| Literature DB >> 35466232 |
Xianhua Dai1,2, Wenchao Li1.
Abstract
The aim of this study was to analyze the influence of economic capital, culture capital, social capital, social security, and living conditions on children's cognitive ability. However, most studies only focus on the impact of family socio-economic status/culture capital on children's cognitive ability by ordinary least squares regression analysis. To this end, we used the data from the China Family Panel Studies in 2018 and applied proxy variable, instrumental variables, and two-stage least squares regression analysis with a total of 2647 samples with ages from 6 to 16. The results showed that family education, education expectation, books, education participation, social communication, and tap water had a positive impact on both the Chinese and math cognitive ability of children, while children's age, gender, and family size had a negative impact on cognitive ability, and the impact of genes was attenuated by family capital. In addition, these results are robust, and the heterogeneity was found for gender and urban location. Specifically, in terms of gender, the culture, social capital, and social security are more sensitive to the cognitive ability of girls, while living conditions are more sensitive to the cognitive ability of boys. In urban locations, the culture and social capital are more sensitive to rural children's cognitive ability, while the social security and living conditions are more sensitive to urban children's cognitive ability. These findings provide theoretical support to further narrow the cognitive differences between children from many aspects, which allows social security and living conditions to be valued.Entities:
Keywords: cognitive ability; culture capital; economic capital; heterogeneity; living conditions; social capital; social security
Year: 2022 PMID: 35466232 PMCID: PMC9036239 DOI: 10.3390/jintelligence10020019
Source DB: PubMed Journal: J Intell ISSN: 2079-3200
Summary statistics of variables.
| Number | Min | Max | Average | Standard Error | Standard Deviation | Variance | |
|---|---|---|---|---|---|---|---|
| Chinese (understanding) | 2647 | 1 | 4 | 2.760 | (0.019) | 0.978 | 0.956 |
| Math (reasoning) | 2647 | 1 | 4 | 2.790 | (0.020) | 1.041 | 1.083 |
| Child’s age | 2647 | 6 | 16 | 10.90 | (0.049) | 2.538 | 6.442 |
| Child’s gender | 2647 | 0 | 1 | 0.540 | (0.010) | 0.499 | 0.249 |
| Child’s nationality | 2647 | 0 | 1 | 1.000 | (0.001) | 0.043 | 0.002 |
| Residence | 2647 | 0 | 1 | 0.180 | (0.007) | 0.381 | 0.145 |
| Urban–rural | 2647 | 0 | 1 | 0.430 | (0.010) | 0.495 | 0.245 |
| Family age | 2647 | 18 | 78 | 41.66 | (0.178) | 9.181 | 84.288 |
| Family gender | 2647 | 0 | 1 | 0.350 | (0.009) | 0.477 | 0.228 |
| Family marriage | 2647 | 0 | 1 | 0.960 | (0.004) | 0.201 | 0.041 |
| Family size | 2647 | 2 | 15 | 5.260 | (0.038) | 1.978 | 3.912 |
| Family income | 2647 | 0 | 13.82 | 10.744 | (0.021) | 1.071 | 1.148 |
| Family health investment | 2647 | 0 | 11.37 | 4.304 | (0.055) | 2.814 | 7.917 |
| Family education investment | 2647 | 0 | 11.69 | 7.265 | (0.035) | 1.776 | 3.153 |
| Family education | 2647 | 0 | 8 | 3.450 | (0.036) | 1.834 | 3.363 |
| Family books | 2647 | 0 | 9 | 2.510 | (0.038) | 1.931 | 3.727 |
| Family education expectation | 2647 | 3 | 9 | 6.800 | (0.019) | 1.002 | 1.005 |
| Family parenting | 2647 | 0 | 1 | 0.890 | (0.006) | 0.312 | 0.098 |
| Family education participation | 2647 | 1 | 5 | 3.260 | (0.022) | 1.135 | 1.287 |
| Family lifestyle | 2647 | 0 | 4 | 1.87 | (0.016) | 0.802 | 0.643 |
| Family occupation | 2647 | 1 | 3 | 2.400 | (0.012) | 0.624 | 0.389 |
| Family information | 2647 | 0 | 3 | 1.790 | (0.015) | 0.753 | 0.566 |
| Family human expenditure | 2647 | 0 | 11.00 | 7.372 | (0.042) | 2.178 | 4.743 |
| Family social communication | 2647 | 1 | 10 | 6.830 | (0.031) | 1.583 | 2.505 |
| Family medical insurance | 2647 | 0 | 3 | 0.950 | (0.006) | 0.292 | 0.086 |
| Family endowment insurance | 2647 | 0 | 4 | 0.720 | (0.011) | 0.565 | 0.319 |
| Family government support | 2647 | 0 | 1 | 0.500 | (0.010) | 0.500 | 0.250 |
| Tap water | 2647 | 0 | 1 | 0.73 | (0.009) | 0.445 | 0.198 |
| Fuel | 2647 | 0 | 1 | 0.70 | (0.009) | 0.458 | 0.210 |
| Air purification | 2647 | 0 | 1 | 0.03 | (0.003) | 0.178 | 0.032 |
| Family heath | 2647 | 1 | 5 | 3.04 | (0.023) | 1.187 | 1.408 |
| Family relationship | 2647 | 0 | 7 | 6.20 | (0.036) | 0.851 | 3.425 |
| Family Chinese cognitive ability | 2647 | 0 | 34 | 18.33 | (0.216) | 11.121 | 123.676 |
| Family math cognitive ability | 2647 | 0 | 24 | 8.74 | (0.096) | 4.637 | 21.504 |
| Family cognitive ability | 2647 | −3.53 | 4.70 | 0.00 | (0.034) | 1.729 | 2.990 |
Results for the influence of many factors on children’s cognitive ability.
| Chinese (OLS) | Math (OLS) | Chinese (OLS) | Math (OLS) | Chinese (2SLS) | Math (2SLS) | |
|---|---|---|---|---|---|---|
| Intercept term | 3.736 *** | 4.317 *** | 1.903 *** | 2.181 *** | 2.968 *** | 3.088 *** |
| Child’s age | −0.058 *** | −0.103 *** | −0.053 *** | −0.096 *** | −0.055 *** | −0.098 *** |
| Child’s gender | −0.287 *** | 0.000 | −0.287 *** | 0.001 | −0.284 *** | 0.004 |
| Child’s nationality | −0.327 | −0.635 | −0.400 | −0.698 | −0.438 | −0.729 |
| Family age | 0.003 | 0.004* | 0.005 ** | 0.007 *** | 0.006 ** | 0.008 *** |
| Family gender | −0.038 | −0.046 | −0.036 | −0.067 | −0.028 | −0.060 |
| Residence | 0.158 *** | 0.167 *** | −0.004 | −0.011 | −0.129 * | −0.117 |
| Urban–rural | 0.031 | 0.091** | −0.044 | 0.026 | −0.060 | 0.012 |
| Family marriage | 0.129 | 0.133 | 0.066 | 0.059 | 0.044 | 0.040 |
| Family size | −0.024 ** | −0.022 ** | −0.016 | −0.018 * | −0.008 | −0.012 |
| Family cognitive ability | 0.054 *** | 0.054 *** | −0.015 | −0.011 | −0.022 | −0.017 |
| Family income | −0.002 | 0.020 | −0.002 | 0.023 | ||
| Children’s health investment | −0.004 | −0.003 | −0.003 | −0.003 | ||
| Children’s education investment | 0.014 | −0.001 | 0.013 | −0.002 | ||
| Family education | 0.081 *** | 0.085 *** | 0.087 *** | 0.090 *** | ||
| Family education expectation | 0.122 *** | 0.163 *** | 0.116 *** | 0.158 *** | ||
| Family books/Bookiv | 0.020 * | 0.019 * | 0.101 ** | 0.089 * | ||
| Family parenting | 0.038 | 0.099 | 0.015 | 0.080 | ||
| Family education participation | 0.082 *** | 0.058 *** | 0.078 *** | 0.055 *** | ||
| Family lifestyle | 0.006 | −0.019 | −0.004 | −0.026 | ||
| Family occupation | −0.015 | 0.010 | −0.014 | 0.011 | ||
| Family information | −0.001 | 0.021 | −0.001 | 0.021 | ||
| Family human expenditure | −0.013 | −0.014 | −0.007 | −0.009 | ||
| Family social communication | 0.045 *** | 0.038 *** | 0.048 *** | 0.039 *** | ||
| Medical insurance/Mediv | −0.004 | −0.064 | −1.427 *** | −1.273 *** | ||
| Endowment insurance | 0.033 | 0.016 | 0.229 *** | 0.183** | ||
| Government support | 0.014 | 0.008 | 0.043 | 0.033 | ||
| Tap water | 0.089 ** | 0.058 | 0.091 * | 0.060 | ||
| Fuel | 0.048 | −0.040 | −0.003 | −0.079 | ||
| Air purification | −0.069 | 0.037 | −0.073 | 0.034 | ||
| R2 | 0.062 | 0.081 | 0.121 | 0.139 | −0.064 | 0.021 |
| SER | 0.949 | 1.000 | 0.921 | 0.971 | 1.014 | 1.035 |
| F | 30.984 | 30.984 |
Note: *, **, and *** indicate significance at 10%, 5%, and 1% level, respectively; the standard error is in brackets under the coefficient.
Results for robustness tests.
| Robust 1 | Robust 2 | Robust 3 | Robust 4 | Robust 5 | Robust 6 | |
|---|---|---|---|---|---|---|
| Intercept term | 2.869 *** | 3.026 *** | 2.810 *** | 3.020 *** | 2.748 *** | 2.998 *** |
| Child’s age | −0.055 *** | −0.098 *** | −0.050 *** | −0.101 *** | −0.050 *** | −0.102 *** |
| Child’s gender | −0.284 *** | 0.003 | −0.298 *** | −0.004 | −0.299 *** | 0.004 |
| Child’s nationality | −0.476 | −0.772 | −0.408 | −0.702 | −0.446 | −0.750 |
| Family age | 0.007 ** | 0.009 *** | 0.007 ** | 0.010 *** | 0.008 ** | 0.011 *** |
| Family gender | −0.036 | −0.069 | −0.016 | −0.045 | −0.022 | −0.053 |
| Residence | −0.130 * | −0.119 | −0.113 | −0.080 | −0.116 | −0.084 |
| Urban–rural | −0.056 | 0.016 | −0.070 | 0.030 | −0.065 | −0.024 |
| Family marriage | 0.037 | 0.037 | 0.085 | 0.046 | 0.082 | 0.047 |
| Family size | −0.008 | −0.011 | 0.000 | −0.002 | 0.001 | −0.001 |
| Family cognitive ability | −0.021 | −0.016 | −0.018 | −0.017 | 0.017 | −0.016 |
| Family income | −0.003 | 0.021 | −0.010 | 0.013 | −0.012 | 0.011 |
| Children’s health investment | −0.002 | −0.001 | −0.001 | −0.006 | 0.000 | −0.004 |
| Children’s education investment | 0.014 | −0.001 | 0.014 | −0.006 | 0.014 | 0.006 |
| Family education | 0.086 *** | 0.089 *** | 0.080 *** | 0.090 *** | 0.079 *** | 0.088 *** |
| Family education expectation | 0.115 *** | 0.157 *** | 0.126 *** | 0.174 *** | 0.125 *** | 0.173 *** |
| Family books | 0.105 ** | 0.093 ** | 0.094 * | 0.084 | 0.097 * | 0.089 * |
| Family parenting | 0.012 | 0.075 | 0.008 | 0.072 | 0.004 | 0.065 |
| Family education participation | 0.076 *** | 0.054 *** | 0.089 *** | 0.066 *** | 0.087 *** | 0.064 *** |
| Family lifestyle | −0.005 | −0.028 | 0.007 | −0.032 | 0.006 | −0.034 |
| Family occupation | −0.013 | 0.010 | −0.015 | 0.007 | −0.014 | 0.005 |
| Family information | −0.002 | 0.020 | 0.007 | 0.010 | 0.006 | 0.011 |
| Family human expenditure | −0.006 | −0.008 | −0.012 | −0.010 | −0.012 | −0.010 |
| Family social communication | 0.044 *** | 0.035 *** | 0.046 *** | 0.042 *** | 0.042 *** | 0.036** |
| Medical insurance | −1.450 *** | −1.287 *** | −1.447 *** | −1.263 ** | −1.474 *** | −1.287 ** |
| Endowment insurance | 0.236 *** | 0.188 ** | 0.233 *** | 0.187 ** | 0.241 *** | 0.194 ** |
| Government support | 0.050 | 0.039 | 0.074 | 0.041 | 0.079 | 0.047 |
| Tap water | 0.092 * | 0.061 | 0.092 * | 0.064 | 0.092 * | 0.064 |
| Fuel | −0.000 | −0.082 | 0.040 | −0.066 | 0.038 | −0.069 |
| Air purification | −0.076 | 0.028 | −0.157 | −0.098 | −0.156 | −0.099 |
| Family relationship | 0.008 | 0.001 | −0.004 | −0.004 | ||
| Family health | 0.038 ** | 0.041 ** | 0.036 * | 0.043 ** | ||
| R2 | −0.069 | 0.019 | −0.050 | 0.041 | −0.056 | 0.037 |
| SER | 1.017 | 1.037 | 1.008 | 1.027 | 1.011 | 1.029 |
Note: *, **, and *** indicate significance at 10%, 5%, and 1% level, respectively; the standard error is in brackets under the coefficient.
Results for two-stage least squares by gender.
| Chinese | Math | |||
|---|---|---|---|---|
| Boy | Girl | Boy | Girl | |
| Intercept term | 2.049 * | 2.939 *** | 1.763 | 3.517 *** |
| Child’s age | −0.060 *** | −0.051 *** | −0.097 *** | −0.097 *** |
| Child’s nationality | 0.430 | −0.683 | 0.571 | −1.111 ** |
| Family age | 0.005 | 0.006 | 0.006 * | 0.009 ** |
| Family gender | −0.049 | 0.002 | −0.103 * | −0.018 |
| Residence | −0.071 | −0.177 | −0.066 | −0.171 |
| Urban–rural | −0.049 | −0.067 | −0.053 | 0.095 |
| Family marriage | −0.108 | 0.214 | −0.049 | 0.122 |
| Family size | −0.019 | 0.007 | −0.027 * | 0.007 |
| Family cognitive ability | −0.009 | −0.035 | −0.003 | −0.031 |
| Family income | −0.002 | 0.004 | 0.019 | 0.035 |
| Children’s health investment | −0.009 | 0.006 | −0.006 | 0.001 |
| Children’s education investment | 0.016 | 0.009 | 0.011 | −0.020 |
| Family education | 0.077 *** | 0.100 *** | 0.080 *** | 0.102 *** |
| Family education expectation | 0.093 *** | 0.157 *** | 0.162 *** | 0.157 *** |
| Family books | 0.076 | 0.135* | 0.088 | 0.095 |
| Family parenting | 0.110 | −0.123 | 0.233 *** | −0.117 |
| Family education participation | 0.035 | 0.133 *** | 0.015 | 0.104 *** |
| Family lifestyle | −0.012 | 0.017 | −0.038 | −0.007 |
| Family occupation | 0.048 | −0.053 | 0.062 | −0.028 |
| Family information | 0.039 | −0.066 | 0.056 | −0.025 |
| Family human expenditure | −0.010 | −0.006 | −0.015 | −0.002 |
| Family social communication | 0.040 ** | 0.054 *** | 0.035 ** | 0.049 ** |
| Medical insurance | −1.124 ** | −1.958 ** | −1.151 ** | −1.619 ** |
| Endowment insurance | 0.186 ** | 0.298 ** | 0.127 | 0.271 ** |
| Government support | 0.021 | 0.089 | 0.060 | 0.004 |
| Tap water | 0.074 | 0.098 | 0.145 ** | −0.042 |
| Fuel | −0.003 | −0.002 | −0.074 | −0.090 |
| Air purification | 0.082 | −0.271 | 0.108 | −0.080 |
| R2 | −0.011 | −0.227 | 0.072 | −0.058 |
| SER | 0.987 | 1.078 | 1.010 | 1.086 |
Note: *, **, and *** indicate significance at 10%, 5%, and 1% level, respectively; the standard error is in brackets under the coefficient.
Results for two-stage least squares by urban location.
| Chinese | Math | |||
|---|---|---|---|---|
| Urban | Rural | Urban | Rural | |
| Intercept term | 2.069 ** | 3.458 *** | 1.815 * | 4.385 *** |
| Child’s age | −0.059 *** | −0.054 *** | −0.087 *** | −0.104 *** |
| Child’s gender | −0.256 *** | −0.318 *** | −0.018 | 0.011 |
| Child’s nationality | −0.404 | −0.445 | −0.300 | −1.014 |
| Family age | 0.008 * | 0.004 | 0.012** | 0.006 |
| Family gender | −0.086 | 0.009 | −0.044 | −0.065 |
| Residence | −0.171 * | −0.015 | −0.179 * | 0.049 |
| Family marriage | 0.047 | 0.079 | 0.068 | 0.019 |
| Family size | −0.010 | −0.011 | −0.004 | −0.019 |
| Family cognitive ability | −0.005 | −0.029 | 0.004 | −0.031 |
| Family income | 0.050 | −0.040 | 0.059 * | −0.002 |
| Children’s health investment | −0.006 | −0.001 | 0.010 | −0.011 |
| Children’s education investment | 0.002 | 0.023 | 0.002 | −0.002 |
| Family education | 0.065 ** | 0.101 *** | 0.069 ** | 0.116 *** |
| Family education expectation | 0.123 *** | 0.112 *** | 0.110 *** | 0.191 *** |
| Family books | 0.087 | 0.093 | 0.108 * | 0.054 |
| Family parenting | 0.100 | −0.026 | 0.120 | 0.055 |
| Family education participation | 0.054 * | 0.092 *** | 0.055 * | 0.058 ** |
| Family lifestyle | 0.036 | −0.028 | −0.032 | −0.010 |
| Family occupation | 0.061 | −0.097 * | 0.064 | −0.067 |
| Family information | 0.033 | −0.020 | 0.042 | 0.006 |
| Family human expenditure | −0.008 | −0.005 | −0.010 | −0.009 |
| Family social communication | 0.041 ** | 0.057 *** | 0.035 * | 0.039 ** |
| Medical insurance | −1.468 *** | −1.300 | −1.087 ** | −1.861 |
| Endowment insurance | 0.243 ** | 0.200 | 0.193 * | 0.198 |
| Government support | 0.070 | 0.040 | 0.105 | 0.016 |
| Tap water | 0.149 * | 0.069 | 0.094 | 0.083 |
| Fuel | 0.097 | −0.004 | −0.060 | −0.075 |
| Air purification | −0.110 | 0.094 | 0.018 | 0.072 |
| R2 | −0.059 | −0.035 | 0.018 | −0.043 |
| SER | 0.978 | 1.030 | 1.025 | 1.081 |
Note: *, **, and *** indicate significance at 10%, 5%, and 1% level, respectively; the standard error is in brackets under the coefficient.