| Literature DB >> 34950729 |
Yuan-Yang Wu1, Yi-Tong Yu1, Yi-Dan Yao1, Mo-Han Su1, Wen-Chao Zhang1, Shi-Ming Ti1, Xue-Yu Lin1, Shuo Zhang1, Si-Qing Zhang1, Hua-Lei Yang1.
Abstract
There is little literature on the impact of donation on individual wellbeing in China. This study examines individual donations in China to answer the question of whether helping others makes us happier and to provide policy implications for in Chinese context. Based on the 2012 Chinese General Social Survey (CGSS) data and using ordered logit and OLS as benchmark models, this study finds that donation can significantly increase individual happiness. After using propensity score matching (PSM) to eliminate the possible impact of self-selection, the above conclusion remains robust. After a sub-sample discussion, it is found that this effect is more pronounced under completely voluntary donation behavior, and is not affected by economic factors, indicating that the happiness effect of donation does not vary significantly depending on the individual's economic status. This study contributes to the literature on donation behavior by examining the impact of donation behavior on donors' subjective happiness in China, and further identifies subjective happiness differences, as between voluntary and involuntary donations, thereby providing theoretical and empirical support for the formulation of policies for the development of donation institutions in China.Entities:
Keywords: CGSS; OLS; donation; happiness; propensity score matching
Year: 2021 PMID: 34950729 PMCID: PMC8688246 DOI: 10.3389/fsoc.2021.675968
Source DB: PubMed Journal: Front Sociol ISSN: 2297-7775
Summary statistics.
| Variable | Total | Donors | Non-donors | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Sample | Mean | Standard deviation | Min | Max | Mean | Standard deviation | Mean | Standard deviation | |
| Happiness | 5,797 | 3.824 | 0.845 | 1 | 5 | 3.974*** | 0.799 | 3.753 | 0.856 |
| Donation | 5,819 | 0.319 | 0.466 | 0 | 1 | ||||
| Gender | 5,819 | 0.502 | 0.500 | 0 | 1 | 0.488 | 0.500 | 0.509 | 0.500 |
| Age | 5,818 | 48.92 | 16.43 | 17 | 94 | 44.976*** | 15.5 | 50.766 | 16.53 |
| Age square | 5,818 | 2,663.04 | 1,667.982 | 289 | 8,836 | 2,262.975*** | 1,496.177 | 2,850.302 | 1710.917 |
| Minority | 5,815 | 0.087 | 0.281 | 0 | 1 | 0.098** | 0.297 | 0.082 | 0.274 |
| Self-reported health | 5,818 | 3.535 | 1.079 | 1 | 5 | 3.710*** | 1.006 | 3.454 | 1.102 |
| Marriage | 5,819 | 0.793 | 0.405 | 0 | 1 | 0.809** | 0.393 | 0.785 | 0.411 |
| Child | 5,814 | 1.813 | 1.379 | 0 | 10 | 1.474*** | 1.130 | 1.972 | 1.454 |
| Religion | 5,818 | 0.144 | 0.351 | 0 | 1 | 0.164*** | 0.371 | 0.134 | 0.341 |
| Education | 5,816 | 8.718 | 4.669 | 0 | 19 | 10.636*** | 4.209 | 7.821 | 4.603 |
| Ln(income) | 5,266 | 8.61 | 2.882 | 0 | 13.122 | 9.126*** | 2.809 | 8.357 | 2.884 |
| In party | 5,808 | 0.120 | 0.325 | 0 | 1 | 0.183*** | 0.387 | 0.090 | 0.286 |
| In work | 5,819 | 0.636 | 0.481 | 0 | 1 | 0.671*** | 0.470 | 0.62 | 0.485 |
| Medical | 5,778 | 0.909 | 0.288 | 0 | 1 | 0.930*** | 0.256 | 0.899 | 0.301 |
| Pension | 5,715 | 0.662 | 0.473 | 0 | 1 | 0.701*** | 0.458 | 0.645 | 0.479 |
| In urban | 5,812 | 0.234 | 0.424 | 0 | 1 | 0.410*** | 0.492 | 0.152 | 0.359 |
∗ p < 0.1. ∗∗ p < 0.05. ∗∗∗ p < 0.01.
Description of control variables.
| Variable name | Meaning |
|---|---|
| Happiness | very unhappy = 1, unhappy = 2, neither happy nor unhappy = 3, happy = 4, very happy = 5 |
| Donation | donor = 1, non-donor = 0 |
| Gender | male = 1, female = 0 |
| Age and its square | age of respondent in 2012 |
| Minority | ethnic minority = 1, Han Chinese = 0 |
| Self-reported health | very unhealthy = 1, unhealthy = 2, general = 3, healthy = 4, very healthy = 5 |
| Marriage | cohabitation, first marriage with a spouse, remarriage with a spouse = 1, unmarried, separation without divorce, divorced, widowed = 0 |
| Child | The number of children the respondent has |
| Religion | whether the respondent has religious belief; if yes, religion = 1, otherwise religion = 0 |
| Education | no education = 0, kindergarten = 3, primary school = 6, junior high school = 9, secondary vocational technical school or technical school = 11, high school or technical secondary school = 12, junior college (adult, formal) = 15, undergraduate (adult, formal) = 16, Graduate student or above = 19 |
| Ln(income) | natural logarithm of respondents’ total income in 2011 |
| In party | member of the Chinese Communist Party or Democratic Party = 1; non-party members = 0 |
| In work | employed = 1, unemployed = 0 |
| Medical | insured= 1, uninsured = 0 |
| Pension | insured = 1, uninsured = 0 |
| In urban | resident committee = 1, village committee = 0 |
FIGURE 1Distribution of happiness based on CGSS 2012 data.
Basic regressions on outcomes.
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
| Happiness | Happiness | Happiness | Happiness | |
| Donation | 0.520*** | 0.455*** | 0.218*** | 0.175*** |
| (0.094) | (0.104) | (0.037) | (0.039) | |
| Total value of donation | 0.0000552** | 0.0000413** | 0.0000218*** | 0.0000157*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| Male | −0.156*** | −0.061** | ||
| (0.059) | (0.024) | |||
| Age | −0.062*** | −0.026*** | ||
| (0.012) | (0.005) | |||
| Age square | 0.001*** | 0.000*** | ||
| (0.000) | (0.000) | |||
| Minority | −0.057 | −0.039 | ||
| (0.111) | (0.044) | |||
| Self-reported health | 0.475*** | 0.189*** | ||
| (0.033) | (0.013) | |||
| Marriage | 0.503*** | 0.210*** | ||
| (0.082) | (0.035) | |||
| Child | 0.046 | 0.016 | ||
| (0.031) | (0.013) | |||
| Religion | 0.146 | 0.023 | ||
| (0.096) | (0.039) | |||
| Education | 0.017* | 0.010*** | ||
| (0.009) | (0.004) | |||
| Ln(income) | 0.036*** | 0.016*** | ||
| (0.012) | (0.005) | |||
| In party | 0.209** | 0.075** | ||
| (0.085) | (0.033) | |||
| In work | −0.283*** | −0.092*** | ||
| (0.079) | (0.032) | |||
| Medical | 0.269** | 0.121*** | ||
| (0.107) | (0.046) | |||
| Pension | 0.037 | 0.022 | ||
| (0.067) | (0.028) | |||
| In urban | −0.183*** | −0.071*** | ||
| (0.067) | (0.027) | |||
| Constant term | 3.803*** | 3.240*** | ||
| (0.012) | (0.134) | |||
| Intercept term1 | −4.111*** | −2.961*** | ||
| (0.106) | (0.349) | |||
| Intercept term2 | −2.327*** | −1.108*** | ||
| (0.047) | (0.333) | |||
| Intercept term3 | −1.097*** | 0.129 | ||
| (0.031) | (0.331) | |||
| Intercept term | 1.666*** | 3.084*** | ||
| (0.037) | (0.336) | |||
|
| 5,797 | 5,142 | 5,797 | 5,142 |
|
| 0.007 | 0.087 |
①Standard deviations are shown in parentheses.②. ∗ p < 0.1. ∗∗ p < 0.05. ∗∗∗ p < 0.01.
Balance test.
| Variable | Mean | Deviation reduction ratio (%) |
| ||||
|---|---|---|---|---|---|---|---|
| Sample | Treatment group | Control group | Deviation rate (%) |
|
| ||
| Male | U | 0.501 | 0.516 | −3.1 | −9.8 | −1.06 | 0.291 |
| M | 0.502 | 0.485 | 3.4 | 1.00 | 0.318 | ||
| Age | U | 45.612 | 51.234 | −35.9 | 96.4 | −11.98 | 0.000 |
| M | 45.702 | 45.498 | 1.3 | 0.39 | 0.696 | ||
| Age square | U | 2,313 | 2,883.4 | −35.9 | 96.2 | −11.86 | 0.000 |
| M | 2,321.1 | 2,299.3 | 1.4 | 0.43 | 0.668 | ||
| Minority | U | 0.099 | 0.084 | 5.2 | 84.1 | 1.76 | 0.000 |
| M | 0.096 | 0.099 | −0.8 | −0.23 | 0.815 | ||
| Self-reported health | U | 3.689 | 3.435 | 23.9 | 96.7 | 7.95 | 0.000 |
| M | 3.684 | 3.692 | −0.8 | −0.23 | 0.815 | ||
| Marriage | U | 0.828 | 0.799 | 7.4 | 75.4 | 2.48 | 0.013 |
| M | 0.828 | 0.821 | 1.8 | 0.54 | 0.587 | ||
| Child | U | 1.508 | 1.975 | −36.5 | 99.9 | −11.81 | 0.000 |
| M | 1.511 | 1.510 | 0.0 | 0.01 | 0.988 | ||
| Religion | U | 0.161 | 0.129 | 8.9 | 60.1 | 3.04 | 0.002 |
| M | 0.157 | 0.145 | 3.5 | 1.01 | 0.313 | ||
| Education | U | 10.6 | 7.797 | 64.3 | 100.0 | 21.40 | 0.000 |
| M | 10.565 | 10.565 | 0.0 | −0.00 | 1.000 | ||
| Ln(income) | U | 9.129 | 8.368 | 26.8 | 80.2 | 8.98 | 0.000 |
| M | 9.121 | 8.971 | 5.3 | 1.58 | 0.114 | ||
| In party | U | 0.192 | 0.096 | 27.7 | 95.7 | 9.84 | 0.000 |
| M | 0.188 | 0.192 | −1.2 | −0.31 | 0.759 | ||
| In work | U | 0.691 | 0.635 | 11.7 | 63.5 | 3.92 | 0.000 |
| M | 0.689 | 0.669 | 4.3 | 1.26 | 0.210 | ||
| Medical | U | 0.933 | 0.906 | 9.7 | 100.0 | 3.18 | 0.002 |
| M | 0.932 | 0.932 | 0.0 | −0.00 | 1.000 | ||
| Pension | U | 0.713 | 0.656 | 12.1 | 97.9 | 4.05 | 0.000 |
| M | 0.711 | 0.710 | 0.3 | 0.08 | 0.939 | ||
| In urban | U | 0.728 | 0.545 | 38.8 | 99.4 | 12.84 | 0.000 |
| M | 0.727 | 0.726 | 0.3 | 0.08 | 0.938 | ||
The table reports the p-value of the t-test for equality of means in the treated and control groups and the percentage of bias and its reduction that is the standardized bias. For each variable, the indicators are calculated before and after matching. “M” means the sample was matched, “U” means the sample was not matched.
FIGURE 2Density function plots.
Propensity score matching regressions on outcomes.
| Variable | Sample | Donors | Non-donors | ATT | Standard deviation |
|---|---|---|---|---|---|
|
| U | 3.981 | 3.772 | 0.209*** | 0.025 |
| M | 3.977 | 3.877 | 0.126*** | 0.035 | |
| Radius match | U | 3.981 | 3.772 | 0.208*** | 0.025 |
| M | 3.977 | 3.877 | 0.099** | 0.039 | |
| Kernel match | U | 3.981 | 3.772 | 0.208*** | 0.025 |
| M | 3.977 | 3.853 | 0.124*** | 0.025 |
Note: ① Robust standard errors are in parentheses.②. ∗ p < 0.1. ∗∗ p < 0.05. ∗∗∗ p < 0.01.③. “M” means the sample was matched, “U” means the sample was not matched.
Discussion of different degree of Autonomy.
| Order logit | OLS | |||||
|---|---|---|---|---|---|---|
| (5) | (6) | (7) | (8) | (9) | (10) | |
| Fully voluntary | Semi voluntary | Mandatory | Fully voluntary | Semi voluntary | Mandatory | |
| Donation | 0.454*** | 0.036 | 0.185 | 0.174*** | −0.011 | 0.065 |
| (0.069) | (0.088) | (0.203) | (0.027) | (0.035) | (0.078) | |
| Male | −0.071 | −0.081 | 0.141 | −0.026 | −0.015 | 0.032 |
| (0.125) | (0.167) | (0.418) | (0.047) | (0.062) | (0.141) | |
| Age | −0.086*** | −0.052 | −0.219** | −0.032*** | −0.025 | −0.100*** |
| (0.028) | (0.041) | (0.107) | (0.010) | (0.016) | (0.036) | |
| Age square | 0.001*** | 0.001* | 0.003** | 0.000*** | 0.000** | 0.001*** |
| (0.000) | (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | |
| Minority | 0.222 | −0.219 | 0.394 | 0.079 | −0.118 | 0.055 |
| (0.219) | (0.336) | (0.702) | (0.078) | (0.135) | (0.194) | |
| Self-reported health | 0.512*** | 0.542*** | 0.446* | 0.191*** | 0.178*** | 0.145 |
| (0.076) | (0.102) | (0.252) | (0.027) | (0.040) | (0.091) | |
| Marriage | 0.382** | 0.110 | −0.317 | 0.169** | 0.021 | 0.114 |
| (0.188) | (0.274) | (0.857) | (0.073) | (0.110) | (0.290) | |
| Child | 0.031 | −0.002 | −0.638** | 0.013 | −0.014 | −0.205* |
| (0.075) | (0.108) | (0.282) | (0.027) | (0.043) | (0.109) | |
| Religion | 0.181 | 0.485 | 0.635 | 0.063 | 0.087 | 0.150 |
| (0.175) | (0.313) | (0.566) | (0.063) | (0.122) | (0.220) | |
| Education | 0.003 | 0.036 | 0.030 | 0.006 | 0.014 | 0.018 |
| (0.019) | (0.029) | (0.072) | (0.007) | (0.011) | (0.026) | |
| Ln(income) | 0.037 | 0.075 | 0.013 | 0.012 | 0.032* | 0.000 |
| (0.025) | (0.048) | (0.104) | (0.009) | (0.018) | (0.033) | |
| In party | 0.152 | 0.103 | 0.757** | 0.063 | 0.013 | 0.288** |
| (0.166) | (0.196) | (0.376) | (0.063) | (0.073) | (0.124) | |
| In work | −0.174 | −0.142 | −0.243 | −0.039 | −0.008 | 0.046 |
| (0.186) | (0.294) | (0.601) | (0.071) | (0.110) | (0.237) | |
| Medical | 0.230 | 0.513 | −0.243 | 0.096 | 0.206 | 0.100 |
| (0.246) | (0.396) | (1.044) | (0.098) | (0.172) | (0.377) | |
| Pension | 0.033 | −0.444* | −0.735 | 0.036 | −0.111 | −0.186 |
| (0.150) | (0.227) | (0.488) | (0.058) | (0.088) | (0.152) | |
| In urban | −0.109 | 0.150 | −0.315 | −0.047 | 0.045 | −0.185 |
| (0.149) | (0.237) | (0.461) | (0.055) | (0.089) | (0.180) | |
| Constant term | 3.518*** | 3.050*** | 5.491*** | |||
| (0.266) | (0.399) | (0.658) | ||||
| Intercept term1 | −3.643*** | −1.907* | −8.417*** | |||
| (0.789) | (1.013) | (2.124) | ||||
| Intercept term2 | −1.938*** | −0.025 | −7.234*** | |||
| (0.746) | (1.017) | (2.132) | ||||
| Intercept term3 | −0.757 | 1.041 | −6.135*** | |||
| (0.734) | (1.010) | (2.105) | ||||
| Intercept term4 | 2.307*** | 4.237*** | −2.686 | |||
| (0.740) | (1.030) | (2.078) | ||||
|
| 1,171 | 655 | 144 | 1,171 | 655 | 144 |
|
| 0.076 | 0.084 | 0.168 | |||
Note: ① Robust standard errors are in parentheses. ② ∗ p < 0.1. ∗∗ p < 0.05. ∗∗∗ p < 0.01.
Discussion of different income level.
| Order logit | OLS | |||
|---|---|---|---|---|
| (11) | (12) | (13) | (14) | |
| Good income | General income | Good income | General income | |
| Donation | 0.469*** | 0.406*** | 0.142*** | 0.157*** |
| (0.084) | (0.100) | (0.030) | (0.043) | |
| Male | −0.119 | −0.261*** | −0.034 | −0.114*** |
| (0.089) | (0.085) | (0.032) | (0.038) | |
| Age | −0.067*** | −0.050*** | −0.025*** | −0.023*** |
| (0.018) | (0.016) | (0.006) | (0.007) | |
| Age square | 0.001*** | 0.001*** | 0.000*** | 0.000*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| Minority | 0.484*** | −0.276** | 0.178*** | −0.131** |
| (0.182) | (0.129) | (0.060) | (0.058) | |
| Self-reported health | 0.480*** | 0.450*** | 0.157*** | 0.203*** |
| (0.051) | (0.044) | (0.018) | (0.018) | |
| Marriage | 0.597*** | 0.394*** | 0.223*** | 0.183*** |
| (0.130) | (0.104) | (0.049) | (0.049) | |
| Child | 0.088 | 0.017 | 0.023 | 0.008 |
| (0.056) | (0.036) | (0.021) | (0.017) | |
| Religion | 0.392*** | −0.101 | 0.113** | −0.075 |
| (0.141) | (0.127) | (0.049) | (0.057) | |
| Education | −0.007 | 0.022* | 0.001 | 0.011* |
| (0.014) | (0.013) | (0.005) | (0.006) | |
| Ln(income) | 0.320*** | 0.024* | 0.121*** | 0.010* |
| (0.081) | (0.013) | (0.028) | (0.006) | |
| In party | 0.252** | 0.087 | 0.079** | 0.049 |
| (0.105) | (0.158) | (0.037) | (0.068) | |
| In work | −0.353*** | −0.240** | −0.118** | −0.076* |
| (0.136) | (0.100) | (0.049) | (0.045) | |
| Medical | 0.287* | 0.199 | 0.133** | 0.086 |
| (0.166) | (0.135) | (0.066) | (0.063) | |
| Pension | −0.008 | 0.074 | 0.015 | 0.031 |
| (0.110) | (0.083) | (0.039) | (0.038) | |
| In urban | −0.327*** | −0.168** | −0.120*** | −0.076** |
| (0.111) | (0.086) | (0.040) | (0.038) | |
| Constant term | 2.344*** | 3.157*** | ||
| (0.321) | (0.194) | |||
| Intercept term1 | −1.015 | −2.580*** | ||
| (0.951) | (0.457) | |||
| Intercept term2 | 1.209 | −0.837* | ||
| (0.927) | (0.444) | |||
| Intercept term3 | 2.727*** | 0.252 | ||
| (0.921) | (0.442) | |||
| Intercept term4 | 5.882*** | 3.079*** | ||
| (0.928) | (0.449) | |||
|
| 2,574 | 2,568 | 2,574 | 2,568 |
|
| 0.088 | 0.087 | ||
Note: ① Standard deviations in parentheses. ② ∗ p < 0.1. ∗∗ p < 0.05. ∗∗∗ p < 0.01.