Schooling Opportunities and Intergenerational Educational Mobility in Turkey. An IV Estimation Using Census Data
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1 Schooling Opportunities and Intergenerational Educational Mobility in Turkey. An IV Estimation Using Census Data AYÇA AKARÇAY-GÜRBÜZ & SEZGIN POLAT Department of Economics, Galatasaray University Economic Research Center (GIAM), Galatasaray University, Istanbul, Turkey Online Appendix
2 Table A1. Marginal effects of the probability of having completed at least lower secondary school all children, sample with basic restrictions, continuous parental education All Boys Girls Gender (female=1) 0.057*** 0.069*** (0.021) (0.019) (0.032) (0.031) Mother Sch. Years 0.036*** 0.027*** 0.035*** 0.023*** 0.034*** 0.030*** (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) Father Sch. Years 0.041*** 0.030*** 0.043*** 0.027*** 0.038*** 0.031*** (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) Sibling 1 girl 0.022*** 0.021*** 0.031*** 0.030*** 0.021*** 0.020*** 0.033*** 0.031*** 0.020*** 0.020*** 0.026*** 0.027*** (0.003) (0.003) (0.005) (0.006) (0.006) (0.006) (0.005) (0.005) (0.005) (0.004) (0.008) (0.009) Sibling girls>= *** 0.072*** 0.066*** 0.068*** 0.066*** 0.070*** 0.074*** 0.072*** 0.071*** 0.072*** 0.060*** 0.065*** (0.005) (0.005) (0.008) (0.009) (0.007) (0.007) (0.010) (0.011) (0.006) (0.006) (0.009) (0.010) Sibling 1 boy 0.050*** 0.049*** 0.042*** 0.041*** 0.056*** 0.050*** 0.047*** 0.045*** 0.047*** 0.050*** 0.037*** 0.039*** (0.005) (0.005) (0.005) (0.005) (0.008) (0.008) (0.005) (0.005) (0.006) (0.007) (0.007) (0.007) Sibling boys>= *** 0.130*** 0.118*** 0.117*** 0.147*** 0.138*** 0.122*** 0.117*** 0.118*** 0.120*** 0.111*** 0.113*** (0.006) (0.007) (0.011) (0.012) (0.009) (0.011) (0.010) (0.011) (0.006) (0.007) (0.013) (0.014) District ** 0.031*** 0.070*** 0.063*** 0.059*** 0.059*** ** 0.030*** (0.013) (0.012) (0.012) (0.011) (0.013) (0.012) (0.011) (0.011) (0.016) (0.015) (0.012) (0.011) Village 0.207*** 0.184*** 0.126*** 0.111*** 0.137*** 0.117*** 0.067*** 0.053*** 0.222*** 0.198*** 0.161*** 0.145*** (0.015) (0.014) (0.013) (0.012) (0.016) (0.015) (0.012) (0.010) (0.015) (0.015) (0.014) (0.013) House Ownership 0.038*** 0.024*** 0.020*** 0.018*** 0.020** *** 0.039*** 0.045*** 0.041*** (0.007) (0.006) (0.006) (0.005) (0.009) (0.008) (0.005) (0.005) (0.008) (0.008) (0.008) (0.008) Born local 0.026* * 0.055*** 0.031*** * 0.042*** * 0.066*** (0.015) (0.015) (0.018) (0.018) (0.011) (0.011) (0.012) (0.012) (0.017) (0.017) (0.022) (0.021) Emp. prospects 0.003*** 0.003*** 0.004*** 0.004*** 0.006*** 0.005*** 0.005*** 0.005*** 0.011*** 0.010*** 0.007*** 0.007*** (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.002) (0.002) (0.001) (0.001) Observations 71,069 71,069 85,434 85,434 35,714 35,714 44,173 44,173 35,355 35,355 41,261 41,261 Pseudo R-squared Notes: The omitted categories are: native-born child residing in city centre with no male or female siblings. Adana is the reference province. Provincial fixed effects (67) are included. Province level clustered standard errors in parentheses *** p<0.01, ** p<0.05, * p<0.1.
3 Table A2. Marginal effects of the probability of having completed at least lower secondary school all children, sample with basic restrictions, categorical parental education All Boys Girls Gender (female=1) 0.060*** 0.071*** (0.019) (0.018) (0.032) (0.032) Mother No schooling 0.467*** 0.305*** 0.421*** 0.248*** 0.484*** 0.350*** (0.015) (0.013) (0.019) (0.014) (0.013) (0.020) 5 Years Primary 0.302*** 0.149*** 0.259*** 0.113*** 0.321*** 0.174*** (0.014) (0.012) (0.017) (0.012) (0.014) (0.019) Upper Secondary 0.055*** *** (0.016) (0.009) (0.019) (0.015) (0.025) (0.015) Post-secondary 0.109*** *** *** (0.018) (0.010) (0.031) (0.018) (0.031) (0.016) Father No schooling 0.418*** 0.306*** 0.437*** 0.309*** 0.384*** 0.295*** (0.012) (0.008) (0.011) (0.012) (0.014) (0.013) 5 Years Primary 0.260*** 0.153*** 0.253*** 0.143*** 0.252*** 0.159*** (0.011) (0.007) (0.011) (0.009) (0.013) (0.010) Upper Secondary 0.121*** 0.053*** 0.100*** 0.029*** 0.132*** 0.075*** (0.013) (0.006) (0.015) (0.009) (0.017) (0.011) Post-secondary 0.201*** 0.102*** 0.166*** 0.062*** 0.219*** 0.131*** (0.016) (0.008) (0.023) (0.009) (0.014) (0.012) Sibling Effects Sibling 1 girl 0.021*** 0.020*** 0.032*** 0.031*** 0.020*** 0.019*** 0.035*** 0.033*** 0.019*** 0.019*** 0.027*** 0.027*** (0.003) (0.003) (0.005) (0.006) (0.006) (0.006) (0.005) (0.005) (0.005) (0.004) (0.008) (0.009) Sibling girls>= *** 0.069*** 0.067*** 0.069*** 0.064*** 0.067*** 0.074*** 0.074*** 0.069*** 0.070*** 0.061*** 0.065*** (0.005) (0.005) (0.008) (0.009) (0.007) (0.007) (0.010) (0.010) (0.006) (0.006) (0.008) (0.010) Sibling 1 boy 0.047*** 0.046*** 0.043*** 0.043*** 0.054*** 0.049*** 0.048*** 0.047*** 0.044*** 0.047*** 0.040*** 0.041*** (0.004) (0.005) (0.005) (0.005) (0.008) (0.008) (0.005) (0.005) (0.006) (0.007) (0.007) (0.007) Sibling boys>= *** 0.126*** 0.119*** 0.118*** 0.144*** 0.135*** 0.122*** 0.118*** 0.114*** 0.116*** 0.112*** 0.114*** (0.006) (0.007) (0.011) (0.012) (0.009) (0.011) (0.010) (0.011) (0.006) (0.007) (0.013) (0.014) District ** 0.029*** 0.068*** 0.061*** 0.059*** 0.057*** ** 0.029*** (0.013) (0.012) (0.011) (0.011) (0.013) (0.012) (0.011) (0.011) (0.016) (0.015) (0.012) (0.011) Village 0.205*** 0.180*** 0.125*** 0.108*** 0.136*** 0.114*** 0.066*** 0.051*** 0.220*** 0.195*** 0.159*** 0.142*** (continued)
4 Table A2. (Continued) All Boys Girls (0.015) (0.014) (0.013) (0.012) (0.016) (0.015) (0.012) (0.010) (0.015) (0.015) (0.014) (0.013) House Ownership 0.037*** 0.020*** 0.018*** 0.016*** 0.020** * 0.051*** 0.034*** 0.043*** 0.040*** (0.007) (0.006) (0.006) (0.005) (0.009) (0.008) (0.006) (0.005) (0.008) (0.008) (0.008) (0.008) Born local *** 0.028*** * 0.039*** * 0.065*** (0.015) (0.014) (0.018) (0.018) (0.011) (0.010) (0.012) (0.013) (0.017) (0.015) (0.022) (0.020) Emp. prospects 0.003*** 0.002*** 0.004*** 0.004*** 0.006*** 0.005*** 0.006*** 0.005*** 0.010*** 0.010*** 0.008*** 0.008*** (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.002) (0.001) (0.001) (0.001) Observations 71,069 71,069 85,434 85,434 35,714 35,714 44,173 44,173 35,355 35,355 41,261 41,261 Pseudo R-squared Notes: The omitted categories are: native-born child residing in city centre with no male or female siblings. Adana is the reference province. Provincial fixed effects (67) are included. Province level clustered standard errors in parentheses. *** p<0.01, ** p<0.05, * p<0.1.
5 Table A3. Marginal effects of the probability of having completed at least lower secondary school all children, restricted sample, categorical parental education Gender (female=1) 0.074*** 0.076*** 0.053*** 0.049*** 0.080*** 0.073*** 0.053*** 0.037*** (0.008) (0.007) (0.009) (0.010) (0.007) (0.008) (0.009) (0.010) Mother No schooling 0.462*** 0.492*** 0.304*** 0.276*** (0.019) (0.034) (0.012) (0.028) 5 Years Primary 0.314*** 0.325*** 0.154*** 0.143*** (0.019) (0.021) (0.011) (0.015) High School * (0.026) (0.026) (0.015) (0.017) Post-secondary 0.102*** 0.119*** (0.030) (0.032) (0.020) (0.031) Father No schooling 0.386*** 0.314*** 0.305*** 0.174*** (0.011) (0.023) (0.008) (0.034) 5 Years Primary 0.242*** 0.206*** 0.162*** 0.108*** (0.010) (0.014) (0.007) (0.015) High School 0.130*** 0.100*** 0.045*** (0.016) (0.016) (0.008) (0.013) Post-secondary 0.224*** 0.163*** 0.097*** (0.016) (0.026) (0.011) (0.031) Siblings Sibling 1 girl 0.019*** 0.019*** 0.025*** 0.026*** 0.021*** 0.022*** 0.026*** 0.028*** (0.005) (0.005) (0.005) (0.005) (0.005) (0.005) (0.005) (0.005) Sibling girls>= *** 0.056*** 0.054*** 0.057*** 0.061*** 0.064*** 0.052*** 0.061*** (0.005) (0.005) (0.005) (0.006) (0.005) (0.005) (0.005) (0.005) Sibling 1 boy 0.043*** 0.042*** 0.035*** 0.036*** 0.042*** 0.044*** 0.033*** 0.039*** (0.005) (0.005) (0.005) (0.005) (0.005) (0.005) (0.005) (0.005) Sibling boys>= *** 0.112*** 0.090*** 0.093*** 0.110*** 0.115*** 0.089*** 0.104*** (0.005) (0.005) (0.006) (0.006) (0.005) (0.005) (0.005) (0.006) District 0.019*** 0.019*** 0.025*** 0.025*** 0.018** 0.018*** 0.025*** 0.023*** (0.007) (0.007) (0.006) (0.007) (0.008) (0.007) (0.006) (0.006) Village 0.213*** 0.209*** 0.150*** 0.154*** 0.182*** 0.195*** 0.129*** 0.155*** (0.006) (0.007) (0.006) (0.006) (0.006) (0.007) (0.006) (0.008) (continued)
6 Table A3. (Continued) House Ownership 0.033*** 0.032*** 0.033*** 0.034*** 0.025*** 0.029*** 0.030*** 0.037*** (0.006) (0.006) (0.006) (0.006) (0.006) (0.006) (0.006) (0.006) Born local *** 0.043*** 0.020*** 0.016** 0.064*** 0.054*** (0.009) (0.008) (0.009) (0.008) (0.008) (0.008) (0.008) (0.008) Emp. prospects 0.004*** 0.004*** 0.004*** 0.004*** 0.003*** 0.004*** 0.003*** 0.004*** (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) Res. Regional *** 0.016*** (0.003) (0.003) (0.003) (0.004) Observations 52,774 52,774 57,768 57,768 52,089 52,089 58,260 58,260 Pseudo R-squared Notes: The omitted categories are: native-born child residing in city centre with no male or female siblings. Adana is the reference province. Provincial fixed effects (67) are included. The restricted sample includes children having a native born or recent migrant parent. Bootstrapped standard errors (based on 200 replications) in parentheses. *** p<0.01, ** p<0.05, * p<0.1.
7 Table A4. Marginal effects of the probability of having completed at least lower secondary school boys, restricted sample, categorical parental education Mother No schooling 0.412*** 0.370*** 0.239*** 0.171*** (0.025) (0.044) (0.015) (0.036) 5 Years Primary 0.265*** 0.251*** 0.109*** 0.085*** (0.025) (0.027) (0.015) (0.019) High School 0.068** (0.032) (0.041) (0.021) (0.023) Post-secondary 0.122*** 0.100* (0.038) (0.053) (0.027) (0.041) Father No schooling 0.436*** 0.351*** 0.309*** 0.137*** (0.015) (0.032) (0.012) (0.052) 5 Years Primary 0.256*** 0.218*** 0.152*** 0.086*** (0.014) (0.019) (0.009) (0.022) High School 0.088*** 0.058** ** (0.021) (0.024) (0.012) (0.022) Post-secondary 0.172*** 0.113*** 0.055*** 0.092** (0.020) (0.034) (0.015) (0.045) Siblings Sibling 1 girl 0.019*** 0.019*** 0.034*** 0.036*** 0.020** 0.021*** 0.034*** 0.038*** (0.007) (0.007) (0.007) (0.007) (0.008) (0.008) (0.007) (0.007) Sibling girls>= *** 0.062*** 0.065*** 0.070*** 0.064*** 0.068*** 0.063*** 0.074*** (0.007) (0.007) (0.007) (0.007) (0.008) (0.007) (0.008) (0.008) Sibling 1 boy 0.046*** 0.047*** 0.044*** 0.047*** 0.041*** 0.044*** 0.042*** 0.050*** (0.008) (0.008) (0.007) (0.007) (0.008) (0.008) (0.007) (0.007) Sibling boys>= *** 0.128*** 0.098*** 0.106*** 0.115*** 0.123*** 0.098*** 0.117*** (0.008) (0.009) (0.007) (0.009) (0.008) (0.008) (0.008) (0.008) District 0.075*** 0.075*** 0.058*** 0.059*** 0.064*** 0.067*** 0.055*** 0.057*** (0.010) (0.010) (0.008) (0.009) (0.010) (0.010) (0.008) (0.009) Village 0.152*** 0.156*** 0.086*** 0.093*** 0.123*** 0.136*** 0.066*** 0.092*** (0.010) (0.010) (0.008) (0.009) (0.009) (0.010) (0.009) (0.012) House Ownership 0.020** 0.023** * (0.009) (0.010) (0.008) (0.010) (0.009) (0.010) (0.008) (0.009) (continued)
8 Table A4. (Continued) Born local *** 0.049*** *** 0.046*** (0.012) (0.013) (0.011) (0.012) (0.012) (0.011) (0.013) (0.012) Emp. prospects 0.006*** 0.007*** 0.005*** 0.006*** 0.006*** 0.006*** 0.005*** 0.006*** (0.001) (0.001) (0.000) (0.001) (0.001) (0.001) (0.001) (0.001) Res. Regional ** 0.011*** 0.021*** (0.005) (0.004) (0.003) (0.006) Observations 26,288 26,288 29,671 29,671 25,938 25,938 29,968 29,968 Pseudo R-squared Notes: The omitted categories are: native-born child residing in city centre with no male or female siblings. Adana is the reference province. Provincial fixed effects (67) are included. The restricted sample includes children having a native born or recent migrant parent. Bootstrapped standard errors (based on 200 replications) in parentheses. *** p<0.01, ** p<0.05, * p<0.1.
9 Table A5. Marginal effects of the probability of having completed at least lower secondary school girls, restricted sample, categorical parental education Mother No schooling 0.481*** 0.549*** 0.360*** 0.333*** (0.027) (0.045) (0.016) (0.036) 5 Years Primary 0.338*** 0.369*** 0.191*** 0.180*** (0.027) (0.029) (0.015) (0.020) High School (0.041) (0.039) (0.020) (0.026) Post-secondary ** (0.055) (0.051) (0.035) (0.048) Father No schooling 0.325*** 0.261*** 0.293*** 0.176*** (0.013) (0.029) (0.011) (0.041) 5 Years Primary 0.215*** 0.179*** 0.167*** 0.115*** (0.013) (0.018) (0.009) (0.020) High School 0.157*** 0.121*** 0.073*** (0.021) (0.025) (0.013) (0.018) Post-secondary 0.257*** 0.182*** 0.132*** (0.025) (0.039) (0.017) (0.040) Siblings sibling 1 girl 0.017*** 0.015** 0.015** 0.016*** 0.018*** 0.019*** 0.015** 0.017*** (0.006) (0.006) (0.007) (0.006) (0.006) (0.006) (0.006) (0.007) sibling girls>= *** 0.051*** 0.043*** 0.046*** 0.056*** 0.057*** 0.041*** 0.049*** (0.005) (0.006) (0.006) (0.007) (0.006) (0.006) (0.006) (0.007) sibling 1 boy 0.045*** 0.044*** 0.027*** 0.028*** 0.048*** 0.048*** 0.023*** 0.028*** (0.007) (0.007) (0.007) (0.007) (0.008) (0.007) (0.007) (0.008) sibling boys>= *** 0.100*** 0.077*** 0.081*** 0.105*** 0.108*** 0.076*** 0.089*** (0.007) (0.007) (0.008) (0.009) (0.007) (0.006) (0.008) (0.009) District 0.022** 0.022** 0.029*** 0.029*** 0.028*** 0.029*** 0.032*** 0.031*** (0.009) (0.011) (0.009) (0.010) (0.011) (0.010) (0.010) (0.010) Village 0.220*** 0.213*** 0.181*** 0.185*** 0.189*** 0.200*** 0.160*** 0.185*** (0.008) (0.009) (0.008) (0.009) (0.008) (0.009) (0.010) (0.012) House Ownership 0.042*** 0.039*** 0.056*** 0.057*** 0.037*** 0.041*** 0.052*** 0.059*** (0.008) (0.008) (0.008) (0.008) (0.008) (0.008) (0.008) (0.009) (continued)
10 Table A5. (Continued) Born local *** 0.033*** 0.032*** 0.027*** 0.064*** 0.055*** (0.010) (0.010) (0.012) (0.012) (0.010) (0.009) (0.011) (0.014) Emp. prospects 0.012*** 0.011*** 0.008*** 0.009*** 0.012*** 0.013*** 0.009*** 0.011*** (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) (0.001) Res. Regional 0.007* ** 0.015*** (0.004) (0.004) (0.003) (0.005) Observations Pseudo R-squared Notes: The omitted categories are: native-born child residing in city centre with no male or female siblings. Adana is the reference province. Provincial fixed effects (67) are included. The restricted sample includes children having a native born or recent migrant parent. Bootstrapped standard errors (based on 200 replications) in parentheses. *** p<0.01, ** p<0.05, * p<0.1.
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