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Oct 31, 2025 42 tweets 10 min read Read on X
The Labor Channel Is Not a Causal Driver of Inflation: VAR Evidence from the United States Image
Thus, inflation and wages are not driven by labor conditions; they respond to the credit cycle and the associated demand and price dynamics. The NK causal chain is reversed. Image
Contribution Image
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2. The Canonical New-Keynesian Model Image
2.3 Dynamic IS (Euler) Equation Image
Central Role of Labor in the NK System

Two core empirical claims are embedded: Image
3. Data, Empirical Strategy, and Identification Image
Why Services Inflation? Image
Baseline Empirical Approach Image
3.4 Identification Strategy Image
Hypotheses Tested Image
Estimation Tools Image
4. Empirical Results

Across all methods, the findings point to a unified conclusion: the labor channel does not causally drive wages or inflation. Image
4.2 Lead–Lag Correlations Image
4.3 Granger Causality Tests

Neither unemployment nor V/U predicts wages or inflation. Image
4.4 VAR Results

The causal chain runs from credit and demand conditions to prices and then to labor, not from labor to prices. Image
4.5 Local Projections

The labor channel is not dormant — it is absent. Image
4.8 Summary Causal Diagram

Empirical Verdict:
The NK chain is inverted and interrupted.
Slack neither drives wages nor prices.
Instead, slack follows price adjustments driven by credit and demand. Image
Inflation and wages are downstream of credit and demand, not labor-market slack.
The canonical NK transmission mechanism fails both theoretically and empirically. Image
5. Interpretation: Balance-Sheet Transmission and Policy Implications

Labor-market outcomes are responses, not initiators. Image
5.2 Why the NK Labor Mechanism Fails Image
5.3 Why Phillips-Curve Correlations Sometimes Look Valid Image
5.4 Policy Consequences

The labor market responds to inflationary cycles, not vice-versa Image
5.6 Avoiding Policy Error Image
5.8 A Model for the Modern Economy

Place labor market outcomes at the end of the chain, not the beginning Image
6. Conclusion

Using quarterly U.S. data from 1988–2024 and a comprehensive suite of empirical methods, we find no evidence supporting this mechanism. Instead, the data consistently show that credit expansion drives demand, services inflation responds first, and labor-market tightening and wage growth follow with lags.Image
A. Data Appendix Image
B. Econometric Appendix Image
C. Robustness Image
Table 1. Descriptive Statistics (1988Q1–2024Q2) Image
Table 2. Granger Causality Results Image
Table 3. VAR Significance Summary Image
Table 4. Local Projection (LP) Significance by Horizon Image
Image
Primary Causal Chain in the Data

Credit → Demand/Services Inflation → Labor Tightening → Wages Image
Reviewer Defense Note: Why NK Causality Is Rejected Image
Interpretation for Reviewers Image
Conclusion of Defense

Inflation and wages do not originate in labor slack.
They originate in credit-demand dynamics, with labor conditions responding ex-post. Image
The labor channel is not a causal driver of inflation or wage dynamics in the United States. Image
it is a direction-of-causality result. The NK mechanism does not hold except via incidental co-movement driven by upstream credit cycles. Image
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More from @JamesYo43532848

Feb 9
“NK models require fungible capital to avoid balance sheets — "

Non-fungible capital isn’t a hypothesis that needs testing — it’s the real-world condition.
Fungible capital is the modelling assumption, and once you drop it, balance sheets become unavoidable...

.. and the NK equilibrium story disappears.Image
Once capital is non-fungible, such exclusion is no longer valid, and New Keynesian models lose closure without explicit balance-sheet dynamics. Image
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Jan 23
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Jan 14
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A Balance-Sheet Theory of Inflation Control

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