| Literature DB >> 28484996 |
Adriana D Kugler1,2,3,4,5, Santosh Kumar6.
Abstract
Using data from nationally representative household surveys, we test whether Indian parents make trade-offs between the number of children and investments in education. To address the endogeneity due to the joint determination of quantity and quality of children, we instrument family size with the gender of the first child, which is plausibly random. Given a strong son preference in India, parents tend to have more children if the firstborn is a girl. Our instrumental variable results show that children from larger families have lower educational attainment and are less likely to be enrolled in school, with larger effects for rural, poorer, and low-caste families as well as for families with illiterate mothers.Entities:
Keywords: Education; Family size; India; Quantity-quality trade-off
Mesh:
Year: 2017 PMID: 28484996 PMCID: PMC5486858 DOI: 10.1007/s13524-017-0575-1
Source DB: PubMed Journal: Demography ISSN: 0070-3370
Descriptive statistics of the sample
| All | Firstborn Girl | Firstborn Boy | |
|---|---|---|---|
| Children’s Age | 9.60 | 9.41 | 9.79 |
| (3.45) | (3.34) | (3.55) | |
| Firstborn Girl | 0.49 | ||
| (0.49) | |||
| Ever Attended School | 0.90 | 0.89 | 0.91 |
| (0.30) | (0.31) | (0.29) | |
| Currently Enrolled | 0.95 | 0.95 | 0.95 |
| (0.21) | (0.21) | (0.22) | |
| Years of Schooling | 3.08 | 2.94 | 3.22 |
| (2.92) | (2.85) | (2.98) | |
| Mother’s Age | 30.94 | 30.88 | 31.00 |
| (3.36) | (3.34) | (3.37) | |
| Father’s Age | 36.48 | 36.42 | 36.54 |
| (4.81) | (4.79) | (4.82) | |
| Mother’s Years of Schooling | 2.99 | 3.05 | 2.93 |
| (4.06) | (4.09) | (4.03) | |
| Father’s Years of Schooling | 5.48 | 5.56 | 5.40 |
| (4.74) | (4.76) | (4.72) | |
| Family Size | 3.54 | 3.70 | 3.40 |
| (1.33) | (1.33) | (1.31) | |
| Rural | 0.82 | 0.81 | 0.82 |
| (0.39) | (0.39) | (0.39) | |
| Low Caste | 0.41 | 0.41 | 0.41 |
| (0.49) | (0.49) | (0.49) | |
| Middle Caste | 0.39 | 0.39 | 0.39 |
| (0.49) | (0.49) | (0.49) | |
| High Caste | 0.20 | 0.20 | 0.20 |
| (0.40) | (0.40) | (0.40) | |
| Low Wealth | 0.49 | 0.48 | 0.49 |
| (0.50) | (0.50) | (0.50) | |
| Medium Wealth | 0.39 | 0.40 | 0.39 |
| (0.49) | (0.49) | (0.49) | |
| High Wealth | 0.12 | 0.13 | 0.12 |
| (0.33) | (0.33) | (0.32) | |
| Number of Observations | 393,510 | 193,263 | 200,247 |
| Number of Districts | 601 |
Notes: Standard deviations are shown in parentheses. All sampled children were 5–20 years old at the time of survey (2007–2008). Low caste is scheduled caste (SC) and scheduled tribe (ST) households, and the middle caste is other backward caste (OBC). The analytical sample is restricted to mothers aged 20–35.
Regression of firstborn girl on household characteristics
| Dependent Variable: Firstborn Girl | Having a Girl Child | ||
|---|---|---|---|
| LPM | Probit | LPM | |
| (1) | (2) | (3) | |
| Birth Order (1st) | –– | –– | 0.023** |
| (0.002) | |||
| Rural | −0.003 | −0.008 | 0.004 |
| (0.004) | (0.011) | (0.003) | |
| Low Wealth | −0.002 | −0.004 | −0.003 |
| (0.007) | (0.017) | (0.004) | |
| Medium Wealth | −0.004 | −0.009 | −0.006† |
| (0.005) | (0.013) | (0.003) | |
| Hindu | 0.006 | 0.016 | 0.004† |
| (0.00) | (0.011) | (0.003) | |
| Low Caste | 0.004 | 0.009 | −0.005* |
| (0.004) | (0.011) | (0.003) | |
| Middle Caste | 0.002 | 0.006 | −0.002 |
| (0.004) | (0.010) | (0.002) | |
| Mother’s Years of Schooling | 0.002 | 0.004 | 0.0003 |
| (0.001) | (0.003) | (0.0003) | |
| Father’s Years of Schooling | −0.0001 | −0.0001 | −0.0001 |
| (0.001) | (0.002) | (0.0002) | |
| Mother’s Age | 0.037** | 0.093** | 0.005 |
| (0.007) | (0.017) | (0.004) | |
| Father’s Age | 0.002 | 0.004 | 0.002 |
| (0.003) | (0.008) | (0.002) | |
| District Fixed Effects | Yes | Yes | Yes |
Notes: Robust standard errors, clustered by district, are shown in parentheses. LPM is linear probability model. Column 2 reports marginal effects from the probit model. Low caste is scheduled caste (SC) and scheduled tribe (ST) households, and the middle caste is other backward caste (OBC).
† p ≤ .10; *p ≤ .05; **p ≤ .01
Robustness checks with pre-abortion ban period, for younger mothers, and alternative definitions of family size
| Instrument: First Born Girl | |||
|---|---|---|---|
| Ever Attended School | Years of Schooling | Currently Enrolled | |
| (1) | (2) | (3) | |
| A. Analysis on Pre-Ban Data (NFHS, 1992–1993) | |||
| Family size | –– | −0.166 | −0.022 |
| –– | (0.730) | (0.020) | |
| B. For Mothers Below 30 Years of Age | |||
| Family size | −0.026** | −0.126* | −0.008* |
| (0.011) | (0.038) | (0.004) | |
| C. Oldest Child Is 18 Years Old | |||
| Family size | −0.016** | −0.095** | −0.016** |
| (0.006) | (0.031) | (0.004) | |
| D. Oldest Child Is 15 Years Old | |||
| Family size | −0.013* | −0.094** | −0.018** |
| (0.007) | (0.031) | (0.004) | |
| E. Number of Children Home at Survey | |||
| Family size | −0.017* | −0.079** | −0.011** |
| (0.006) | (0.033) | (0.004) | |
| Children’s Controls | Yes | Yes | Yes |
| Parents’ Controls | Yes | Yes | Yes |
Notes: Robust standard errors, clustered by district, are shown in parentheses. Children’s controls include age, age squared, gender, and birth order. Parents’ controls include age, age squared, religion, caste, rural dummy variables, education levels of father and mother, and household’s SES. Family size in panel E is defined as total numer of children at home at the time of the survey irrespective of their age. Panel A includes state fixed effects, and panels B–E include district fixed effects.
*p ≤ .05; **p ≤ .01
OLS estimates of the effect of family size on education
| Ever Attended School | Years of Schooling | Currently Enrolled | Ever Attended School | Years of Schooling | Currently Enrolled | Ever Attended School | Years of Schooling | Currently Enrolled | |
|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
| Family Size | −0.024** | −0.005 | −0.019** | −0.030** | −0.293** | −0.019** | −0.018** | −0.202** | −0.014** |
| (0.001) | (0.008) | (0.001) | (0.001) | (0.007) | (0.0007) | (0.001) | (0.006) | (0.0006) | |
| Child-Level Controls | |||||||||
| Child’s age | 0.085** | 0.852** | −0.059** | 0.080** | 0.835** | 0.061** | |||
| (0.002) | (0.013) | (0.001) | (0.002) | (0.014) | (0.001) | ||||
| Child’s age squared | −0.004** | −0.008** | −0.004** | −0.003** | −0.007** | −0.004** | |||
| (0.000) | (0.0006) | (0.000) | (0.000) | (0.001) | (0.000) | ||||
| Gender (male) | 0.020** | 0.020* | 0.006** | 0.023** | 0.046** | 0.008** | |||
| (0.002) | (0.009) | (0.0009) | (0.002) | (0.010) | (0.001) | ||||
| Birth order | 0.005** | 0.165** | 0.012** | 0.001 | 0.130** | 0.014** | |||
| (0.0008) | (0.005) | (0.0005) | (0.001) | (0.006) | (0.001) | ||||
| Parents and Household-Level Controls | |||||||||
| Religion (Hindu = 1) | 0.031** | 0.199** | 0.011** | ||||||
| (0.004) | (0.017) | (0.002) | |||||||
| Low caste | −0.016** | −0.094** | −0.004** | ||||||
| (0.002) | (0.013) | (0.001) | |||||||
| Middle caste | 0.001 | −0.027* | 0.000 | ||||||
| (0.002) | (0.012) | (0.001) | |||||||
| Rural | 0.014** | 0.127** | 0.009** | ||||||
| (0.003) | (0.015) | (0.001) | |||||||
| Low wealth | −0.045** | −0.526** | −0.036** | ||||||
| (0.003) | (0.019) | (0.002) | |||||||
| Medium wealth | −0.003 | −0.190** | −0.019** | ||||||
| (0.002) | (0.016) | (0.001) | |||||||
| Mother is illiterate | −0.025** | −0.229** | −0.018** | ||||||
| (0.002) | (0.012) | (0.001) | |||||||
| Mother is primary schooled | 0.012** | 0.012 | −0.003* | ||||||
| (0.001) | (0.012) | (0.001) | |||||||
| Father is illiterate | −0.086** | −0.501** | −0.028** | ||||||
| (0.003) | (0.013) | (0.001) | |||||||
| Father is primary schooled | −0.011** | −0.184** | −0.018** | ||||||
| (0.002) | (0.010) | (0.001) | |||||||
| Mother’s age | 0.017** | −0.095** | −0.010** | ||||||
| (0.004) | (0.019) | (0.002) | |||||||
| Mother’s age squared | −0.000** | 0.002** | 0.000** | ||||||
| (0.000) | (0.000) | (0.000) | |||||||
| Father’s age | 0.003† | −0.018† | 0.001 | ||||||
| (0.002) | (0.011) | (0.001) | |||||||
| Father’s age squared | −0.000* | 0.000* | −0.000 | ||||||
| (0.000) | (0.000) | (0.000) | |||||||
| District Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
|
| .07 | .007 | .03 | .11 | .69 | .14 | .14 | .71 | .15 |
| Number of Observations | 393,510 | 393,510 | 345,985 | 393,510 | 393,510 | 345,985 | 393,510 | 393,510 | 345,985 |
Notes: Robust standard errors, clustered by district, are shown in parentheses. SES is measured by wealth index of the household. Family size is total number of 0- to 20-year-old children in the family at the time of the survey. Low caste is scheduled caste (SC) and scheduled tribe (ST) households, and the middle caste is other backward caste (OBC).
† p ≤ .10; *p ≤ .05; **p ≤ .01
2SLS estimates of the effect of family size on education
| Instrument: Firstborn Girl | ||||||
|---|---|---|---|---|---|---|
| Ever Attended School | Years of Schooling | Currently Enrolled | ||||
| (1) | (2) | (3) | (4) | (5) | (6) | |
| First Stage | 0.218** | 0.219** | 0.218** | 0.219** | 0.226** | 0.228** |
| (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | |
| Weak-Identification Tests | ||||||
| Keibergen-Paap Wald | 1,062.66 | 1,071.10 | 1,062.66 | 1,071.10 | 1,074.11 | 1,071.10 |
| Cragg-Donald Wald | 4,164.83 | 4,280.87 | 8,732.70 | 4,280.87 | 4,170.26 | 4,280.87 |
| Weak-Instrument-Robust, Inference | ||||||
| Anderson-Rubin | 8.27 | 9.43 | 4.43 | 5.85 | 9.49 | 10.74 |
|
| .004 | .002 | .04 | .016 | .002 | .001 |
| Stock-Wright | 8.94 | 9.16 | 5.46 | 5.71 | 10.48 | 10.49 |
|
| .003 | .003 | .02 | .017 | .001 | .001 |
| 2SLS Results | ||||||
| Family size | −0.017** | −0.017** | −0.071* | −0.079* | −0.011** | −0.011** |
| (0.006) | (0.006) | (0.033) | (0.033) | (0.004) | (0.004) | |
| Child-level controls | ||||||
| Child’s age | 0.080** | 0.080** | 0.808** | 0.811** | 0.060** | 0.060** |
| (0.003) | (0.003) | (0.015) | (0.015) | (0.001) | (0.001) | |
| Child’s age squared | −0.003** | −0.003** | −0.007** | −0.007** | −0.004** | −0.004** |
| Gender (male) | 0.023** | 0.023** | 0.086** | 0.084** | 0.009** | 0.009** |
| (0.002) | (0.002) | (0.011) | (0.011) | (0.001) | (0.001) | |
| Birth order | 0.001 | 0.001 | 0.043† | 0.049* | 0.012** | 0.012** |
| (0.004) | (0.004) | (0.023) | (0.022) | (0.002) | (0.002) | |
| Parents and household-level controls | ||||||
| Religion (Hindu = 1) | 0.030** | 0.032** | 0.244** | 0.252** | 0.011** | 0.012** |
| Low caste | −0.021** | −0.016** | −0.179** | −0.114** | −0.009** | −0.005** |
| (0.003) | (0.003) | (0.015) | (0.014) | (0.001) | (0.001) | |
| Middle caste | −0.001 | 0.001 | −0.065** | −0.033* | −0.002 | 0.000 |
| (0.002) | (0.002) | (0.013) | (0.013) | (0.001) | (0.001) | |
| Rural | 0.003 | 0.014** | −0.016 | 0.133** | −0.001 | 0.009** |
| (0.003) | (0.003) | (0.015) | (0.015) | (0.001) | (0.001) | |
| Low wealth | −0.046** | −0.581** | −0.037** | |||
| (0.004) | (0.023) | (0.002) | ||||
| Medium wealth | −0.003 | −0.221** | −0.020** | |||
| (0.003) | (0.018) | (0.002) | ||||
| Mother is illiterate | −0.035** | −0.025** | −0.378** | −0.259** | −0.026** | −0.019** |
| (0.003) | (0.002) | (0.017) | (0.014) | (0.002) | (0.001) | |
| Mother is primary schooled | 0.007** | 0.012** | −0.073** | −0.002 | −0.008** | −0.003** |
| Father is illiterate | −0.095** | −0.086** | −0.603** | −0.517** | −0.033** | −0.028** |
| (0.003) | (0.003) | (0.015) | (0.014) | (0.001) | (0.001) | |
| Father is primary schooled | −0.016** | −0.011** | −0.250** | −0.194** | −0.021** | −0.018** |
| Mother’s age | 0.017** | 0.017** | −0.101** | −0.100** | −0.010** | −0.010** |
| (0.004) | (0.004) | (0.020) | (0.019) | (0.002) | (0.002) | |
| Mother’s age squared | −0.000** | −0.000** | 0.002** | 0.002** | 0.000** | 0.000** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| Father’s age | 0.003† | 0.003† | −0.024* | −0.028* | 0.001 | 0.000 |
| (0.002) | (0.002) | (0.011) | (0.011) | (0.001) | (0.001) | |
| Father’s age squared | −0.000* | −0.000* | 0.000* | 0.000** | −0.000 | −0.000 |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| SES | No | Yes | No | Yes | No | Yes |
| District Fixed Effect | Yes | Yes | Yes | Yes | Yes | Yes |
|
| .08 | .09 | .68 | .68 | .14 | .14 |
| Number of Observations | 393,510 | 393,510 | 393,510 | 393,510 | 345985 | 345,985 |
Notes: Robust standard errors, clustered by district, are shown in parentheses. Family size is total number of 0- to 20-year-old children in the family at the time of the survey. SES is measured using the wealth index of the household. Low caste is scheduled caste (SC) and scheduled tribe (ST) households, and the middle caste is other backward caste (OBC).
† p ≤ .10; *p ≤ .05; **p ≤ .01
Son-preferring differential stopping behavior (SP-DSB)
| Total Number of Children | Total Number of Children | Total Number of Female Children | |
|---|---|---|---|
| (1) | (2) | (3) | |
| Firstborn Girl | 0.219** | 0.752** | |
| (0.007) | (0.005) | ||
| (Girl, Girl) | 0.452** | ||
| (0.010) | |||
| (Boy, Boy) | −0.089** | ||
| (0.007) | |||
| Children’s Controls | Yes | Yes | Yes |
| Parents’ Controls | Yes | Yes | Yes |
| District Fixed Effect | Yes | Yes | Yes |
Notes: Robust standard errors, clustered by district, are shown in parentheses. Children’s controls include age, age squared, gender, and birth order. Parents’ controls include age, age squared, religion, caste, rural dummy variables, education levels of father and mother, and household’s SES.
**p ≤ .01
2SLS estimates with control for sibling sex composition
| Instrument: Firstborn Girl | |||
|---|---|---|---|
| Ever Attended School | Years of Schooling | Currently Enrolled | |
| (1) | (2) | (3) | |
| Family Size | −0.119* | −0.895** | −0.174** |
| (0.049) | (0.268) | (0.047) | |
| Child-Level Controls | |||
| Child’s age | 0.096** | 0.939** | 0.084** |
| (0.008) | (0.042) | (0.007) | |
| Child’s age squared | −0.004** | −0.009** | −0.004** |
| (0.000) | (0.001) | (0.000) | |
| Gender (male) | 0.023** | 0.082** | 0.011** |
| (0.002) | (0.012) | (0.002) | |
| Birth order | 0.054* | 0.477** | 0.094** |
| (0.026) | (0.143) | (0.024) | |
| Parents and Household-Level Controls | |||
| Number of girls | 0.030* | 0.238** | 0.049** |
| (0.015) | (0.076) | (0.014) | |
| Religion (Hindu = 1) | −0.009 | −0.073 | −0.052** |
| (0.020) | (0.109) | (0.019) | |
| Low caste | −0.000 | 0.007 | 0.020** |
| (0.008) | (0.042) | (0.008) | |
| Middle caste | 0.006† | 0.007 | 0.009** |
| (0.003) | (0.018) | (0.003) | |
| Rural | 0.010** | 0.095** | 0.003 |
| (0.004) | (0.020) | (0.003) | |
| Low wealth | −0.004 | −0.250* | 0.025 |
| (0.020) | (0.110) | (0.018) | |
| Medium wealth | 0.019* | −0.041 | 0.014 |
| (0.011) | (0.061) | (0.010) | |
| Mother is illiterate | −0.002 | −0.077 | 0.018† |
| (0.011) | (0.061) | (0.011) | |
| Mother is primary schooled | 0.022** | 0.081** | 0.015** |
| (0.005) | (0.031) | (0.005) | |
| Father is illiterate | −0.074** | −0.417** | −0.012* |
| (0.007) | (0.035) | (0.005) | |
| Father is primary schooled | −0.004 | −0.134** | −0.007† |
| (0.004) | (0.022) | (0.004) | |
| Mother’s age | 0.017** | −0.101** | −0.012** |
| (0.004) | (0.019) | (0.003) | |
| Mother’s age squared | −0.000** | 0.001** | 0.000 |
| (0.000) | (0.000) | (0.000) | |
| Father’s age | 0.010** | 0.027 | 0.011** |
| (0.004) | (0.021) | (0.003) | |
| Father’s age squared | −0.000** | −0.000 | −0.000** |
| (0.000) | (0.000) | (0.000) | |
| District Fixed Effects | Yes | Yes | Yes |
| Number of Observations | 393,510 | 393,510 | 345,985 |
Notes: Robust standard errors, clustered by district, are shown in parentheses. Family size is total number of 0- to 20-year-old children in the family at the time of the survey. Sex composition of the household (number of girls) is instrumented by the interaction of gender of the first child and mother’s age. SES is measured using the wealth index of the household. Low caste is scheduled caste (SC) and scheduled tribe (ST) households, and the middle caste is other backward caste (OBC).
† p ≤ .10; *p ≤ .05; **p ≤ .01
Effect of gender of first child on mother’s employment and asset ownership
| Worked in Last 7 Days | Worked in Last 12 Months | Land Ownership | Asset Index | |
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| Firstborn Girl | 0.001 | −0.003† | −0.003 | −0.0004 |
| (0.002) | (0.001) | (0.002) | (0.003) | |
| SES | No | No | No | No |
| Parents’ Controls | Yes | Yes | Yes | Yes |
| District Fixed Effect | Yes | Yes | Yes | Yes |
|
| .21 | .07 | .23 | .63 |
| Number of Observations | 152,477 | 152,477 | 162,619 | 162,592 |
Notes: Robust standard errors, clustered by district, are shown in parentheses. Columns 1 and 2 are at mother’s level; columns 3 and 4 are at the household level. The regression includes the following control variables: household size, mother’s and husband’s age and age squared, religion, caste, rural dummy variables, and education levels of mother and the husband. SES is measured using wealth index of the household.
† p ≤ .10
2SLS estimates by caste and residence
| Low Caste | Middle Caste | High Caste | Rural | Urban | |
|---|---|---|---|---|---|
| Dependent Variables | (1) | (2) | (3) | (4) | (5) |
| Ever Attended School | −0.036** | −0.012 | 0.006 | −0.018** | −0.021 |
| (0.010) | (0.009) | (0.011) | (0.007) | (0.014) | |
| Years of Schooling | −0.162** | −0.085† | 0.094 | −0.105** | −0.047 |
| (0.054) | (0.050) | (0.064) | (0.035) | (0.087) | |
| Currently Enrolled | −0.006 | −0.019** | −0.008 | −0.010** | −0.026** |
| (0.006) | (0.005) | (0.007) | (0.004) | (0.010) | |
| Children’s Controls | Yes | Yes | Yes | Yes | Yes |
| Parent’ Controls | Yes | Yes | Yes | Yes | Yes |
| District Fixed Effect | Yes | Yes | Yes | Yes | Yes |
Notes: Robust standard errors, clustered by district, are shown in parentheses. Children’s controls include age, age squared, gender, and birth order. Parents’ controls include age, age squared, religion, caste, rural dummy variables, education levels of father and mother, and household’s SES. Family size is total number of 0- to 20-year-old children in the family at the time of the survey.
† p ≤ .10; **p ≤ .01
2SLS estimates by household wealth and mother’s education
| Household Wealth | Mother’s Education | |||
|---|---|---|---|---|
| Poor | Nonpoor | Primary and Less | More Than Primary | |
| Dependent Variables | (1) | (2) | (3) | (4) |
| Ever Attended School | −0.039** | −0.005 | −0.029** | 0.006 |
| (0.011) | (0.005) | (0.007) | (0.006) | |
| Years of Schooling | −0.262** | 0.036 | −0.190** | 0.108* |
| (0.052) | (0.035) | (0.039) | (0.050) | |
| Currently Enrolled | −0.018** | −0.007† | −0.018** | −0.005 |
| (0.006) | (0.004) | (0.004) | (0.004) | |
| Children’s Controls | Yes | Yes | Yes | Yes |
| Parent’ Controls | Yes | Yes | Yes | Yes |
| District Fixed Effect | Yes | Yes | Yes | Yes |
Notes: Robust standard errors, clustered by district, are shown in parentheses. Children’s controls include age, age squared, gender, and birth order. Parents’ controls include age, age squared, religion, caste, rural dummy variables, education levels of father and mother, and household’s SES. Family size is total number of 0- to 20-year-old children in the family at the time of the survey. Poor is defined as households in bottom two wealth quantiles. Primary schooling is defined as having completed five years of schooling.
† p ≤ .10; *p ≤ .05; **p ≤ .01