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. Author manuscript; available in PMC: 2020 Jul 27.
Published in final edited form as: Soc Sci Res. 2018 Oct 19;78:41–56. doi: 10.1016/j.ssresearch.2018.10.011

Table 3.

Effects of state unionization on log weekly wages for fulltime, nonunion workers in the private sector, 1977-2015

Men Women
State-level measures
Public sector unionization .049 (.045) .136** (.045)
Private sector unionization .275 (.146) .079 (.145)
Proportion of workforce in public sector −.325 (.183) −.344 (.207)
Lagged employment rate −.084 (.245) −.222 (.275)
GDP .076*** (.010) .062*** (.012)
GDP growth −.185*** (.026) −.129*** (.023)
Proportion with at least a BA .726*** (.123) .833*** (.123)
Risk of automation .186*** (.046) .068 (.054)
Proportion in manufacturing −.112 (.114) .037 (.128)
Individual-level controls
Race (ref.=white)
 Black −.170*** (.005) −.076*** (.006)
 Hispanic −.199*** (.014) −.132*** (.013)
 Other −.101*** (.009) −.053*** (.008)
 Missing −.019*** (.005) −.007 (.009)
Experience .039*** (.001) .024*** (.000)
Experience squared −.001*** (.000) −.000*** (.000)
Education (ref.=less than HS)
 HS .147*** (.006) .125*** (.008)
 Some college .243 *** (.007) .220*** (.009)
 At least 4 years of college .502*** (.010) .459*** (.011)
Hours worked per week .020*** (.000) .026*** (.000)
Metro (ref.=in city)
 In rest of SMSA −.096*** (.007) −.124*** (.007)
 Not in SMSA −.041** (.013) −.086*** (.012)
Region (ref.=northeast)
 North central −.004 (.017) −.005 (.014)
 South .021 (.018) .023 (.018)
 West .061*** (.016) .055*** (.016)
Intercept 4.611*** (.258) 4.864*** (.282)
N 1,202,178 1,033,069
Number of parameters 86 86
R2 .514 .519

Notes: Robust standard errors clustered by state are in parentheses. All models also include year and occupation fixed-effects. Statistical significance (two-tailed tests) is indicated by:

***

p<.001

**

p<.01

*

p<.05.