Jpam writing style
Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的 Claude Code/Codex 期刊技能包,从选题、识别策略到表格规范与审稿回复全流程,助你快速发论文。
npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-writing-styleAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
What its author says it does
Copied from the file, not written here
Use when drafting or polishing the prose of a Journal of Policy Analysis and Management (JPAM) manuscript — a clear policy implication stated without overclaiming, legible to economists, political scientists, public-management scholars, and practitioners. Improves clarity and calibration; it does not change the analysis.
SKILL.md
5.4 KB, ~1.1k tokens by cl100k_base, as published. Nobody here has run it
Writing Style (jpam-writing-style)
The JPAM house voice is clear, calibrated, and decision-oriented. A JPAM paper earns its place by stating a policy implication the design actually supports — neither buried in hedges nor inflated beyond what was identified. Write for a reader who may be an economist, a political scientist, a public- management scholar, or a practitioner, and who wants to know: what did you find, how credible is it, and what should we do about it.
When to trigger
- Drafting the abstract, introduction, or the policy-implications / conclusion section
- A reviewer said the paper "overclaims," "buries the finding," or "isn't legible to non-economists"
- Calibrating the strength of the policy recommendation to the evidence
- Tightening jargon for the cross-disciplinary APPAM audience
The JPAM introduction arc
Policy problem & decision → what's known and the gap → the policy/program studied → the credible design (named as a tool) → the headline effect in policy units → the cost-benefit / distributional takeaway → the calibrated implication → brief roadmap. The reader should know the finding and what it means for
policy by the end of the first page.
Calibrated implication (the JPAM signature)
- State the implication, then bound it. "This program raised Y by Z; at a cost of C per recipient, the benefit-cost ratio is R" — followed by the scope conditions that govern whether it transfers.
- Match the verb to the design. A local RD estimate supports a claim about the threshold population, not the whole eligible pool. An ITT supports a claim about offering the program, not receiving it.
- Say what you cannot conclude. Naming the limits is persuasive at JPAM, not weak; an honest boundary protects the credible core from the overclaiming critique.
- No policy advocacy beyond the evidence. Recommend within what the estimate, cost-benefit, and external-validity conditions support.
Cross-disciplinary legibility
- Define field-specific jargon; do not assume the econ, PS, or PA reader shares your vocabulary.
- Lead with substance over method; the estimator is a tool, not the headline.
- Keep the abstract concrete: question, policy/program, design, finding, implication.
Checklist
- Finding and policy implication clear by the end of page one
- Implication calibrated to the estimand (local/ITT/LATE stated, not over-generalized)
- Scope conditions for transfer stated; limits named honestly
- Effects in policy-relevant units in the prose, not only standardized
- Jargon defined for a cross-disciplinary audience
- No advocacy beyond what the design + cost-benefit support
Anti-patterns
- Overclaiming: a sweeping policy recommendation from a local or imprecise estimate
- The opposite failure: burying a credible finding under so many hedges no implication survives
- Leading with the estimator instead of the policy question and finding
- Field jargon that locks out the other APPAM disciplines
- A conclusion that pivots to advocacy the evidence does not license
- An abstract that names the method but never the policy takeaway
Overclaim vs. calibrated (illustrative contrasts)
- Overclaim: "Our results show that this program should be adopted nationwide." → Calibrated: "Among the threshold population our RD identifies, the program raised Y by Z at a benefit-cost ratio of R; whether this extends to the full eligible pool depends on [scope condition]."
- Overclaim: "The policy works." → Calibrated: "Offering the program (ITT) raised Y by Z; because take-up was T%, the effect on participants is larger but less precisely estimated."
- Over-hedged (the opposite failure): burying a credible effect under so many caveats that no implication survives — JPAM wants the calibrated claim stated, not dissolved.
Calibration anchors (hedged)
- At JPAM, naming what you cannot conclude strengthens the paper — it is the credibility that earns the policy recommendation you can make.
- The Point/Counterpoint forum aside, JPAM is not an advocacy outlet; recommendations live inside the envelope of the estimand, the cost-benefit result, and the external-validity conditions.
- Write the abstract so a policymaker learns the finding and the takeaway; a method-only abstract misses JPAM's audience.
Output format
【Implication (calibrated)】what to do, bounded by the design
【Estimand match】local/ITT/LATE reflected in the verb? [Y/N]
【Scope + limits】transfer conditions and honest boundaries stated
【Units】effects in policy-relevant terms in prose? [Y/N]
【Legibility】jargon defined for econ/PS/PA readers? [Y/N]
【Next】jpam-transparency-and-data
Supplementary resources
../../resources/worked-examples/01-introduction.md— before→after JPAM introduction in house style../../resources/exemplars/library.md— JPAM papers that state calibrated implications