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. 2022 Nov;112(11):1676–1684. doi: 10.2105/AJPH.2022.307022

TABLE 2—

Models of Predictors of Unionization (Model 1) and Weekly Earnings (Model 2): United States, IPUMS CPS, 2010–2020

Unionization (Model 1), OR (95% CI) Logged Inflation-Adjusted Weekly Earnings (Model 2), b (95% CI)
Unionized . . . 0.076 (0.050, 0.102)
Demographic variables
Female (Ref = male) 0.797 (0.674, 0.943) −0.130 (−0.154, −0.106)
Race/ethnicity
 White 0 (Ref) 0 (Ref)
 Black 1.938 (1.636, 2.296) −0.097 (−0.119, −0.076)
 Hispanic 1.280 (1.066, 1.537) −0.043 (−0.066, −0.020)
 Asian or another race 1.322 (1.048, 1.668) 0.002 (−0.031, 0.035)
Born in the United States 1.054 (0.896, 1.240) 0.051 (0.030, 0.073)
Age 1.102 (1.052, 1.155) 0.016 (0.010, 0.022)
Age squared 0.999 (0.999, 1.000) −0.000 (−0.000, −0.000)
Education
High school or less 0 (Ref) 0 (Ref)
Some college 1.103 (0.943, 1.291) 0.108 (0.090, 0.127)
Associate degree 1.097 (0.924, 1.304) 0.137 (0.117, 0.156)
4-year college degree or higher 1.131 (0.936, 1.366) 0.308 (0.281, 0.336)
Region
Northeast 0 (Ref) 0 (Ref)
Midwest 0.464 (0.385, 0.558) −0.059 (−0.083, −0.035)
South 0.124 (0.099, 0.154) −0.060 (−0.082, −0.037)
West 0.873 (0.748, 1.019) −0.010 (−0.034, 0.014)
Other statistics
Constant 0.014 (0.005, 0.040) 6.087 (5.959, 6.215)
Survey observations, no. 67 100 66 706
R 2 . . . 0.094

Note. IPUMS CPS = Integrated Public Use Microdata Series Current Population Survey. “Unionized” indicates both workers who belong to a union and those who are covered by a union contract. Dummy variables for year were included in the model but are not shown in Table 2. The odds of being a union member were significantly higher in 2013 compared with 2010 (OR = 1.432; P < .001). Wages were significantly lower in 2012 and 2014 (b = −0.035 and −0.046, respectively; P < .05) compared with 2010, and significantly higher in 2020 (b = 0.055; P < .001) compared with 2010.