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.
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.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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
- When to trigger
- The IER robustness principle: organize by threat, not by list
- The sequence
- Robustness for theory and structural papers (not just applied)
- Worked example (illustrative)
- What goes in the main text vs. the online appendix
- The honesty premium
- Execution bridge (StatsPAI / Stata MCP)
- Checklist
- Anti-patterns
- Referee pushback mapped to the robustness fix
- Output format
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.