1 Introduction
2 Theoretical background and hypotheses
2.1 The gender gap in immigrant entrepreneurship
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Hypothesis 1 (H1): Compared with men, female immigrants are less likely to become entrepreneurs.
2.2 The moderating role of contextual embeddedness
2.2.1 The role of economic embeddedness
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Hypothesis 2a (H2a): Gender gaps in immigrant entrepreneurship will be smaller in the presence of higher levels of market opportunities.
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Hypothesis 2b (H2b): Gender gaps in immigrant entrepreneurship will be smaller in the presence of higher levels of market access.
2.2.2 The role of social embeddedness
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Hypothesis 3a (H3a): Gender gaps in immigrant entrepreneurship will be smaller in the presence of higher levels of migration network support.
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Hypothesis 3b (H3b): Gender gaps in immigrant entrepreneurship will be smaller in the presence of higher levels of government network support.
2.2.3 The role of institutional embeddedness
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Hypothesis 4a (H4a): Gender gaps in immigrant entrepreneurship will be smaller in the presence of higher levels business-friendly regulations.
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Hypothesis 4b (H4b): Gender gaps in immigrant entrepreneurship will be smaller in the presence of higher levels of rule of law.
3 Data and methods
3.1 Data collection
3.2 Measures
Variable | Number | Mean | SD | Min | Max |
---|---|---|---|---|---|
Immigrant entrepreneurship | 11,471 | 0.112 | 0.315 | 0 | 1 |
Gender | 11,471 | 0.521 | 0.500 | 0 | 1 |
Age | 11,471 | 40.681 | 12.615 | 18 | 64 |
Education | 11,471 | 2.244 | 1.030 | 0 | 4 |
Household income | 11,471 | 1.046 | 0.814 | 0 | 2 |
Employment status | 11,471 | 0.719 | 0.449 | 0 | 1 |
Start-up skills | 11,471 | 0.467 | 0.499 | 0 | 1 |
Fear of failure | 11,471 | 0.446 | 0.497 | 0 | 1 |
Know an entrepreneur | 11,471 | 0.339 | 0.473 | 0 | 1 |
Household size | 11,471 | 3.281 | 1.309 | 1 | 5 |
First-generation immigrant | 11,471 | 0.500 | 0.500 | 0 | 1 |
GDP per capita | 51 | 23,167.270 | 20,740.600 | 461.887 | 88,585.360 |
GDP growth per capita | 51 | 0.920 | 2.755 | − 6.798 | 7.344 |
Unemployment | 51 | 10.342 | 6.919 | 0.580 | 31 |
Market opportunities | 51 | 3.287 | 0.385 | 2.122 | 3.978 |
Market access | 51 | 2.614 | 0.322 | 2.073 | 3.543 |
Immigrant network | 51 | 8.691 | 7.872 | 0.271 | 42.623 |
Government network | 51 | 2.687 | 0.455 | 1.713 | 3.570 |
Business-friendly regulation | 51 | 68.241 | 11.213 | 40.450 | 90.410 |
Rule of law | 51 | 67.965 | 23.807 | 7.512 | 100 |
3.3 Data analysis
4 Results
4.1 Main results
Individual level (N = 11,471) | Country level (N = 51) | |||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | |
1. Immigrant entrepreneurship | 1 | |||||||||||||||||||
2. Gender | − 0.10* | 1 | ||||||||||||||||||
3. Age | − 0.07* | 0.03* | 1 | |||||||||||||||||
4. Education | 0.04* | 0.01 | − 0.01 | 1 | ||||||||||||||||
5. Household income | 0.09* | − 0.09* | − 0.02 | 0.26* | 1 | |||||||||||||||
6. Employment status | 0.14* | − 0.15* | − 0.01 | 0.14* | 0.21* | 1 | ||||||||||||||
7. Start-up skills | 0.26* | − 0.17* | − 0.01 | 0.06* | 0.13* | 0.13* | 1 | |||||||||||||
8. Fear of failure | − 0.12* | 0.10* | − 0.01 | 0.01 | − 0.04* | 0.00 | − 0.14* | 1 | ||||||||||||
9. Know an entrepreneur | 0.21* | − 0.11* | − 0.12* | 0.08* | 0.11* | 0.10* | 0.23* | − 0.04* | 1 | |||||||||||
10. Household size | 0.03* | 0.03* | − 0.15* | − 0.09* | 0.16* | 0.00 | 0.02 | 0.02 | 0.02 | 1 | ||||||||||
11. First-generation immigrant | − 0.01 | 0.03* | 0.04* | 0.06* | − 0.05* | − 0.02 | 0.02 | 0.02 | − 0.04* | − 0.05* | 1 | |||||||||
12. GDP per capita | 1 | |||||||||||||||||||
13. GDP growth per capita | − 0.33 | 1 | ||||||||||||||||||
14. Unemployment | − 0.27 | − 0.31 | 1 | |||||||||||||||||
15. Market opportunities | − 0.03 | 0.49* | − 0.42* | 1 | ||||||||||||||||
16. Market access | 0.25 | 0.05 | − 0.45* | 0.43* | 1 | |||||||||||||||
17. Immigrant network | 0.61* | − 0.18 | − 0.13 | 0.04 | 0.22 | 1 | ||||||||||||||
18. Government network | 0.58* | 0.05 | − 0.38* | 0.31 | 0.52* | 0.47* | 1 | |||||||||||||
19. Business-friendly regulation | 0.72* | − 0.01 | − 0.17 | 0.08 | 0.21 | 0.59* | 0.60* | 1 | ||||||||||||
20. Rule of law | 0.79* | − 0.23 | − 0.11 | − 0.06 | 0.22 | 0.59* | 0.60* | 0.84* | 1 |
Dependent variable: immigrant entrepreneurship | ||||||||
---|---|---|---|---|---|---|---|---|
Base models | Economic embeddedness | Social embeddedness | Institutional embeddedness | |||||
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | |
Constant | − 3.339*** | − 3.220*** | − 2.542** | − 2.724*** | − 3.157*** | − 2.749*** | − 2.823*** | − 2.962*** |
Individual-level controls | ||||||||
Age | − 0.018*** | − 0.018*** | − 0.018*** | − 0.018*** | − 0.018*** | − 0.018*** | − 0.018*** | − 0.018*** |
Education (ref is none) | ||||||||
Some secondary | 0.171 | 0.167 | 0.158 | 0.160 | 0.163 | 0.157 | 0.158 | 0.155 |
Secondary | 0.172 | 0.185 | 0.182 | 0.182 | 0.18 | 0.178 | 0.179 | 0.178 |
Post-secondary | 0.252 | 0.281* | 0.285* | 0.280* | 0.282* | 0.274* | 0.276* | 0.272* |
Graduate experience | 0.131 | 0.159 | 0.158 | 0.158 | 0.156 | 0.152 | 0.151 | 0.150 |
Household income (ref is low) | ||||||||
Middle | 0.095 | 0.086 | 0.092 | 0.09 | 0.094 | 0.100 | 0.095 | 0.097 |
High | 0.137 | 0.115 | 0.119 | 0.119 | 0.118 | 0.123 | 0.119 | 0.121 |
Employment status | 1.059*** | 1.020*** | 1.020*** | 1.020*** | 1.021*** | 1.020*** | 1.015*** | 1.007*** |
Start-up skills | 1.501*** | 1.474*** | 1.470*** | 1.473*** | 1.478*** | 1.476*** | 1.478*** | 1.479*** |
Fear of failure | − 0.558*** | − 0.542*** | − 0.539*** | − 0.543*** | − 0.544*** | − 0.546*** | − 0.544*** | − 0.545*** |
Know an entrepreneur | 0.891*** | 0.876*** | 0.877*** | 0.876*** | 0.878*** | 0.877*** | 0.879*** | 0.877*** |
Household size | 0.007 | 0.011 | 0.008 | 0.011 | 0.011 | 0.012 | 0.011 | 0.011 |
First-generation immigrant | 0.058 | 0.059 | 0.062 | 0.059 | 0.059 | 0.063 | 0.062 | 0.060 |
Country-level controls | ||||||||
GDP per capita/100 | − 0.001 | − 0.001 | − 0.001 | − 0.001 | − 0.001 | − 0.001 | − 0.001 | − 0.001 |
GDP growth per capita | − 0.004 | − 0.006 | − 0.004 | − 0.005 | − 0.007 | − 0.007 | − 0.007 | − 0.006 |
Unemployment | − 0.030** | − 0.030** | − 0.030** | − 0.030** | − 0.030** | − 0.031** | − 0.030** | − 0.030** |
Market opportunities | 0.187 | 0.204 | − 0.507 | 0.200 | 0.211 | 0.215 | 0.205 | 0.209 |
Market access | 0.340 | 0.341 | 0.343 | − 0.303 | 0.337 | 0.326 | 0.336 | 0.326 |
Immigrant network | 0.010 | 0.010 | 0.010 | 0.010 | − 0.012 | 0.009 | 0.009 | 0.010 |
Government network | − 0.334 | − 0.331 | − 0.326 | − 0.326 | − 0.327 | − 0.939*** | − 0.328 | − 0.323 |
Business-friendly regulation | − 0.010 | − 0.011 | − 0.011 | − 0.010 | − 0.011 | − 0.011 | − 0.030** | − 0.011 |
Rule of law | 0.002 | 0.003 | 0.003 | 0.003 | 0.003 | 0.003 | 0.003 | − 0.008 |
Independent variable | ||||||||
Gender (female) | − 0.246*** | − 1.926*** | − 1.473** | − 0.447*** | − 1.499*** | − 1.226*** | − 0.849*** | |
Interaction effects | ||||||||
Gender | ||||||||
× Market opportunities | 0.507*** | |||||||
× Market access | 0.457** | |||||||
× Immigrant network | 0.015** | |||||||
× Government network | 0.442*** | |||||||
× Business-friendly regulation | 0.014** | |||||||
× Rule of law | 0.008*** | |||||||
ICC | 0.035 | 0.036 | 0.036 | 0.036 | 0.036 | 0.36 | 0.036 | 0.036 |
Country-level variance | 0.121*** | 0.122*** | 0.124*** | 0.122*** | 0.122*** | 0.122*** | 0.122*** | 0.123*** |
Log likelihood | − 3296.5 | − 3289.8 | − 3285.9 | − 3287.5 | − 3286.9 | − 3284.8 | − 3286.8 | − 3286.1 |
LR test vs. logistic model | 40.03*** | 40.56*** | 41.33*** | 40.86*** | 40.44*** | 40.31*** | 40.47*** | 40.70*** |
4.2 Post hoc results 1: forced immigrants
Dependent variable: “forced-immigrant” entrepreneurship | ||||||||
---|---|---|---|---|---|---|---|---|
Base models | Economic embeddedness | Social embeddedness | Institutional embeddedness | |||||
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | |
Constant | − 2.595* | − 2.426* | − 1.492 | − 1.864 | − 2.309 | − 1.814 | − 1.957 | − 2.045 |
Individual-level controls | ||||||||
Age | − 0.017*** | − 0.017*** | − 0.017*** | − 0.017*** | − 0.017*** | − 0.017*** | − 0.017*** | − 0.017*** |
Education (ref is none) | ||||||||
Some secondary | − 0.034 | − 0.045 | − 0.061 | − 0.052 | − 0.055 | − 0.055 | − 0.057 | − 0.066 |
Secondary | 0.112 | 0.127 | 0.118 | 0.122 | 0.118 | 0.122 | 0.115 | 0.109 |
Post-secondary | 0.029 | 0.049 | 0.055 | 0.049 | 0.053 | 0.048 | 0.047 | 0.035 |
Graduate experience | 0.146 | 0.184 | 0.178 | 0.176 | 0.186 | 0.183 | 0.182 | 0.175 |
Household income (ref is low) | ||||||||
Middle | 0.033 | 0.026 | 0.039 | 0.029 | 0.043 | 0.048 | 0.038 | 0.040 |
High | 0.149 | 0.126 | 0.131 | 0.128 | 0.133 | 0.131 | 0.130 | 0.132 |
Employment status | 1.050*** | 0.990*** | 0.993*** | 0.998*** | 0.990*** | 0.992*** | 0.979*** | 0.968*** |
Start-up skills | 1.564*** | 1.530*** | 1.521*** | 1.523*** | 1.534*** | 1.528*** | 1.532*** | 1.533*** |
Fear of failure | − 0.510*** | − 0.497*** | − 0.493*** | − 0.501*** | − 0.497*** | − 0.500*** | − 0.497*** | − 0.500*** |
Know an entrepreneur | 0.752*** | 0.732*** | 0.731*** | 0.730*** | 0.735*** | 0.731*** | 0.737*** | 0.736*** |
Household size | 0.037 | 0.040 | 0.035 | 0.042 | 0.039 | 0.042 | 0.040 | 0.042 |
First-generation immigrant | 0.073 | 0.074 | 0.083 | 0.08 | 0.077 | 0.088 | 0.081 | 0.084 |
Country-level controls | ||||||||
GDP per capita/100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
GDP growth per capita | − 0.005 | − 0.006 | − 0.008 | − 0.007 | − 0.007 | − 0.008 | − 0.007 | − 0.005 |
Unemployment | − 0.032* | − 0.032* | − 0.033* | − 0.033* | − 0.033* | − 0.035* | − 0.033* | − 0.034* |
Market opportunities | 0.296 | 0.327 | − 0.654 | 0.306 | 0.338 | 0.336 | 0.336 | 0.338 |
Market access | 0.325 | 0.340 | 0.332 | − 0.408 | 0.353 | 0.339 | 0.346 | 0.328 |
Immigrant network | 0.015 | 0.015 | 0.015 | 0.015 | − 0.015 | 0.014 | 0.014 | 0.014 |
Government network | − 0.632** | − 0.653** | − 0.642** | − 0.643** | − 0.671** | − 1.484*** | − 0.665** | − 0.669** |
Business-friendly regulation | − 0.017 | − 0.019 | − 0.018 | − 0.017 | − 0.019 | − 0.019 | − 0.043** | − 0.019 |
Rule of law | 0.003 | 0.005 | 0.004 | 0.004 | 0.005 | 0.005 | 0.005 | − 0.011 |
Independent variable | ||||||||
Gender (female) | − 0.293*** | − 2.627*** | − 1.722** | − 0.619*** | − 1.978*** | − 1.544*** | − 1.196*** | |
Interaction effects | ||||||||
Gender | ||||||||
× Market opportunities | 0.698*** | |||||||
× Market access | 0.536* | |||||||
× Immigrant network | 0.021*** | |||||||
× Government network | 0.597*** | |||||||
× Business-friendly regulation | 0.017** | |||||||
× Rule of law | 0.012*** | |||||||
ICC | 0.064 | 0.065 | 0.065 | 0.066 | 0.067 | 0.068 | 0.066 | 0.068 |
Country-level variance | 0.224*** | 0.230*** | 0.232*** | 0.232*** | 0.236*** | 0.239*** | 0.234*** | 0.239*** |
Log likelihood | − 1643.2 | − 1638.7 | − 1634.7 | − 1637.3 | − 1634.9 | − 1634.3 | − 1636.2 | − 1634.9 |
LR test vs. logistic model | 39.00*** | 40.53*** | 41.29*** | 41.00*** | 41.35*** | 41.36*** | 40.87*** | 41.52*** |
4.3 Post hoc results 2: natives
Dependent variable: “native” entrepreneurship | ||||||||
---|---|---|---|---|---|---|---|---|
Base models | Economic embeddedness | Social embeddedness | Institutional embeddedness | |||||
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | |
Constant | − 4.344*** | − 4.323*** | − 3.568*** | − 4.508*** | − 4.369*** | − 4.647*** | − 4.513*** | − 4.426*** |
Individual-level controls | ||||||||
Age | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** |
Education (ref is none) | ||||||||
Some secondary | − 0.007 | − 0.008 | − 0.013 | − 0.009 | − 0.007 | − 0.004 | − 0.006 | − 0.005 |
Secondary | − 0.047 | − 0.046 | − 0.046 | − 0.048 | − 0.045 | − 0.043 | − 0.044 | − 0.043 |
Post-secondary | − 0.041 | − 0.038 | − 0.033 | − 0.040 | − 0.034 | − 0.032 | − 0.035 | − 0.033 |
Graduate experience | 0.019 | 0.023 | 0.022 | 0.023 | 0.027 | 0.027 | 0.026 | 0.027 |
Household income (ref is low) | ||||||||
Middle | − 0.069** | − 0.071** | − 0.072** | − 0.070** | − 0.072** | − 0.071** | − 0.071** | − 0.072** |
High | 0.029 | 0.026 | 0.022 | 0.027 | 0.023 | 0.023 | 0.023 | 0.022 |
Employment status | 1.451*** | 1.444*** | 1.448*** | 1.443*** | 1.452*** | 1.451*** | 1.451*** | 1.451*** |
S tart-up skills | 1.282*** | 1.279*** | 1.275*** | 1.279*** | 1.275*** | 1.276*** | 1.276*** | 1.275*** |
Fear of failure | − 0.342*** | − 0.340*** | − 0.339*** | − 0.341*** | − 0.339*** | − 0.339*** | − 0.339*** | − 0.339*** |
Know an entrepreneur | 0.857*** | 0.856*** | 0.857*** | 0.856*** | 0.857*** | 0.857*** | 0.856*** | 0.857*** |
Household size | 0.012 | 0.012 | 0.012 | 0.012 | 0.012 | 0.012 | 0.012 | 0.012 |
Country-level controls | ||||||||
GDP per capita/100 | − 0.002*** | − 0.002*** | − 0.002*** | − 0.002*** | − 0.002*** | − 0.002*** | − 0.002*** | − 0.002*** |
GDP growth per capita | 0.002 | 0.002 | 0.003 | 0.002 | 0.002 | 0.002 | 0.002 | 0.002 |
Unemployment | − 0.021** | − 0.021** | − 0.021** | − 0.021** | − 0.021** | − 0.021** | − 0.021** | − 0.021** |
Market opportunities | 0.520*** | 0.521*** | − 0.268 | 0.522*** | 0.515*** | 0.519*** | 0.518*** | 0.518*** |
Market access | 0.101 | 0.10 | 0.098 | 0.343 | 0.105 | 0.103 | 0.104 | 0.106 |
Migrant network | 0.009 | 0.009 | 0.008 | 0.009 | 0.033*** | 0.008 | 0.009 | 0.009 |
Government network | − 0.359* | − 0.359* | − 0.352* | − 0.359* | − 0.360* | 0.047 | − 0.359* | − 0.360* |
Start-up regulations | − 0.008 | − 0.008 | − 0.009 | − 0.008 | − 0.008 | − 0.008 | 0.001 | − 0.008 |
Rule of law | 0.008 | 0.008 | 0.008 | 0.008 | 0.008 | 0.008 | 0.008 | 0.013** |
Independent variable | ||||||||
Gender (female) | − 0.034 | − 1.950*** | 0.409** | 0.070** | 0.719*** | 0.405*** | 0.196*** | |
Interaction effects | ||||||||
Gender | ||||||||
× Market opportunities | 0.564*** | |||||||
× Market access | − 0.171** | |||||||
× Migrant network | − 0.018*** | |||||||
× Government network | − 0.287*** | |||||||
× Business regulations | − 0.007*** | |||||||
× Rule of law | − 0.004*** | |||||||
ICC | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 |
Country-level variance | 0.147*** | 0.147*** | 0.147*** | 0.147*** | 0.147*** | 0.148*** | 0.147*** | 0.147*** |
Log likelihood | − 28,977.5 | − 28,976.3 | − 28,935.9 | − 28,973.3 | − 28,962.6 | − 28,962.0 | − 28,970.3 | − 28,969.2 |
LR test vs. logistic model | 934.31*** | 936.23*** | 940.96*** | 937.25*** | 932.73*** | 941.48*** | 939.97*** | 938.94*** |