Measure treatment against control.

03 / Operate

Ship the rule.

Act on the observed learner state.

Fit requirements

Ready when these exist.

  • Course, practice, and mastery events have timestamps.
  • A learner progress outcome is defined.
  • Your team can test one support intervention.
  • Consent and privacy controls cover the data.

Edtech activation

Find the behavior worth reinforcing.

Bring the learning journey and one outcome.

Book a sprint