Results of the determinants of college major choice: multinomial regression
| Explanatory variables | Medicine | Engineering | Other Prof | Science | |
|---|---|---|---|---|---|
| Dummy | LANG_INSTU_HOME | 0.0660*** (0.007) | 2.9537*** (0.169) | −0.3195*** (0.013) | −0.0222* (0.011) |
| -do- | ABLE_OPERATE_COMP=2 | 0.0029 (0.007) | −0.3496* (0.165) | 0.1045*** (0.018) | 0.1330*** (0.017) |
| -do- | PRIVATE_COACHING | 0.0655*** (0.007) | 0.9467*** (0.171) | −0.0574*** (0.012) | −0.0927*** (0.010) |
| Lhhxed | 0.0107*** (0.002) | 3.4302*** (0.079) | 0.2201*** (0.008) | −0.1098*** (0.007) | |
| Dummy | FREE_EDUCATION | −0.0034 (0.008) | −0.2453 (0.180) | 0.0285 (0.020) | 0.0425** (0.015) |
| -do- | type_instn_2cate | 0.0169*** (0.004) | 1.4241*** (0.105) | −0.0067 (0.010) | −0.0970*** (0.009) |
| -do- | GENDER_STUDENTS | −0.0400*** (0.004) | −0.1994* (0.094) | −0.0423*** (0.010) | −0.0557*** (0.008) |
| ST/SC Base | OBC | −0.0001 (0.006) | 0.1651 (0.134) | −0.0383** (0.014) | 0.0391*** (0.012) |
| Others | −0.0069 (0.005) | −0.2044 (0.136) | 0.0295* (0.014) | −0.0042 (0.012) | |
| Islam Base | Christianity | −0.0214* (0.010) | −1.1077*** (0.225) | −0.0043 (0.028) | 0.0248 (0.023) |
| Other Religions | −0.0202* (0.010) | −1.3741*** (0.253) | −0.0686* (0.027) | −0.0010 (0.023) | |
| Hinduism | −0.0206** (0.007) | −0.2559 (0.149) | −0.0584*** (0.016) | 0.0326* (0.013) | |
| Q1 Base | Q2 | 0.0070 (0.006) | −0.0055 (0.191) | −0.0079 (0.019) | −0.0011 (0.017) |
| Q3 | 0.0068 (0.006) | 0.1291 (0.188) | 0.0118 (0.018) | −0.0218 (0.017) | |
| Q4 | 0.0159** (0.006) | 0.5176** (0.185) | −0.0234 (0.018) | −0.0457** (0.016) | |
| Q5 | 0.0458*** (0.008) | 1.3420*** (0.196) | 0.0034 (0.019) | −0.1006*** (0.017) | |
| Dummy | Edn_hoh | 0.0079 (0.004) | 0.5149*** (0.105) | −0.0342** (0.011) | −0.0053 (0.009) |
| Self-Employed | Salary earning | 0.0059 (0.004) | 0.0402 (0.107) | −0.0231* (0.011) | 0.0077 (0.010) |
| Base | Casual labor | −0.0154* (0.007) | −1.1946*** (0.214) | 0.0237 (0.020) | −0.0060 (0.016) |
| Other labor | −0.0017 (0.007) | 0.1035 (0.185) | −0.0358 (0.019) | 0.0652*** (0.018) | |
| Marginal Base | Small | 0.0121 (0.008) | 0.6188* (0.285) | −0.0348 (0.028) | 0.0279 (0.023) |
| Medium | 0.0097 (0.009) | 0.5105 (0.291) | −0.0494 (0.028) | 0.0522* (0.023) | |
| Large | 0.0243* (0.010) | 0.8979** (0.305) | −0.0356 (0.030) | 0.0282 (0.025) | |
| Rural Base | Urban | −0.0252*** (0.004) | −0.3397*** (0.099) | 0.0717*** (0.010) | −0.0033 (0.009) |
| South Base | West | 0.0217*** (0.006) | −1.5936*** (0.166) | 0.0313* (0.016) | −0.0498*** (0.013) |
| East | −0.0009 (0.007) | −2.4489*** (0.213) | 0.0026 (0.019) | −0.0601*** (0.015) | |
| NES | 0.0373*** (0.009) | −2.2271*** (0.181) | −0.0988*** (0.019) | 0.0043 (0.017) | |
| North | 0.0016 (0.005) | −1.6760*** (0.154) | −0.0063 (0.014) | 0.0313* (0.013) | |
| Constant | −38.447*** (0.900) | −36.238*** (0.714) | −36.238*** (0.714) | −26.973*** (0.693) | |
| Pseudo R2 | 0.3302 | 0.3302 | 0.3302 | 0.3302 | |
| LR χ2 (124) | 16,763.35 | 16,763.35 | 16,763.35 | 16,763.35 | |
| N | 17,235 | 17,235 | 17,235 | 17,235 |
| Explanatory variables | Medicine | Engineering | Other Prof | Science | |
|---|---|---|---|---|---|
| Dummy | LANG_INSTU_HOME | 0.0660*** (0.007) | 2.9537*** (0.169) | −0.3195*** (0.013) | −0.0222* (0.011) |
| -do- | ABLE_OPERATE_COMP=2 | 0.0029 (0.007) | −0.3496* (0.165) | 0.1045*** (0.018) | 0.1330*** (0.017) |
| -do- | PRIVATE_COACHING | 0.0655*** (0.007) | 0.9467*** (0.171) | −0.0574*** (0.012) | −0.0927*** (0.010) |
| Lhhxed | 0.0107*** (0.002) | 3.4302*** (0.079) | 0.2201*** (0.008) | −0.1098*** (0.007) | |
| Dummy | FREE_EDUCATION | −0.0034 (0.008) | −0.2453 (0.180) | 0.0285 (0.020) | 0.0425** (0.015) |
| -do- | type_instn_2cate | 0.0169*** (0.004) | 1.4241*** (0.105) | −0.0067 (0.010) | −0.0970*** (0.009) |
| -do- | GENDER_STUDENTS | −0.0400*** (0.004) | −0.1994* (0.094) | −0.0423*** (0.010) | −0.0557*** (0.008) |
| ST/SC Base | OBC | −0.0001 (0.006) | 0.1651 (0.134) | −0.0383** (0.014) | 0.0391*** (0.012) |
| Others | −0.0069 (0.005) | −0.2044 (0.136) | 0.0295* (0.014) | −0.0042 (0.012) | |
| Islam Base | Christianity | −0.0214* (0.010) | −1.1077*** (0.225) | −0.0043 (0.028) | 0.0248 (0.023) |
| Other Religions | −0.0202* (0.010) | −1.3741*** (0.253) | −0.0686* (0.027) | −0.0010 (0.023) | |
| Hinduism | −0.0206** (0.007) | −0.2559 (0.149) | −0.0584*** (0.016) | 0.0326* (0.013) | |
| Q1 Base | Q2 | 0.0070 (0.006) | −0.0055 (0.191) | −0.0079 (0.019) | −0.0011 (0.017) |
| Q3 | 0.0068 (0.006) | 0.1291 (0.188) | 0.0118 (0.018) | −0.0218 (0.017) | |
| Q4 | 0.0159** (0.006) | 0.5176** (0.185) | −0.0234 (0.018) | −0.0457** (0.016) | |
| Q5 | 0.0458*** (0.008) | 1.3420*** (0.196) | 0.0034 (0.019) | −0.1006*** (0.017) | |
| Dummy | Edn_hoh | 0.0079 (0.004) | 0.5149*** (0.105) | −0.0342** (0.011) | −0.0053 (0.009) |
| Self-Employed | Salary earning | 0.0059 (0.004) | 0.0402 (0.107) | −0.0231* (0.011) | 0.0077 (0.010) |
| Base | Casual labor | −0.0154* (0.007) | −1.1946*** (0.214) | 0.0237 (0.020) | −0.0060 (0.016) |
| Other labor | −0.0017 (0.007) | 0.1035 (0.185) | −0.0358 (0.019) | 0.0652*** (0.018) | |
| Marginal Base | Small | 0.0121 (0.008) | 0.6188* (0.285) | −0.0348 (0.028) | 0.0279 (0.023) |
| Medium | 0.0097 (0.009) | 0.5105 (0.291) | −0.0494 (0.028) | 0.0522* (0.023) | |
| Large | 0.0243* (0.010) | 0.8979** (0.305) | −0.0356 (0.030) | 0.0282 (0.025) | |
| Rural Base | Urban | −0.0252*** (0.004) | −0.3397*** (0.099) | 0.0717*** (0.010) | −0.0033 (0.009) |
| South Base | West | 0.0217*** (0.006) | −1.5936*** (0.166) | 0.0313* (0.016) | −0.0498*** (0.013) |
| East | −0.0009 (0.007) | −2.4489*** (0.213) | 0.0026 (0.019) | −0.0601*** (0.015) | |
| NES | 0.0373*** (0.009) | −2.2271*** (0.181) | −0.0988*** (0.019) | 0.0043 (0.017) | |
| North | 0.0016 (0.005) | −1.6760*** (0.154) | −0.0063 (0.014) | 0.0313* (0.013) | |
| Constant | −38.447*** (0.900) | −36.238*** (0.714) | −36.238*** (0.714) | −26.973*** (0.693) | |
| Pseudo | 0.3302 | 0.3302 | 0.3302 | 0.3302 | |
| LR | 16,763.35 | 16,763.35 | 16,763.35 | 16,763.35 | |
| 17,235 | 17,235 | 17,235 | 17,235 |
Notes: dy/dx for factor levels is the discrete change from the base level. Estimates on standard error are in parentheses. *p<0.05; **p<0.01; ***p<0.001
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