# Ablation Study Planning

> Design ablation matrices that isolate causal contributions.

- Skill: `fcistud/ablation-study-planning` (Agent Skill)
- Install (CLI): `npx skillmds@latest add fcistud/ablation-study-planning`
- Raw SKILL.md: https://api.skillmd.com/api/skills/fcistud/ablation-study-planning/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Research & Search
- Author: fcistud (https://skillmd.com/u/fcistud)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/fcistud/ablation-study-planning

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# Ablation Study Planning

## When To Use
Use this skill when the task requires this exact workflow and you need repeatable, high-confidence outputs.

## Required Inputs
- Problem statement with objective and constraints
- Relevant artifacts (code, docs, metrics, logs, datasets)
- Success criteria and timeline

## Workflow
1. Clarify scope, assumptions, and non-goals.
2. Build a quick baseline snapshot of the current state.
3. Prioritize the top risks/opportunities using impact and feasibility.
4. Execute a minimal, testable improvement plan.
5. Produce artifacts that justify decisions and support handoff.

## Output Checklist
- Decision log with rationale and tradeoffs
- Action plan with owner, sequence, and rollback path
- Validation evidence (tests, metrics, or review checks)

## Quality Bar
- Recommendations are actionable, not generic.
- Claims are tied to evidence.
- Risks and failure modes are explicitly called out.