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. Author manuscript; available in PMC: 2024 Mar 28.
Published in final edited form as: Soc Sci. 2017 Feb 4;6(1):12. doi: 10.3390/socsci6010012

Table 3.

OLS and Ordered Logistic Regression Models Predicting Workplace Experience Measures with LGBT Status and Controls (N = 37,219).

Treatment as Employees Measures
Success Fostered Transparent Evaluations Adequate Resources Respected by Supervisor Diversity Supported
B S.E. B S.E. B S.E. B S.E. B S.E.
LGBT −0.115 * 0.046 −0.084 0.043 −0.162 *** 0.046 −0.074 0.046 −0.147 * 0.066
Female 0.035 ** 0.013 0.005 0.013 0.011 0.013 −0.031 * 0.014 −0.029 * 0.012
REM 0.008 0.015 −0.017 0.014 0.081 *** 0.015 −0.035 * 0.014 −0.134 *** 0.014
Supervisor 0.203 *** 0.014 0.130 *** 0.014 −0.048 ** 0.016 0.153 *** 0.011 0.216 *** 0.011
Tenure −0.060 *** 0.011 −0.075 *** 0.011 −0.066 *** 0.010 −0.041 *** 0.010 −0.079 *** 0.009
EPA −0.018 0.017 0.067 *** 0.017 −0.173 *** 0.017 0.056 *** 0.015 0.058 *** 0.015
NSF 0.064 * 0.027 0.079 ** 0.028 −0.088 ** 0.029 0.029 0.026 0.037 0.025
NASA 0.267 *** 0.011 0.226 *** 0.012 0.177 *** 0.012 0.164 *** 0.010 0.246 *** 0.010
NRC 0.185 *** 0.015 0.149 *** 0.017 0.218 *** 0.017 0.111 *** 0.014 0.187 *** 0.014
DOT 0.004 0.015 0.071 *** 0.015 0.046 ** 0.014 0.022 0.014 0.019 0.013
Constant 2.485 *** 0.027 2.577 *** 0.027 2.369 *** 0.025 2.750 *** 0.025 2.69 *** 0.022
Workplace Satisfaction Measures
Personal Satisfaction Satisfactory w/Working Conditions Employee Empowerment Procedures Satisfaction Overall Job Satisfaction^
B S.E. B S.E. B S.E. B S.E. B S.E.
LGBT −0.049 0.026 −0.080 0.045 −0.115 * 0.046 −0.140 ** 0.050 −0.379 * 0.153
Female 0.011 0.008 0.002 0.011 0.037 ** 0.013 0.017 0.013 0.078 0.044
REM 0.018 * 0.008 0.028 * 0.012 0.042 ** 0.015 0.046 ** 0.015 0.081 0.048
Supervisor 0.098 *** 0.009 0.128 *** 0.011 0.274 *** 0.015 0.243 *** 0.016 0.505 *** 0.054
Tenure −0.029 *** 0.006 −0.058 *** 0.008 −0.102 *** 0.011 −0.092 *** 0.010 −0.229 *** 0.035
EPA −0.002 0.012 0.035 * 0.011 0.040 * 0.017 −0.037 * 0.016 −0.020 0.053
NSF 0.044 * 0.019 0.064 *** 0.017 0.057 * 0.028 0.003 0.027 0.105 0.093
NASA 0.096 *** 0.008 0.169 *** 0.008 0.386 *** 0.012 0.303 *** 0.011 0.695 *** 0.041
NRC 0.073 *** 0.012 0.152 *** 0.010 0.267 *** 0.017 0.233 *** 0.016 0.514 *** 0.061
DOT 0.059 *** 0.010 −0.014 0.011 0.009 0.015 0.030 * 0.015 0.279 *** 0.049
Constant 2.728 *** 0.015 2.686 *** 0.020 2.296 *** 0.027 2.280 *** 0.026 N/A N/A

Notes: DOE is the comparator category for the agency. REM = Racial/ethnic minority status. Columns report unstandardized coefficients (and Std. Errors) from regression models.

p < 0.10,

*

p < 0.05,

**

p < 0.01,

***

p < 0.001 (two-tailed test),

^

indicates ordered logit models; all other models are OLS regressions.