meta-testing-framework

A structured approach to experiment design, A/B testing, and result interpretation for social media content and campaigns in Uganda and East Africa.

Use when

• Designs structured A/B tests and content experiments for social media campaigns and organic content. Calibrated for Uganda/East Africa markets with limited budgets (UGX 50,000–200,000 per test). Invoke this skill when a client wants to know what content, creative, copy, or audience approach performs best before committing their full budget or monthly content plan to it. Also invoke when a client is seeing inconsistent results and needs a systematic method to identify what is working.
• Use this skill when it is the closest match to the requested deliverable or workflow.

Do not use when

• Do not use this skill for graphic design, video production, software development, or legal advice beyond the repository's stated scope.
• Do not use it when another skill in this repository is clearly more specific to the requested deliverable.

Workflow

1. Collect the required inputs or source material before drafting, unless this skill explicitly generates the intake itself.
2. Follow the section order and decision rules in this SKILL.md; do not skip mandatory steps or required fields.
3. Review the draft against the quality criteria, then deliver the final output in markdown unless the skill specifies another format.