From jhr-skills
Sharpens JHR contribution claims for applied-microeconomics papers: frames policy relevance, translates magnitudes into natural units, and reconciles estimates with prior work.
How this skill is triggered — by the user, by Claude, or both
Slash command
/jhr-skills:jhr-contribution-framingThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
- The paper has credible estimates but the JHR contribution is not obvious
We study [policy-relevant empirical-micro question] using [data/design]. Relative
to [closest prior work], we [new variation/data/population/reconciliation] and
show [result with magnitude]. The findings matter for [policy or human-resource
outcome in the economics sense] because [mechanism].
JHR framing is strongest when the contribution paragraph does not merely say "we add evidence." Add a reconciliation sentence:
Our estimate differs from [prior estimate] because [sample/design/institution/period], and when we
re-estimate the prior specification on [shared sample or comparable sample], the gap narrows/widens in
the predicted direction.
If the paper cannot explain why its magnitude differs from prior work, the contribution is vulnerable
even when the design is credible. Route to jhr-data-analysis for comparative estimation.
Before finalizing the introduction, test the claim against four reviewer questions:
If the answer to any question requires an appendix table to be intelligible, the main contribution paragraph is not yet ready for JHR.
JHR contribution claims land when the coefficient is restated in the natural unit of the field, paired with a benchmark such as the control mean, cost per treated unit, or the closest prior estimate:
A claim like "enrollment rose 4.2 percentage points off a 31 percent base, comparable to halving posted tuition" is doing the venue's work for the reader.
Illustrative paper: staggered adoption of community-college tuition waivers across 23 states, 2014-2019, linked administrative enrollment and earnings records, Callaway-Sant'Anna ATT. All numbers are placeholders for the pattern.
| Draft symptom | Why JHR balks | Repair |
|---|---|---|
| "First to study X in setting Y" | Setting novelty alone is not a contribution | Say what the new variation identifies that prior settings could not |
| Sign-and-significance summary | JHR wants magnitudes a policymaker can use | Translate to natural units with a benchmark |
| No prior-estimate sentence | Misses the reconciliation expectation | Add the bridge sentence and cite the comparative table |
| Policy claim broader than the estimand | External-validity overreach flagged by referees | Scope to compliers or adopters and state what does not travel |
[One-sentence contribution] ...
[Policy relevance] ...
[Prior-work reconciliation] ...
[Magnitude] ...
[Boundary] ...
[Next step] jhr-tables-figures
npx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin jhr-skillsPositions a Journal of Human Resources manuscript against applied microeconomics and policy literatures, reconciling estimates with prior work via comparative specifications and a reconciliation map.
Frames the marginal contribution of a JOLE manuscript for a general labor-economics audience. Use when the contribution is unclear, over-claimed, or under-articulated.
Sharpens the contribution framing of JPubE manuscripts by tying estimates to policy-relevant parameters, welfare verdicts, or theoretical advances in public finance.