strategize

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Design identification strategy or pre-analysis plan. Dispatches Strategist (proposer) and strategist-critic (validator). Replaces /identify and /pre-analysis-plan.

hugosantanna By hugosantanna schedule Updated 3/5/2026

name: strategize description: Design identification strategy or pre-analysis plan. Dispatches Strategist (proposer) and strategist-critic (validator). Replaces /identify and /pre-analysis-plan. disable-model-invocation: true argument-hint: "[mode: strategy | pap] [research question or spec path]" allowed-tools: ["Read", "Grep", "Glob", "Write", "Task"]

Strategize

Design an identification strategy or pre-analysis plan by dispatching the Strategist (proposer) and strategist-critic (validator).

Input: $ARGUMENTS — mode keyword followed by research question or path to research spec.


Modes

/strategize [question] or /strategize strategy [question] — Identification Strategy

Design the causal identification strategy.

Agents: Strategist → strategist-critic Output: Strategy memo + robustness plan + falsification tests

Workflow:

  1. Read research spec, literature review, and data assessment if they exist
  2. Read domain-profile.md for common identification strategies in the field
  3. Dispatch Strategist to produce:
    • Strategy memo: design choice, estimand, assumptions, comparison group
    • Pseudo-code: implementation sketch
    • Robustness plan: ordered list of checks with rationale
    • Falsification tests: what SHOULD NOT show effects
    • Referee objection anticipation: top 5 objections with responses
  4. Dispatch strategist-critic to review through 4 phases:
    • Phase 1: Claim identification (design, estimand, treatment, control)
    • Phase 2: Core design validity (assumption checks, sanity checks)
    • Phase 3: Inference soundness (clustering, multiple testing)
    • Phase 4: Polish and completeness (robustness, citations)
  5. If CRITICAL issues found, iterate (max 3 rounds per three-strikes)
  6. Save memo to quality_reports/strategy_memo_[topic].md
  7. Save review to quality_reports/strategy_memo_[topic]_review.md

/strategize pap [spec] — Pre-Analysis Plan

Draft a pre-analysis plan following AEA/OSF/EGAP standards.

Agents: Strategist (in PAP mode) Output: Pre-analysis plan document

The PAP includes:

  • Research question and hypotheses
  • Primary and secondary outcomes
  • Sample definition and power calculations
  • Estimation strategy with equations
  • Subgroup analyses (pre-specified)
  • Multiple testing corrections
  • Robustness checks
  • Timeline and data collection plan

Save to quality_reports/pre_analysis_plan_[topic].md


Principles

  • Strategist proposes, strategist-critic critiques. Adversarial pairing catches design flaws early.
  • Strategy memo is the contract. Once approved, the Coder implements it faithfully.
  • Catch problems before coding. A flawed strategy caught now saves weeks of wasted analysis.
  • Multiple strategies are OK. Present trade-offs and let the user choose.
  • The user decides. If Strategist and strategist-critic disagree after 3 rounds, the user resolves it.
Install via CLI
npx skills add https://github.com/hugosantanna/clo-author-dev --skill strategize
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