Skip to main content
. Author manuscript; available in PMC: 2021 Dec 10.
Published in final edited form as: Rural Sociol. 2019 Jun 17;85(2):275–315. doi: 10.1111/ruso.12290

Table A4.

Linear probability models predicting metro underemployment (yes=1), 1968–2017

Base
Region F.E.
Demographic
Full
B S.E. B S.E. B S.E. B S.E.
Ethnorace
 White (ref.)
 Black .133*** .005 .135*** .005 .092*** .004 .095*** .004
 Hispanic .155*** .004 .152*** .004 .094*** .004 .091*** .004
 Other .031*** .006 .027*** .006 .034*** .006 .029*** .006
Period
 1968–1972 −.022*** .002 −.023*** .002 −.077*** .002 −.078*** .002
 1973–1977 .003 .002 .002 .002 −.052*** .002 −.053*** .002
 1978–1982 .000 .002 −.001 .002 −.052*** .002 −.053*** .002
 1983–1987 .023*** .002 .023*** .002 −.022*** .002 −.023*** .002
 1988–1992 .000 .002 .000 .002 −.032*** .002 −.032*** .002
 1993–1997 (ref.)
 1998–2002 −.032*** .002 −.032*** .002 −.027*** .002 −.027*** .002
 2003–2007 −.021*** .002 −.021*** .002 −.017*** .002 −.016*** .002
 2008–2012 .024*** .002 .024*** .002 .029*** .002 .029*** .002
 2013–2017 −.003 .002 −.003 .002 .003 .002 .004* .002
Ethnorace*Period
 Black*68–72 −.013* .007 −.014* .007 −.012 .006 −.013* .006
 Black*73–77 −.018** .007 −.018** .007 −.015* .006 −.015* .006
 Black*78–82 .016* .007 .015* .007 .015* .006 .015* .006
 Black*83–87 .031*** .007 .031*** .007 .027*** .006 .027*** .006
 Black*88–92 .010 .007 .009 .007 .008 .006 .007 .006
 Black*93–97 (ref.)
 Black*98–02 −.029*** .006 −.029** .006 −.025*** .006 −.025*** .006
 Black*03–07 −.032*** .006 −.032*** .006 −.027*** .006 −.027*** .006
 Black*08–12 −.016** .006 −.015* .006 −.011 .006 −.011 .006
 Black*13–17 −.016** .006 −.016* .006 −.011* .006 −.011 .006
 Hispanic*68–72 −.079*** .011 −.076** .011 −.046 .010 −.025*** .006
 Hispanic*73–77 −.085*** .007 −.084*** .007 −.054*** .007 −.043*** .010
 Hispanic*78–82 −.064*** .006 −.063*** .006 −.039*** .006 −.053*** .007
 Hispanic*83–87 −.036*** .006 −.035*** .006 −.017*** .006 −.037** .006
 Hispanic*88–92 −.026*** .006 −.026*** .006 −.014** .006 −.016* .006
 Hispanic*93–97 (ref.)
 Hispanic*98–02 −.033*** .005 −.032*** .005 −.035*** .005 −.034*** .005
 Hispanic*03–07 −.052*** .005 −.051*** .005 −.053*** .005 −.052*** .005
 Hispanic*08–12 −.018*** .005 −.017** .005 −.015** .005 −.014** .005
 Hispanic*13–17 −.045*** .005 −.044*** .005 −.038** .005 −.037*** .005
 Other*68–72 −.041 .013 −.043** .013 −.043*** .012 −.046*** .012
 Other*73–77 −.017 .012 −.018 .012 −.011 .012 −.013 .012
 Other*78–82 −.008 .010 −.008 .010 .008 .010 .008 .010
 Other*83–87 .003 .009 .002 .009 .023* .009 .022 .009
 Other*88–92 .000 .009 .000 .009 .014 .008 .014 .008
 Other*93–97 (ref.)
 Other*98–02 .007 .007 .007 .007 .008 .007 .008 .007
 Other*03–07 −.008 .007 −.007 .007 −.007 .007 −.006 .007
 Other*08–12 −.002 .007 −.001 .007 .001 .007 .003 .007
 Other*13–17 −.005 .007 −.004 .007 −.004 .007 −.003 .007
Region
 New England (ref.)
 Middle Atlantic .002 .002
 East North Central .017*** .002 .000 .001
 West North Central .002 .002 .012*** .001
 South Atlantic −.007*** .002 −.003 .002
 East South Central .017*** .002 −.011*** .002
 West South Central .004* .002 .008 .002
 Mountain .010*** .002 −.001* .002
 Pacific .021*** .002 .004*** .002
Age −.017*** .000 −.017*** .000
Age 2 .000*** .000 .000*** .000
Female .029*** .001 .029*** .001
Marital status
 Married (ref.)
 Never married .069*** .001 .069*** .001
 Sep., div., wid. .050*** .001 .049*** .001
Education
 < high school (ref.)
 H.S. - < 4 yrs. coll. −.089*** .001 −.089*** .001
 4+ yrs. coll. −.148*** .001 −.148*** .001
Industry
 Extractive (ref.) −.010** .003
 Construction −.012*** .003 −.117*** .003
 Durable manuf. −.116*** .003 −.097*** .003
 Non-durable manuf. −.098*** .003 −.119*** .003
 Trans. and comm. −.120*** .003 −.055*** .003
 Trade −.056*** .003 −.127*** .003
 FIRE −.129*** .003 −.082*** .003
 Services −.082*** .003 .024*** .003
 Other .023*** .003 −.010*** .003
R-squared .022 .023 .089 .088
n (unweighted) 1,400,578 1,400,478 1,400,574 1,400,574

Source: March Current Population Surveys.

Notes: F.E.=fixed effects. Ref.=reference group. B=unstandardized coefficient. S.E.=robust standard error.

*

p<.05

**

p<.01

***

p<.001.