jhe-writing-style
GitHub针对JHE期刊优化摘要、引言及制度背景写作，强调政策相关性、因果识别可信度与福利含义，避免过度宣称或模糊表述。
Trigger Scenarios
Install
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-writing-style -g -y
SKILL.md
Frontmatter
{
"name": "jhe-writing-style",
"description": "Use when the prose of a Journal of Health Economics (JHE) manuscript buries the question or the policy stakes — abstract, introduction, and the institutional setup. Shapes the writing so a health economist sees the contribution fast; it does not establish results or build exhibits."
}
Writing Style (jhe-writing-style)
When to trigger
- The abstract states what you did but not what is new for health economics or why a policymaker should care
- The introduction takes a page to reach the question
- The institutional setup is missing, so the reader cannot judge whether the variation is credible
- The paper reads as generic applied micro and could be about any market, not health
The JHE voice
JHE prose is policy-relevant causal writing with institutional grounding. The reader is a health economist who wants three things fast: the health-system question, the credible estimate, and the policy or welfare lesson. The house voice is precise and institutionally literate — it names the program, the payment rule, the market — not breezy and not a methods showcase. Because review is single-anonymized, you write as an identified author to a specialist audience; the goal is to make the contribution and its institutional credibility obvious, not to obscure scope.
Where the writing must work hardest
Abstract (1–7 keywords required; abstract length 待核实 — re-check the guide)
- Sentence 1: the health-economics question and why it matters now.
- Sentence 2: the setting and source of variation (name the program/market).
- Sentence 3: the headline estimate with its sign and magnitude.
- Sentence 4: the mechanism / interpretation.
- Sentence 5: the policy or welfare implication. Avoid jargon a policy reader cannot parse.
Introduction (the funnel)
- Open on the policy/health stake, not the literature.
- State the question in one sentence by the end of paragraph one or two.
- Name the setting and identifying variation early — JHE readers judge credibility from institutions.
- State the headline result with its number in the intro; do not make readers wait.
- Three-part contribution: what is new empirically, what is new for the mechanism, what it means for policy.
- Roadmap kept short.
Institutional section (a JHE signature)
Devote real space to how the program/market actually works — eligibility, payment, timing, the rule that generates your variation. This is not throat-clearing; it is where a health economist decides whether to believe the design.
Calibrating the policy claim in prose
JHE prose lives or dies on scope discipline — claiming exactly what the design identifies, in words. The most common overreach is treating utilization or coverage language as welfare language. Write the verb that matches the estimand: a coverage expansion "raised take-up," "shifted who pays," or "increased preventive visits" — it "improved welfare" only if a model says so. Magnitudes should be in policy-legible units: percentage-point changes in coverage, dollars of spending, lives or QALYs only if estimated. Avoid the two extremes JHE referees dislike — breathless overclaiming and hedged mush that never states a number.
Reporting conventions that signal a health economist wrote this
- Report standard errors with clustering, not just stars; name the clustering level in prose when it matters for inference.
- Quote effects relative to a base ("a 4.1pp rise from a 62% baseline"), since health economists read magnitudes against utilization/coverage rates.
- Handle skewed spending honestly in the text — note the estimator and that the mean can understate tail effects.
- Use the field's vocabulary precisely: moral hazard, adverse vs. advantageous selection, take-up, crowd-out, intensive vs. extensive margin — misusing these signals an outsider.
- Define program-specific acronyms on first use (DRG, ACO, FFS, DUA) — JHE is international, and not every reader shares the US institutional shorthand.
Checklist
- Abstract states question, variation, magnitude, mechanism, and policy lesson in plain language
- 1–7 English keywords selected (检索于 2026-06；以官网为准)
- Introduction reaches the question within the first page
- The headline number appears in the introduction, not only in Section 5
- The institutional setting is described concretely enough to judge the variation
- Contribution stated as empirical + mechanism + policy, not "we extend the literature"
- Prose names the health-system specifics; it could not be about a generic market
Anti-patterns
- Burying the institutional setup so deep that the design's credibility never registers
- An abstract that lists methods but never states the policy lesson
- An introduction that opens on a literature gap instead of the health/policy stake
- Hiding the headline estimate until the results section
- Skimping on the institutional section so referees cannot judge the design
- Generic applied-micro prose with the health setting interchangeable
- Overclaiming welfare in the abstract when the design identifies only a coverage/utilization effect
Worked vignette (illustrative)
A draft opens: "A large literature studies insurance and utilization. We contribute to it." A health economist learns nothing. The JHE rewrite opens on the stake — "Whether expanding public coverage raises appropriate care or merely shifts who pays is central to Medicaid policy" — states the question, names the staggered state expansions as the variation in sentence three, and gives the number: "Take-up rose 4.1pp (s.e. 1.0), concentrated in preventive visits, with no detectable change in inpatient intensity." The contribution is then empirical (identified take-up by margin), mechanistic (preventive vs. acute), and policy (which margin the expansion actually moved). The reader knows in one paragraph what the paper is and why it matters.
Output format
【Journal】Journal of Health Economics
【Skill】jhe-writing-style
【Abstract】question + variation + magnitude + mechanism + policy? [Y/N]
【Intro funnel】question by page 1; headline number in intro? [Y/N]
【Institutional section】setting concrete enough to judge the design? [Y/N]
【Contribution】empirical + mechanism + policy stated? [Y/N]
【Voice】institutionally literate, not generic applied micro? [Y/N]
【Next skill】jhe-replication-package
Handoff boundary
This is a late-stage polish; it makes the settled result land, it does not change the science. Do not rewrite the introduction before identification, the headline estimate, and the exhibits have stabilized — prose written around a moving number has to be redone. When the abstract and intro carry the question, the number, and the policy lesson cleanly, hand off to jhe-replication-package to assemble the deposit and Data Availability Statement.
Version History
- 1839142 Current 2026-07-05 13:41
