From jpube-skills
Sharpens the contribution framing of JPubE manuscripts by tying estimates to policy-relevant parameters, welfare verdicts, or theoretical advances in public finance.
How this skill is triggered — by the user, by Claude, or both
Slash command
/jpube-skills:jpube-contribution-framingThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
- The intro lists results but never states the contribution in one sentence
JPubE judges a paper by what it adds to our understanding of the economic role of government — the legacy of Atkinson's founding mandate and the standard the Hendren–Kopczuk editorial team applies. A coefficient is not a contribution; a policy-relevant parameter, mechanism, or welfare conclusion is. The strongest JPubE contributions take one of these shapes:
A public-finance referee scores a framing on whether the estimated object earns a normative reading.
| Framing as written | Referee reads it as | Upgrade move |
|---|---|---|
| "Significant effect of the reform on earnings" | A reduced-form fact | Name the sufficient statistic the earnings response identifies |
| "Elasticity of taxable income is 0.3" | A parameter, but for what? | Feed it into a Saez optimal-top-rate or DWL statement |
| "Take-up rose by 8 points" | Descriptive program fact | Convert to an MVPF numerator/denominator term |
Desk-reject framing tells: a coefficient with no policy lever; a welfare claim asserted, not derived; a government-role angle bolted onto a labor/IO core.
A draft estimates bunching at a progressive-schedule kink, with excess mass implying a taxable-income elasticity of e = 0.25 (illustrative). The abstract said only "we find significant bunching" — a fact, not a contribution. The fix runs this skill's rules: state the parameter and its use ("e = 0.25 is the sufficient statistic for the marginal deadweight loss of raising the kink rate"); name the counterfactual (a 5-point bracket-rate increase); quantify stakes (marginal DWL scales with e·t/(1−t), so the same revenue carries a higher efficiency cost than a t-only reader expects — magnitudes illustrative). Contribution sentence: "We recover the taxable-income elasticity at a salient kink and map it to the deadweight cost of the bracket reform it disciplines."
【Contribution】one sentence (parameter / mechanism / welfare verdict)
【Policy lever】[...]
【Welfare mapping】DWL / MVPF / sufficient stat / optimal-tax / none-yet
【Stakes】revenue / welfare / distribution quantified? [Y/N]
【Scope honesty】external-validity note for international readers
【Next step】jpube-literature-positioning
npx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin jpube-skillsPositions a JPubE manuscript against the public-finance literature — naming the frontier paper, stating the delta, and connecting estimates to optimal-policy frameworks.
Sharpens the contribution claim of a JME manuscript to survive desk screen and single-blind review. Frames results as first-order monetary-economics contributions with a clear policy lesson.
Positions a manuscript's contribution against the policy-evaluation literature for AEJ: Economic Policy. Sharpens the policy answer and stakes the welfare or cost-benefit reading.