adaptive-experimentation-strategy

name	adaptive-experimentation-strategy
description	Plan adaptive experimentation strategies beyond fixed-horizon A/B tests. Use when evaluating sequential testing, early stopping, multi-armed bandits, Thompson sampling, contextual bandits, dynamic traffic allocation, exploration/exploitation tradeoffs, or readiness for adaptive testing infrastructure.
license	MIT
compatibility	Codex, Claude Code, and other Agent Skills-compatible clients.
metadata	{"version":"0.1.0","displayName":"Adaptive Experimentation Strategy","category":"Product Management","tags":"practical-ab-testing,next-level-ab-testing,ab-testing,experimentation,adaptive-testing"}

Adaptive Experimentation Strategy

Use this skill to decide whether and how to use adaptive testing strategies instead of fixed-horizon A/B tests. It covers sequential testing, multi-armed bandits, Thompson sampling, contextual bandits, exploration/exploitation, and the data and engineering readiness required to operate them.

Source Traceability

Primary source: Next-Level A/B Testing by Leemay Nassery. Guidance is transformed and paraphrased from Chapter 7 on adaptive testing, sequential testing, multi-armed bandits, Thompson sampling, contextual bandits, and engineering requirements.

Related skills:

• experiment-type-selection for choosing simpler experiment types first.