Experiments and decisions

Test a change, read the result honestly, and decide.

Notes

Randomly assign users to control and treatment, choose one primary metric in advance, and add guardrail metrics.

A result is a decision input: weigh effect size, uncertainty and cost.

Key points

  • Decide the metric before looking.
  • Use guardrails to catch harm.
  • Statistical significance is not the same as business value.