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. Author manuscript; available in PMC: 2016 May 12.
Published in final edited form as: Demography. 2013 Apr;50(2):751–775. doi: 10.1007/s13524-012-0153-5

Table 4.

Results of multinomial logit models predicting international emigration for work based on men’s job characteristics in urban areas, 2005–2010

Model 1 Model 2 Model 3 Model 4 Model 5 Model 6
Age (baseline 15 to 24 years)
 25 to 34 years 0.084 (0.117) 0.045 (0.123) 0.041 (0.125) 0.060 (0.124) −0.155 (0.167) −0.113 (0.191)
 35 to 44 years −0.423** (0.133) −0.419** (0.139) −0.426** (0.141) −0.387** (0.140) −0.628** (0.208) −0.784** (0.246)
 45 to 55 years −1.045** (0.161) −1.018** (0.168) −1.049** (0.170) −0.990** (0.170) −1.189** (0.242) −1.199** (0.320)
Education (baseline less than primary)
 Complete primary 0.232 (0.133) 0.285* (0.135) 0.283* (0.137) 0.340* (0.138) 0.238 (0.178) 0.395 (0.220)
 Complete middle school 0.147 (0.139) 0.217 (0.142) 0.215 (0.144) 0.324* (0.151) 0.158 (0.19) 0.237 (0.236)
 Complete high school or technical degree −0.281 (0.159) −0.142 (0.163) −0.135 (0.165) 0.013 (0.171) −0.261 (0.210) −0.087 (0.262)
 Complete college or more −0.263 (0.191) −0.365 (0.231) −0.343 (0.232) −0.039 (0.251) −0.412 (0.325) −0.366 (0.440)
Marital Status (baseline single)
 Married −0.038 (0.112) 0.007 (0.119) 0.005 (0.121) 0.010 (0.120) 0.297 (0.157) 0.226 (0.186)
 Cohabiting −0.005 (0.152) 0.061 (0.158) 0.059 (0.161) 0.054 (0.159) 0.274 (0.222) 0.312 (0.261)
 Separated, divorced, or widowed 0.025 (0.261) 0.036 (0.276) 0.051 (0.279) 0.062 (0.279) 0.695* (0.335) 0.620 (0.355)
Born out of state 0.223 (0.117) 0.151 (0.126) 0.164 (0.128) 0.166 (0.128) 0.195 (0.172) 0.312 (0.209)
Employment
 Informal sector 0.628** (0.091) 0.675** (0.096) 0.591** (0.121) 0.522** (0.122) 0.578** (0.126) 0.503** (0.147)
 Individual wages 0.001 (0.006) 0.001 (0.006) 0.001 (0.007) −0.007 (0.012) 0.002 (0.006)
 Firm size −0.002 (0.002) 0.000 (0.002)
 Years working at current job −0.021* (0.010) −0.031* (0.015)
 Union membership −0.221 (0.259)
Industry (baseline government)
 Agriculture and cattle 1.091** (0.340)
 Mining and electricity 0.078 (0.694)
 Manufacturing 0.555 (0.314)
 Construction 0.858** (0.324)
 Commerce 0.551 (0.320)
 Restaurants and hotels 0.731* (0.346)
 Transportation and communication 0.319 (0.333)
 Professional and financial services 0.608 (0.359)
 Social services −1.055* (0.459)
 Various services 0.577 (0.339)
 Missing industry 1.111 (0.585)
Household Variables
 Number of household members 0.106** (0.026) 0.114** (0.027) 0.116** (0.027) 0.115** (0.027) 0.087* (0.037) 0.114** (0.042)
 Number of children in household −0.076 (0.040) −0.060 (0.042) −0.061 (0.042) −0.064 (0.042) −0.026 (0.054) −0.042 (0.062)
 Number of informal workers 0.027 (0.047) 0.020 (0.050) 0.013 (0.051) 0.008 (0.051) 0.087 (0.068) −0.024 (0.082)
 Informal family business −0.392* (0.171) −0.394* (0.176) −0.393* (0.177) −0.383* (0.177) −0.807** (0.239) −0.732* (0.287)
Contextual Variables
 Mean wages −0.079** (0.013) −0.080** (0.013) −0.080** (0.014) −0.082** (0.014) −0.084** (0.020) −0.097** (0.023)
 Unemployment rate −0.036 (0.037) −0.045 (0.038) −0.047 (0.039) −0.043 (0.038) −0.021 (0.064) 0.020 (0.073)
 Percent informal workers 0.004 (0.008) 0.002 (0.008) 0.003 (0.008) 0.002 (0.008) 0.009 (0.011) 0.008 (0.012)
 International migrant networks 0.024** (0.008) 0.026** (0.008) 0.024** (0.008) 0.025** (0.009) 0.025* (0.012) 0.028* (0.014)
Urbanization (baseline 15,000 to 99,999)
 Population greater than 100,000 −0.331** (0.128) −0.339** (0.132) −0.358** (0.134) −0.327* (0.134) −0.312 (0.176) −0.256 (0.205)
 Oversampled city −0.246 (0.126) −0.206 (0.129) −0.222 (0.131) −0.167 (0.130) −0.312 (0.183) −0.163 (0.212)
Region (baseline South)
 Northwest 0.384* (0.180) 0.446* (0.184) 0.452* (0.187) 0.421* (0.187) 0.052 (0.258) 0.043 (0.294)
 Northeast 0.732** (0.190) 0.793** (0.197) 0.782** (0.201) 0.751** (0.201) 0.547* (0.264) 0.312 (0.299)
 Center 0.572** (0.132) 0.572** (0.137) 0.580** (0.139) 0.559** (0.138) 0.521** (0.191) 0.491* (0.213)
 Center-west 1.005** (0.139) 1.022** (0.144) 1.046** (0.147) 1.023** (0.147) 1.021** (0.194) 0.882** (0.213)
Recession −0.603** (0.117) −0.685** (0.124) −0.695** (0.126) −0.700** (0.127) −0.566* (0.231) −0.595* (0.295)
Constant −3.380** (0.326) −3.46** (0.338) −3.369** (0.352) −4.024** (0.429) −3.324** (0.476) −3.140** (0.587)
Pseudo-R2 .0701 .0751 .0759 .0815 .0809 .0849
n 233327 216629 211070 211070 99088 73790

Notes: Models are tested using multinomial logit regressions, although only results for migration for work are reported to conserve space. Models 5 and 6 are tested using a limited sample because information regarding tenure and union membership is not available every quarter. Model 6 excludes self-employed individuals and employers for whom information about union membership is not available. Standard errors are adjusted for within-household clustering using a Huber/White estimator.

*

p < .05,

**

p < .01 (two-tailed tests)