INTERMEDIATE · 8 min read

How to Design a Strong Painted Door Hypothesis

Step-by-step hypothesis design for high-quality Painted Door Test outcomes.

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Start with behavior

Define hypotheses around behavior: who will do what, under what condition, and by how much.

Set falsifiable thresholds

Use clear cutoffs for conversion, acquisition cost, and downstream intent events. Ambiguous thresholds produce ambiguous decisions.

Pre-commit decision actions

Before launch, map outcomes to actions: build now, refine and retest, or stop.

Frequently asked questions

What is the biggest hypothesis mistake?

Using vague outcomes like good traction instead of numeric outcomes.

Should I test multiple hypotheses at once?

Only if you can isolate variables and maintain clean interpretation.

Reports and reference reading