Skills DirectorySkills Directory
SkillsLearnSecurityCategoriesDocsCommunityBlog
Sign InSubmit Skill
Skills Directory

Security-tested agent skills for Claude, coding agents, and AI workflows.

Directory

  • Browse Skills
  • All Skills A–Z
  • Claude Skills
  • Claude Code Skills
  • Agent Skills
  • Categories
  • Authors
  • Submit a Skill

Learn

  • Learn Hub
  • Install Claude Skills
  • Write SKILL.md
  • Skills vs MCP
  • Directories Compared

Security

  • Security
  • Methodology
  • Secure Claude Skills
  • Security Badges

Company

  • About
  • Community
  • Blog
  • API Docs
  • Advertise

2026 Skills Directory. All rights reserved.

ProTermsPrivacyRefunds
Back to skills

Rof Identification Strategy

ASecurity

Use when the credibility core of a Review of Finance (RoF) manuscript is the bottleneck — causal identification for empirical finance (DID, IV, RDD, event study, natural experiments) OR assumptions, results, and proof exposition for theoretical finance. Stress-tests the design or model to the top-three-finance-journal standard.

1,052 stars
0 votes
0 copies
1 views
Added 6/6/2026
ai-agentsgotesting

Security Analysis

A100/100

Scanned 6/6/2026

Install to Claude Code

$npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill rof-identification-strategy --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Rof Identification Strategy?

Add the live security badge to your README — it updates automatically with every re-scan.

Security grade badge for Rof Identification Strategy
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/brycewang-stanford-rof-identification-strategy/badge)](https://www.skillsdirectory.com/skills/brycewang-stanford-rof-identification-strategy)

More formats (shields.io, HTML) on the badges page.

Download with Pro
Files
SKILL.md
---
name: rof-identification-strategy
description: Use when the credibility core of a Review of Finance (RoF) manuscript is the bottleneck — causal identification for empirical finance (DID, IV, RDD, event study, natural experiments) OR assumptions, results, and proof exposition for theoretical finance. Stress-tests the design or model to the top-three-finance-journal standard.
---

# Identification & Theory Strategy (rof-identification-strategy)

## When to trigger

- The empirical core is panel regressions with controls and an undefended causal claim
- A DID uses two-way fixed effects on staggered timing without modern estimators
- An IV's first stage is weak or its exclusion restriction is unargued
- The paper is **theoretical** and the assumptions, generality, or proof exposition are the weak link

## The RoF credibility bar

RoF referees apply **top-three-finance-journal standards** to the inferential or logical spine. Because RoF publishes **both empirical and theoretical** finance, "identification" means two different things — pick the branch matching your paper.

### Branch E1 — Empirical: causal design for finance

- **Natural experiments / shocks**: regulatory changes, index reconstitutions, staggered law adoption. Name the identifying variation in one sentence and defend its exogeneity.
- **DID / event study**: under staggered adoption, move beyond TWFE (Callaway–Sant'Anna, Sun–Abraham, de Chaisemartin–D'Haultfœuille); report a Goodman-Bacon decomposition and clean pre-trends.
- **IV**: strong first stage (report F); weak-IV-robust inference when needed; defend the exclusion restriction on economic, institutional, and falsification grounds.
- **RDD**: density/manipulation test, optimal bandwidth plus robustness, covariate smoothness.
- **Asset-pricing inference**: correct standard errors (Newey–West, two-way clustering, Shanken for Fama–MacBeth); guard against data-snooping in factor/anomaly work; cluster at the assignment level.

### Branch T1 — Theoretical: assumptions, results, proof exposition

- **Assumptions**: state them economically; flag substantive vs. technical; discuss what breaks if each is relaxed.
- **Results**: lead with the proposition and its economic message, not the algebra; show it is **non-obvious** and **general** enough to matter.
- **Proof exposition**: keep proofs self-contained in an appendix with intuition in the body; proofs count against the **60-page cap**.
- **Numerical work**: report solver tolerances, convergence, and seeds (see `rof-replication-and-data-policy`).

## Anti-patterns

- TWFE on staggered treatment with no heterogeneity-bias discussion.
- An anomaly "discovered" via repeated sorts with no multiple-testing or out-of-sample discipline.
- A theory result that is true by assumption, dressed in heavy notation.
- Over-claiming a local empirical estimate as a universal law, or a knife-edge model as general.

## Output format

```
【Branch】empirical (E1) / theory (T1)
【Spine】identifying variation OR key assumption+result
【Diagnostics done / missing】[...]
【Inference / rigor】clustering & SE OR proof completeness
【Over-claim check】never exceeds design/model? [Y/N]
【Next step】rof-data-analysis
```

Attribution

brycewang-stanfordbrycewang-stanford
View sourceMore from brycewang-stanford →
SSkills DirectorySkills Directory

Your tool, in front of Claude Code builders.

3 founder slots · $299/mo · GSC-verified traffic · sponsors can never buy grades.

See placements

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments (0)

No comments yet. Be the first to comment!

SSkills DirectorySkills Directory

Your tool, in front of Claude Code builders.

3 founder slots · $299/mo · GSC-verified traffic · sponsors can never buy grades.

See placements

Related Skills

Caveman

Ultra-compressed communication mode that cuts output tokens while keeping technical accuracy. Levels: lite, full, ultra and the wenyan variants. Use for /caveman, "caveman mode", "talk like caveman", "be brief" or "less tokens".

1066601 votes

Hyperplan

Adversarial multi-agent planning skill. Self-orchestrates 5 hostile category members (unspecified-low, unspecified-high, deep, ultrabrain, artistry) via team-mode for ruthless cross-critique debate, distills only the defensible insights, then MANDATORILY hands the distilled insight bundle to the `plan` agent for executable plan formalization. Use when planning needs maximum rigor and surfacing of weak assumptions, blind spots, and over-engineering. Triggers: 'hyperplan', 'hpp', '/hyperplan', ...

686011 votes

Mcp Code Execution

Routes multi-tool workflows through MCP servers for large datasets and pipelines. Use when Bash tool overhead is limiting throughput on data-heavy tasks.

3351 votes

catchup

Recovers the conversation and failed tool calls of a previous Codex, Claude Code, Antigravity, Cline, Copilot CLI, Cursor, DeepSeek Harness, Kimi, OpenCode, Pi Agent, or ZCode session. Use when the user says "catch up", "what did the last session do", "get me up to speed", "I switched agents", asks to recover/summarize a previous session before continuing, or asks to diagnose or report a catchup failure. Do NOT use for the current conversation, git history, or any non-agent log.

651 votes

math-skill

A comprehensive mathematical reasoning skill for AI assistants — handles arithmetic to research-level problems with rigorous step-by-step reasoning, systematic verification, and transparent uncertainty handling

381 votes
View all in ai-agents →