Let Data Shape Every Decision
Track saves, watch time, and completion rate as proxies for learning. Pair with action metrics: downloaded budget sheets, credit report requests, or workshop signups. Align every content pillar to one measurable behavior change you truly want to see.
Let Data Shape Every Decision
A/B test hook lines, thumbnail styles, and call-to-action placements. Keep only one variable per test. Share results openly with your community, inviting them to vote on the next experiment, strengthening trust and participation in the learning journey.