Experimentation Platforms & Operational Patterns

Practical guidance for selecting or building experimentation platforms, implementing assignment and rollout patterns, and running safe, defensible A/B and causal tests at scale.


Tool

Experiment Design Worksheet & Power Calculator

A practical, workbook-style experiment design worksheet that helps teams frame hypotheses, pick primary and guardrail metrics, specify minimum detectable effects, calculate sample size and power for common scenarios, pre-register analysis and stopping rules, check risks and bias, and plan safe rollouts. Includes worked examples, calculator formulas you can paste into a spreadsheet, and guidance for operational experiments.

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