Awesome-Agent-Skills-for-Empirical-Research research-ideation

Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset.

install
source · Clone the upstream repo
git clone https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/research-ideation" ~/.claude/skills/brycewang-stanford-awesome-agent-skills-for-empirical-research-research-ideation-e1f2e5 && rm -rf "$T"
manifest: skills/14-luischanci-claude-code-research-starter/dot-claude/skills/research-ideation/SKILL.md
source content

Research Ideation

Generate 3-5 research questions ordered from descriptive to causal.

Steps

  1. Understand context: Read CLAUDE.md and any relevant project files.

  2. Generate 3-5 research questions ordered by type:

    • Descriptive: What are the stylized facts?
    • Correlational: What patterns exist in the data?
    • Causal: What is the effect of X on Y?
    • Mechanism: Through what channel does X affect Y?
    • Policy: What are the policy implications?
  3. For each question, develop:

    • Testable hypothesis with expected sign/magnitude
    • Identification strategy (DiD, IV, RDD, synthetic control, matching, etc.)
    • Data requirements with availability assessment
    • Key assumptions and their plausibility
    • Potential pitfalls and how to address them
    • 2-3 related papers
  4. Rank questions by feasibility and contribution in a summary table.

  5. Save output to

    quality_reports/research_ideation_[sanitized_topic].md
    .

Principles

  • Be creative but grounded in what's feasible
  • Think like a referee: what would make this convincing?
  • Consider data availability realistically
  • Suggest specific datasets (FRED, Census, PSID, BLS, central bank data, etc.)