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Experimental Mind · Jun 29, 2026

'Trustworthy A/B patterns' — Digest 26, 2026

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Kevin Anderson · Experimental Mind

This week three new reads/tools. Plus the latest jobs and events.

Convert—A/B tests & personalization for growth teams

Experimentation Jobs—Find your next role

Interactive A/B testing course
Mark Eltsefon created this course: eight chapters covering everything from p-values to switchback designs, with 29+ simulators you actually run yourself. First chapter is free. Built for analysts, PMs, and engineers who want to understand experimentation. TRY

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[Paper] Trustworthy A/B patterns
Ronny Kohavi et al. performed eight large-scale replications of popular CRO patterns like rounded buttons, page speed, coupon fields and sticky CTAs. Results show that previously reported effects are wildly exaggerated. Only two replications showed significant effects in the expected direction. READ

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Hugging the x-axis
Essay by David Perell where he states that optionality feels like freedom but keeps you flat. The biggest rewards of going all, deep relationships, compounding expertise, meaningful work, go to people who commit. Western culture seems to over indexe on novelty. Raise your commitment level. Leave the x-axis. READ

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Last week’s favourite: Hello Power
Jakub Linowski created this interactive simulator letting you lock and unlock A/B test parameters. Play with the base rate, MDE, sample size, power and alpha. You will see the trade-offs in real time. Much more powerful than just reading about them. PLAY

Find 1k+ open roles on ExperimentationJobs.com. This week’s featured roles:

A running list of upcoming events. Subscribe here. (👋= join me, 🎁= discount)

Someone suggested that Optimizely’s new icon looks like an avocado

If this newsletter sparked something and you want to talk it through, a few ways I help:

  • Scale experimentation
    Strategy, setup, metrics, and ways of working for teams that want more impact.

  • Careers and hiring
    Support with your next role, or help finding and hiring strong experimenters.

  • Quick sparring
    A fresh outside perspective on your ideas, roadmap, or experimentation setup.

Interested?
Just hit reply and tell me what you’re thinking about.

Have a great week and keep experimenting.

Thanks, Kevin

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