Experimentation Culture Rollout

Use this skill to help teams adopt A/B testing as a normal product and engineering practice. The focus is organizational change: resistance, stakeholder trust, rollout sequencing, education, demand generation, and operating cadence.

Source Traceability

Primary source: Practical A/B Testing by Leemay Nassery. Guidance is transformed and paraphrased from chapter 6 lines 4507-5066, with motivation from the preface lines 270-280 and chapter 1 lines 1019-1078.

Related Advanced Skills

• experimentation-strategy-roadmap: use when culture rollout must connect to

platform roadmap priorities, company strategy, and rate-quality-cost tradeoffs.

• experiment-verification-monitoring: use when trust problems come from

invalid experiments, weak QA, missing health checks, or poor monitoring.

• trustworthy-experiment-insights: use when stakeholders need help

understanding whether evidence is credible enough to influence decisions.

Reference Routing

| Need | Read | |------|------| | Culture and adoption concepts | references/core/knowledge.md | | Rollout and resistance rules | references/core/rules.md | | Adoption scenarios | references/core/examples.md | | Step-by-step rollout plan | workflows/roll-out-experimentation.md |

Workflow

1. Identify what resistance is actually about: trust, speed, metrics, ownership,

platform friction, or fear of failed experiments.

1. Pick a credible first team or product surface.
2. Run early tests that answer real stakeholder questions.
3. Share results as learning, not just wins.
4. Create lightweight templates, office hours, and examples.
5. Expand demand through internal proof and repeatable support.

Output Format

markdown
# Experimentation Culture Rollout Plan

## Adoption Goal
[What behavior should change.]

## Current Resistance
| Concern | Who Holds It | Response |
|---------|--------------|----------|

## First Rollout Slice
- Team:
- Product surface:
- First experiment:
- Why this slice:

## Enablement
- Templates:
- Training:
- Office hours:
- Decision cadence:

## Adoption Metrics
| Metric | Target |
|--------|--------|

## Risks
- Cultural:
- Technical:
- Data:

Quality Bar

• Do not treat resistance as ignorance; identify the legitimate concern.
• Do not sell experimentation only as a way to win; emphasize learning and risk

reduction.

• Do not roll out a process that is heavier than the team's trust in it.
• Use real internal examples as soon as they exist.