jppm-theory-development

GitHub

指导撰写JPP&M论文的政策杠杆理论,分析政策工具如何影响消费者、企业及监管方行为,推导异质性与非预期后果。

Journal-of-Public-Policy-and-Marketing-Skills/skills/jppm-theory-development/SKILL.md brycewang-stanford/Awesome-Journal-Skills

Trigger Scenarios

预测政策有效但缺乏作用机制解释 假设忽略利益相关者对规则的反应 未理论化非预期后果或异质性效应

Install

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jppm-theory-development -g -y
More Options

Non-standard path

npx skills add https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Policy-and-Marketing-Skills/skills/jppm-theory-development -g -y

Use without installing

npx skills use brycewang-stanford/Awesome-Journal-Skills@jppm-theory-development

指定 Agent (Claude Code)

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jppm-theory-development -a claude-code -g -y

安装 repo 全部 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --all -g -y

预览 repo 内 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --list

SKILL.md

Frontmatter
{
    "name": "jppm-theory-development",
    "description": "Use when building the conceptual backbone of a Journal of Public Policy & Marketing (JPP&M) manuscript — theorizing why a policy lever changes marketplace behavior, for whom, and with what unintended effects. Builds the theory of the lever; it does not design the studies (jppm-methods)."
}

Theory Development (jppm-theory-development)

When to trigger

  • The paper predicts "the policy will work" without an account of why or through what
  • Hypotheses ignore how firms, platforms, or intermediaries will respond to the rule
  • Reviewers could ask "why would this effect differ for vulnerable consumers?" and you have no answer
  • Unintended consequences (boomerang, substitution, information overload) are plausible but untheorized
  • You have a mechanism story from consumer psychology but no bridge to a policy instrument

What "theory" means at JPP&M

JPP&M does not demand a novel psychological process the way JCP does, and it is not a theory-only outlet like AMR. Its bar is a theory of the policy lever: a disciplined account of how a specific instrument — a mandated disclosure, a marketing restriction, a default, a tax, an enforcement action — propagates through the marketplace to change welfare-relevant outcomes. Good JPP&M theorizing is usually middle-range: it borrows constructs from consumer research, economics of information, or regulatory-focus and protection-motivation traditions, and assembles them around the instrument. The payoff is predictions a policy analyst could not have written down: who responds, who doesn't, what the instrument's format does, and where behavior leaks around the rule.

Theorize all three sides of the exchange

A regulation touches consumers, firms, and the regulator itself. The strongest JPP&M frameworks make at least two of the three explicit:

  1. Consumer side — attention, comprehension, trust, reactance. Why would a warning change behavior rather than be ignored, discounted, or trigger boomerang effects (a risk long documented in the warning-label literature, e.g., Stewart and Martin 1994, JPP&M)?
  2. Firm side — strategic response: reformulation, repositioning, disclosure obfuscation, shifting marketing spend to unregulated channels. A rule that "works" in the lab can be neutralized in the market.
  3. Regulator side — instrument choice and enforcement capacity: mandated format versus safe harbor, ex ante rule versus ex post case-by-case enforcement.

From mechanism to policy-relevant hypotheses

  • Make the instrument a variable, not a constant. Hypothesize over its design space (icon vs. text warning, opt-in vs. opt-out default, threshold levels), because the design space is what a regulator decides.
  • Derive heterogeneity from welfare, not curiosity. The moderators that matter are the ones that define vulnerable populations — low literacy or numeracy, financial fragility, children, communities targeted by predatory marketing. "The effect is weaker for those the policy most intends to protect" is a first-order JPP&M finding.
  • Predict the unintended consequence. Licensing effects of health halos, substitution to worse products, overload from disclosure proliferation, chilling of beneficial marketing. Theorizing these ex ante converts a limitation into a contribution.
  • State the counterfactual logic in the theory. For evaluations: what would the outcome have been absent the policy, and why does your comparison group approximate it? The identification argument begins as a conceptual claim.

Framework archetypes JPP&M rewards

Archetype Contribution shape
Instrument-design theory Which format/dose of the intervention works, and why (e.g., evaluative vs. numeric labels)
Vulnerability theory Why a marketplace practice or policy differentially harms/protects an identified group
Firm-response theory How strategic marketing reactions amplify or undo the regulation
Unintended-consequences theory The behavioral pathway by which a well-meant rule backfires
Policy-transfer theory Conditions under which evidence from one domain (tobacco) generalizes to another (sugary drinks)

Checklist

  • The policy instrument is defined precisely (who mandates what, on whom, enforced how)
  • The causal pathway from instrument to welfare outcome is spelled out step by step
  • At least two of the three exchange sides (consumer / firm / regulator) are theorized
  • Heterogeneity hypotheses target policy-relevant (vulnerable) subgroups
  • At least one plausible unintended consequence is theorized, not just conceded
  • For evaluations, the counterfactual logic is stated as a theoretical claim

Anti-patterns

  • Lever-free theory: elegant consumer psychology with no instrument anyone controls
  • Compliance fantasy: assuming firms implement the rule as written, with no strategic response
  • Curiosity moderators: heterogeneity chosen for novelty rather than welfare relevance
  • Advocacy dressed as theory: premises selected to guarantee the preferred policy conclusion
  • Borrowed-framework wallpaper: invoking protection motivation or construal level as labels without deriving anything from them

Output format

【Instrument】the lever, precisely (mandate / restriction / default / tax / enforcement)
【Pathway】instrument → marketplace response → welfare outcome, step by step
【Exchange sides】consumer / firm / regulator accounts included
【Heterogeneity】which vulnerable subgroups, and the predicted direction
【Unintended consequence】the theorized backfire or leakage channel
【Next skill】jppm-literature-positioning

Version History

  • 9f86f09 Current 2026-07-19 16:48

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2026-07-19 16:48

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