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Identify the best proxy for national occupation-level productivity shocks in the IV estimation

Determine which of the three instrumental-variable productivity-shock proxies—firm-level log productivity measured in the LIAB, industry-by-year fixed effects, and the leave-one-out sum of vacancies within the occupation-by-year cell—most effectively removes upward bias from national occupation-level productivity shocks in the leave-one-out IV estimate of the elasticity of log wages with respect to log labor market tightness, while preserving valid identification-relevant variation in log tightness.

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Background

The paper instruments log labor market tightness using a leave-one-out average across regions for the same occupation and year. While this approach addresses reverse causality and local productivity shocks, it can still be biased by national occupation-level productivity shocks correlated across regions.

To gauge this potential upward bias, the authors introduce three IV-compatible proxies to control for such shocks: (i) firm-level log productivity (from the LIAB), (ii) industry-by-year fixed effects, and (iii) the leave-one-out sum of vacancies within the occupation-by-year cell. Each proxy yields different elasticities (e.g., 0.010, 0.006, 0.004), but the authors note it is unclear which proxy best balances removing productivity-related bias without discarding valid variation in tightness. Consequently, they proceed with robustness and heterogeneity analyses based on the upper-bound baseline IV specification.

References

In the following, since it is a priori unclear which of our three proxies performs best (i.e., productivity is controlled for without eliminating other useful variation in tightness), we proceed with reporting robustness checks and heterogeneity analyses only for our baseline IV specification representing the upper bound.

Scarce Workers, High Wages? (2408.04508 - Börschlein et al., 8 Aug 2024) in Section 5 (Empirical Results), Productivity Shocks at the National Level