Tag

churn reduction

7 articles

Retention

A Framework for Designing Retention Experiments That Move the Curve

Retention experiments are structurally harder than acquisition experiments because the outcome variable has a 12-month lag. This framework covers leading-indicator proxies, matched-control experiment design, and the sample-size constraints most teams hit before they realize it.

14 min read
Pricing

Annual vs Monthly Pricing Test: SaaS Cash Flow Trade-off

Measure the real impact of shifting customers to annual billing — the cash flow benefit, churn reduction, and revenue per customer trade-offs. Includes the annual discount break-even formula and experiment design for testing billing term incentives.

7 min read