Guest Spotlight: Andy Denning

Andy Denning

| Product

About Andy Denning

Andy Denning is a product leader focused on two-sided marketplaces, job-seeker and recruiter experiences, and AI-powered matching. His experimentation approach emphasizes statistical power, cross-functional ownership and testing the riskiest assumption first, helping smaller teams spend limited traffic, judgment and resources on the decisions that matter most.

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Takeaways

All Takeaways

Run the numbers up front; if a test needs 6 weeks, find a faster or cheaper way to learn

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AI makes variants cheap, so the bottleneck is now the quality of the hypothesis

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Before you test, ask whether the outcome is uncertain and whether you would ship it anyway

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Underpowered or badly chosen tests can manufacture false confidence that is worse than not testing

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Test the riskiest assumption, not the most comfortable one; it is the one the bet rests on

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About Andy Denning

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