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

Jole Topic Selection

ASecurity

Use when deciding whether a research question fits the Journal of Labor Economics (JOLE) — a general-interest labor-economics quarterly — and how to frame it so it matters to labor economists broadly, not just one niche. Tests fit; it does not run the analysis.

1,052 stars
0 votes
0 copies
0 views
Added 6/5/2026
ai-agentsapi

Works with

api

Security Analysis

A100/100

Scanned 6/5/2026

Install to Claude Code

$npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill jole-topic-selection --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Jole Topic Selection?

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

Security grade badge for Jole Topic Selection
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/brycewang-stanford-jole-topic-selection/badge)](https://www.skillsdirectory.com/skills/brycewang-stanford-jole-topic-selection)

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

Download with Pro
Files
SKILL.md
---
name: jole-topic-selection
description: Use when deciding whether a research question fits the Journal of Labor Economics (JOLE) — a general-interest labor-economics quarterly — and how to frame it so it matters to labor economists broadly, not just one niche. Tests fit; it does not run the analysis.
---

# Topic Selection (jole-topic-selection)

## When to trigger

- You have data or a result but are unsure it is a JOLE-fit labor question
- The question feels narrow ("so what for labor economics?" is unclear)
- You are choosing among several possible angles on the same dataset
- You need to decide between JOLE and a non-labor general-interest journal

## The JOLE scope bar

JOLE is a general-interest, peer-reviewed **quarterly** for **labor economics** — the study of behavior and outcomes in labor markets — and the official journal of the **Society of Labor Economists (SOLE)**. It publishes both **theoretical and applied/empirical** work. In-scope core topics:

- **Wages, earnings, and inequality** (returns to skill, wage structure, firm pay premia)
- **Employment and unemployment** (job search, matching, separations, labor demand)
- **Human capital and education** (schooling, training, returns, skill formation)
- **Labor supply and demand** (hours, participation, elasticities)
- **Household and family economics** (intra-household allocation, fertility, marriage and work)
- **Discrimination** (race, gender, taste-based vs. statistical)
- **Unions and labor-market institutions** (collective bargaining, minimum wages)
- **Migration and immigration** (labor-market effects, selection, assimilation)
- **Labor-market policy** (UI, EITC, employment protection, active labor-market programs)

The fit test is not "is this about workers?" but **"would a labor economist outside my subfield find the answer first-order?"** JOLE rewards a clean labor question with credible identification and a lesson that travels beyond the specific setting.

## Fit diagnostics

- **Labor-first, not labor-adjacent.** A finance or macro paper that mentions employment is usually a better fit elsewhere; a labor paper using a macro shock for identification can fit JOLE if the question is about the labor market.
- **General-interest within labor.** A result of interest only to one narrow literature (e.g., a parameter for a single program with no broader lesson) is off-fit; a field journal or specialty outlet may fit better.
- **Theory or empirics both welcome — but disciplined.** A theoretical labor paper needs a labor-economic payoff; an empirical one needs credible identification and replicable data (JOLE publishes empirical work only if data are documented and available).
- **Travels beyond the setting.** State the lesson a labor economist takes away even if they never study your exact country/policy/firm.

## Sharpening the question

1. Write the question in one sentence a labor economist in another subfield would care about.
2. Name the **margin** (wages? employment? hours? human capital? matching?) the paper moves.
3. Name the **identifying variation** that lets you answer it credibly (preview of jole-identification-strategy).
4. State the **broader labor lesson** in one sentence ("beyond this reform/firm/country").
5. Sanity-check against JOLE's word economy (~20,000 words) — a question that needs a 60-page treatment may be two papers.

## Checklist

- [ ] The question is squarely **labor economics**, not labor-adjacent
- [ ] It is **general-interest within labor**, not niche-only
- [ ] The margin (wages / employment / human capital / supply / etc.) is named
- [ ] A credible identifying variation exists (or a disciplined theoretical contribution)
- [ ] The empirical core is replicable (data documented and available)
- [ ] The broader labor lesson "beyond this setting" is statable in one sentence

## Anti-patterns

- A labor-adjacent paper (finance/macro/IO) dressed as labor with no labor question at its core
- A narrow program evaluation with no lesson beyond the program
- "It's about workers" as the entire fit argument
- An empirical question whose data could never be made available for replication
- A scope so large it cannot be argued within JOLE's word economy

## Output format

```
【Labor question】one sentence:
【Margin】wages / employment / human capital / supply / family / discrimination / institutions / migration
【Identifying variation】preview:
【General-interest within labor?】[Y/N] — why
【Broader labor lesson】one sentence:
【Verdict】JOLE-fit / refocus / try a field journal
【Next step】jole-literature-positioning
```

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 →