(1) (2) (3) (4) (5) (6) (7) (8) (9) (10) (11) VARIABLES lnearnings lnearnings lnearnings lnearnings lnearnings lnearnings lnearnings lnearnings lnearnings lnearnings lnearnings education 0.0337*** 0.0988*** -0.0315*** -0.122*** -0.120*** -0.0970*** 0.0988*** -0.0315*** -0.122*** -0.120*** -0.0970*** (0.0102) (0.0102) (0.00872) (0.00866) (0.00867) (0.00864) (0.0102) (0.00872) (0.00866) (0.00867) (0.00864) communications 0.262*** 0.266*** 0.168*** 0.171*** 0.176*** 0.184*** 0.266*** 0.168*** 0.171*** 0.176*** 0.184*** (0.0118) (0.0118) (0.0101) (0.0101) (0.0100) (0.00999) (0.0118) (0.0101) (0.0101) (0.0100) (0.00999) biology 0.397*** 0.386*** 0.255*** 0.159*** 0.160*** 0.169*** 0.386*** 0.255*** 0.159*** 0.160*** 0.169*** (0.0120) (0.0119) (0.0103) (0.0101) (0.0100) (0.00999) (0.0119) (0.0103) (0.0101) (0.0100) (0.00999) english 0.183*** 0.208*** 0.131*** 0.0642*** 0.0609*** 0.0628*** 0.208*** 0.131*** 0.0642*** 0.0609*** 0.0628*** (0.0136) (0.0135) (0.0115) (0.0113) (0.0113) (0.0113) (0.0135) (0.0115) (0.0113) (0.0113) (0.0113) socialsciences 0.445*** 0.406*** 0.276*** 0.224*** 0.230*** 0.231*** 0.406*** 0.276*** 0.224*** 0.230*** 0.231*** (0.0111) (0.0110) (0.00935) (0.00922) (0.00920) (0.00917) (0.0110) (0.00935) (0.00922) (0.00920) (0.00917) psychology 0.117*** 0.167*** 0.107*** 0.0431*** 0.0535*** 0.0594*** 0.167*** 0.107*** 0.0431*** 0.0535*** 0.0594*** (0.0115) (0.0114) (0.00973) (0.00965) (0.00966) (0.00961) (0.0114) (0.00973) (0.00965) (0.00966) (0.00961) engineering 0.691*** 0.551*** 0.427*** 0.363*** 0.364*** 0.375*** 0.551*** 0.427*** 0.363*** 0.364*** 0.375*** (0.0103) (0.0104) (0.00898) (0.00887) (0.00886) (0.00882) (0.0104) (0.00898) (0.00887) (0.00886) (0.00882) medical 0.289*** 0.371*** 0.304*** 0.258*** 0.263*** 0.280*** 0.371*** 0.304*** 0.258*** 0.263*** 0.280*** (0.0103) (0.0103) (0.00882) (0.00874) (0.00873) (0.00870) (0.0103) (0.00882) (0.00874) (0.00873) (0.00870) business 0.434*** 0.391*** 0.239*** 0.226*** 0.234*** 0.249*** 0.391*** 0.239*** 0.226*** 0.234*** 0.249*** (0.00948) (0.00944) (0.00804) (0.00797) (0.00795) (0.00793) (0.00944) (0.00804) (0.00797) (0.00795) (0.00793) other 0.319*** 0.265*** 0.165*** 0.123*** 0.128*** 0.139*** 0.265*** 0.165*** 0.123*** 0.128*** 0.139*** (0.00940) (0.00937) (0.00796) (0.00789) (0.00787) (0.00785) (0.00937) (0.00796) (0.00789) (0.00787) (0.00785) male 0.355*** 0.208*** 0.202*** 0.198*** 0.197*** 0.355*** 0.208*** 0.202*** 0.198*** 0.197*** (0.00363) (0.00326) (0.00320) (0.00319) (0.00318) (0.00363) (0.00326) (0.00320) (0.00319) (0.00318) hrswork 0.0435*** 0.0423*** 0.0423*** 0.0424*** 0.0435*** 0.0423*** 0.0423*** 0.0424*** (0.000233) (0.000229) (0.000228) (0.000228) (0.000233) (0.000229) (0.000228) (0.000228) child 0.250*** 0.108*** 0.116*** 0.117*** 0.250*** 0.108*** 0.116*** 0.117*** (0.00300) (0.00326) (0.00324) (0.00323) (0.00300) (0.00326) (0.00324) (0.00323) married 0.261*** 0.240*** 0.247*** 0.261*** 0.240*** 0.247*** (0.00340) (0.00341) (0.00340) (0.00340) (0.00341) (0.00340) post_college 0.275*** 0.273*** 0.270*** 0.275*** 0.273*** 0.270*** (0.00309) (0.00308) (0.00308) (0.00309) (0.00308) (0.00308) black_nh 0.00958 0.0454*** 0.00958 0.0454*** (0.00774) (0.00777) (0.00774) (0.00777) white_nh 0.168*** 0.181*** 0.168*** 0.181*** (0.00486) (0.00490) (0.00486) (0.00490) other_nh 0.180*** 0.167*** 0.180*** 0.167*** (0.00600) (0.00599) (0.00600) (0.00599) northeast 0.147*** 0.147*** (0.00466) (0.00466) south 0.0134*** 0.0134*** (0.00410) (0.00410) west 0.168*** 0.168*** (0.00447) (0.00447) Constant 10.73*** 10.58*** 8.874*** 8.778*** 8.650*** 8.546*** 10.58*** 8.874*** 8.778*** 8.650*** 8.546*** (0.00871) (0.00883) (0.0118) (0.0116) (0.0122) (0.0127) (0.00883) (0.0118) (0.0116) (0.0122) (0.0127) Observations 599,557 599,557 599,557 599,557 599,557 599,557 599,557 599,557 599,557 599,557 599,557 R-squared 0.027 0.053 0.270 0.300 0.304 0.309 0.053 0.270 0.300 0.304 0.309 Robust standard errors in parentheses *** p<0.01, ** p<0.05, * p<0.1