Fast Cars and Debutantes: Manufacturing-Induced Firm and Labor Outcomes in the South Público
Shelton, Davis (Spring 2025)
Abstract
The American South has emerged as a major hub for manufacturing investment, driven by its comparative advantages in labor costs, regulation, and infrastructure. This study investigates the impact of large-scale auto-manufacturing plant openings on firm and labor market outcomes across the region. Focusing on fourteen plants opened between 1981 and 2011, I use a Difference-in-Differences (DiD) framework and commuting zones as the geographic unit of analysis to estimate aggregate effects on firm density, employment, and real wages. The results show significant and persistent increases in the number of large firms and employment rates, consistent with agglomeration and clustering effects. Impacts on small firms are more heterogeneous, with evidence suggesting initial declines followed by recovery. Wage gains are modest but statistically significant, reflecting gradual labor market adjustments. These findings contribute evidence on the regional spillovers of industrial investment and provide a methodological framework for analyzing manufacturing-led growth in the American South.
Table of Contents
1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
2 Literature Review . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
3 Methodology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8
3.1 Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8
3.2 Model Specification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
3.2.1 Two-Way Fixed Effects (TWFE) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13
3.2.2 Extended Two-Way Fixed Effects (eTWFE) . . . . . . . . . . . . . . . . . . . . . . . . 14
3.2.3 Callaway and Sant’Anna Difference-in-Differences (CSDID) . . . . . . . 15
4 Results and Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16
4.1 Firm Effects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16
4.2 Labor Market Effects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19
4.3 Robustness . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20
4.3.1 Alternative Samples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21
4.3.2 Shifting Adoption Times . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23
4.3.3 Considering Construction Effects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
5 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26
6 Figures and Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 29
A Appendix . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 42
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