Agent skill · Security

ier-robustness

Use when an International Economic Review (IER) result may be sensitive to specification, sample, functional form, calibration, or inference choices. Organizes robustness by threat to the load-bearing assumption; it does not run the regressions.

brycew6m878★ · +32/wk · 1 repos on radarProfile →
claude-codeMIT
Install
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-robustness --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 1
SKILL.md size: 10 KB
Bundled scripts: none
Path: International-Economic-Review-Skills/skills/ier-robustness/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 909 · +31 this week
Language: Stata
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Robustness Strategy (ier-robustness) ## When to trigger - The headline number is suspected to hinge on a functional-form choice (CES/log/quadratic) or a single calibrated parameter - A referee asks "is this robust?" and the draft answers with a mechanical appendix of re-runs - Inference looks fragile — few clusters, serial correlation, or numerically unstable standard errors - For a structural paper, the counterfactual moves a lot when you re-anchor an externally-set parameter - You need to know which robustness checks an IER referee will actually demand vs. which are noise ## The IER robustness principle: organize by threat, not by list IER referees reward robustness that is **tied to the load-bearing assumption** identified in `ier-theory-model`/`ier-identification`. A list of twenty re-runs reads as defensive; three checks that each retire a specific threat to the result read as confident. Build the robustness section as a threat map: | Threat to the result | The check that retires it | What "passing" looks like | |----------------------|---------------------------|----------------------------| | Functional form drives it | Re-do under an alternative class (e.g., non-CES prefe

What's inside
Steps it walks through
  1. When to trigger
  2. The IER robustness principle: organize by threat, not by list
  3. The sequence
  4. Robustness for theory and structural papers (not just applied)
  5. Worked example (illustrative)
  6. What goes in the main text vs. the online appendix
  7. The honesty premium
  8. Execution bridge (StatsPAI / Stata MCP)
  9. Checklist
  10. Anti-patterns
  11. Referee pushback mapped to the robustness fix
  12. Output format
More from Awesome-Journal-Skills
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About this skill
What does the ier-robustness skill do?

Use when an International Economic Review (IER) result may be sensitive to specification, sample, functional form, calibration, or inference choices. Organizes robustness by threat to the load-bearing assumption; it does not run the regressions.

How do I install it?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-robustness --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From brycewang-stanford/Awesome-Journal-Skills, a repository with 909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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