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Okun's Law sources, papers, and evidence trail
Primary papers, model variants, source notes, and review signals behind the Okun's Law page.
Okun's Law references
Academic and research sources
Peer-reviewed papers, books, and research used to ground model mechanisms or contested interpretations.
[S1] Cowles Foundation Paper 190
Potential GNP: Its Measurement and Significance
Okun's original output-gap and unemployment-gap link.
Academic - Cowles Foundation Paper 190 - dated 1962
Working papers
Staff papers, NBER-style drafts, and research notes used where the live literature has not fully settled.
[S2] NBER
Okun's Law: Fit at Fifty?
Ball, Leigh, and Loungani on cross-country stability and variation.
Working paper - NBER - dated 2013
Research footing
Evidence and data
Use unemployment, hours, participation, productivity, potential output, and revisions. The coefficient should be estimated for the country and period.
Calibration or measurement
The Okun coefficient is reduced-form. It moves with labor hoarding, participation behavior, productivity, sector mix, and labor-market institutions.
Boundaries
- The relation is not a causal theory of recessions.
- Hysteresis can move the natural rate after a long slump.
- Real-time potential-output estimates can be heavily revised.
Use guidance
- When sufficient
- Rough cross-country or cross-cycle translation between output gaps and unemployment gaps at annual or quarterly frequency in a stable labor market. When potential output and the natural unemployment rate are both well-estimated and the labor force is not undergoing a structural shift, Okun's coefficient provides a quick cyclical check on whether the output and labor-market stories are consistent (Okun 1962; Ball, Leigh, and Loungani 2013).
- When sketch only
- Do not use where the labor market is undergoing structural change. Labor-force participation shifts, sectoral reallocation, and hysteresis after a deep recession can all move the coefficient. It is a reduced-form correlation, not a causal theory: a recession causes both the output fall and the unemployment rise; the relationship does not explain either.
- When to switch
- Switch to a search-and-matching model (Mortensen-Pissarides) when job-creation and job-destruction margins are the object of interest. Switch to a hysteresis-augmented Phillips curve or a model with state-dependent natural-rate estimation when a long slump has plausibly shifted the structural unemployment rate.
- Falsification signal
- The post-2009 US jobless recovery showed unemployment falling slowly even as output recovered, implying a much flatter Okun coefficient than historical norms. The post-2020 recovery reversed the pattern: output rebounded before employment, then employment came back faster than the output gap predicted. A sustained decoupling that persists across multiple cycles in the same country would suggest the coefficient has shifted structurally.
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