技能 数据科学 经济理论模型构建与严谨性指导

经济理论模型构建与严谨性指导

v20260724
ecj-theory-model
本指南旨在指导研究人员构建和完善经济学论文的理论模型或经济机制。它强调将实证结果与清晰、可检验的经济理论挂钩,涵盖了从最小模型设定到一般均衡检验的所有环节,是撰写顶尖经济学论文的关键参考。
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概览

Theory & Mechanism Model (ecj-theory-model)

When to trigger

  • A reduced-form result has no model or stated mechanism behind it ("what is the economics?")
  • A structural/theory paper's model exists but its assumptions or comparative statics are not disciplined
  • The empirical specification is not derived from, or connected to, any economic framework
  • A referee will ask which economic force drives the result and you cannot point to one

Why this matters at EJ

EJ publishes the full breadth of economics — theory and applied — and both are read for whether the economic argument is sound and of broad interest. A clean empirical effect with no mechanism is a half-paper here: EJ wants to know why, not only whether, because the "why" is what travels across fields and gives the result general relevance. The model need not be elaborate; a one- or two-equation framework that delivers a sharp, testable comparative static, explained so a generalist follows it, is often stronger than a baroque one. EJ's exposition premium applies to theory too — the economic intuition is stated in words before the algebra. If the contribution is purely methodological/econometric with no substantive economics, weigh The Econometrics Journal (also RES) instead of EJ.

Two modes:

  • Theory-led paper: the model is the contribution; empirics (if any) illustrate or test it.
  • Empirics-led paper: a compact model or explicit mechanism organizes the empirics, generates the prediction being tested, and gives the estimate its interpretation.

Building / disciplining the model

Minimal-model discipline (for empirics-led papers)

  • Write the smallest model whose comparative static is the empirical prediction. Tie one model object to one estimated coefficient.
  • State agents, their objective, the constraint, and what they optimize over. The economic logic — substitution, incentives, market clearing — should be visible to a non-specialist.
  • Derive the sign/shape prediction the data will test, and say what evidence would refute it.
  • Check the partial-equilibrium result against general equilibrium: does the effect survive when prices/quantities adjust elsewhere? If not, say so and bound it.

Full-model rigor (for theory-led / structural papers)

  • Assumptions: each one earns its place; flag which are substantive vs. technical convenience.
  • Existence/uniqueness of equilibrium where relevant; comparative statics stated as propositions.
  • Welfare analysis: who gains, who loses, and the efficiency benchmark.
  • Map structural parameters to identifying variation before estimation (hand off to ecj-identification).
  • Robustness of qualitative conclusions to the key assumptions; counterfactuals.

Consistency checks a referee runs

  • Do agents in the model behave optimally given prices and incentives?
  • Does the market clear, and does the result survive equilibrium adjustment?
  • Are there unmodeled selection or entry/exit margins that would overturn the conclusion?
  • Is the comparative static the paper tests actually a prediction of the model, or assumed?
  • Does the welfare claim follow from the model, or is it asserted?
  • Could a generalist economist follow the economic intuition without the appendix?

Checklist

  • An explicit model or written-down mechanism exists
  • One testable comparative static is derived and mapped to an estimated object
  • Optimization, incentives, and market clearing are visible in the logic
  • The economic intuition is stated in words before the algebra (EJ exposition bar)
  • General-equilibrium / selection feedback considered (or bounded if assumed away)
  • Assumptions labeled substantive vs. technical
  • Welfare / efficiency implications follow from the model, not asserted
  • The model is the smallest one that delivers the result (no gratuitous generality)

Anti-patterns

  • An empirical result with no model and no mechanism — "we find an effect" with no economic story
  • A model whose comparative statics are never connected to the data
  • Partial-equilibrium conclusions that ignore obvious GE feedback a referee will raise
  • A needlessly elaborate model that obscures rather than sharpens the economic point
  • Algebra with no verbal economic interpretation — fails EJ's exposition bar
  • Assumptions chosen for tractability that secretly drive the headline result
  • Welfare statements that do not follow from the stated objective function

Output format

【Mode】theory-led / empirics-led
【Core mechanism】the economic force in one sentence
【Model primitives】agents / objective / constraint
【Testable prediction】comparative static + the estimated object it maps to
【Intuition-before-algebra】stated in words? [y/n]
【GE / selection check】survives equilibrium adjustment? [y/n + note]
【Welfare】who gains/loses; efficiency benchmark
【Next】ecj-identification (to test it) or ecj-robustness
信息
Category 数据科学
Name ecj-theory-model
版本 v20260724
大小 5.2KB
更新时间 2026-07-28
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