| Literature DB >> 36232256 |
Kairui Cao1, Laiqun Jin1,2, Yuanyuan Zhu3, Zilong Nie1, Hao Li1.
Abstract
With the increasingly serious environmental problems, coordinating the relationship between the environment and economic development has become a crucial task for developing countries, especially China. This paper studies the role of eco-industrial parks (EIPs) in the emissions of carbon dioxide and sulfur dioxide in China with the difference-in-difference (DID) approach by focusing on the entire process of EIPs' establishment-upgrading provincial development zones (DZs) to national DZs and then transforming national DZs into EIPs. Besides, we examined the heterogeneous effect of the different transformations from national economic and technological development zones (ETZs) or national high-tech zones (HTZs) to EIPs. In addition, we studied the spatial spillover effects of EIPs and their paths with the spatial difference-in-difference (SDID) method. The results show that neither provincial DZs nor national DZs can significantly reduce sulfur dioxide and carbon dioxide emissions. Only when national DZs are transformed into EIPs can they be reduced significantly. However, the different transformations from the HTZs and ETZs to EIPs have different effects on emissions. Moreover, EIPs have technology spillovers and demonstration effects on surrounding areas. Therefore, EIPs can reduce emissions in the surrounding areas. The results indicate that, in order to achieve high-quality development and coordinate the relationship between environment and economic development, we should take positive steps to promote the transformation of DZs into EIPs.Entities:
Keywords: eco-industrial parks; environmental pollution; upgrading and transformation of development zones
Mesh:
Substances:
Year: 2022 PMID: 36232256 PMCID: PMC9565926 DOI: 10.3390/ijerph191912957
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1The geographic evolution of China’s EIPs.
Figure 2The process of upgrading and transforming DZs into EIPs.
Descriptive statistics of each variable.
| Variable | Obs | Mean | Std. Dev. | Min | Max |
|---|---|---|---|---|---|
|
| 4627 | −5.717 | 1.46 | −14.514 | −1.437 |
|
| 4830 | 2.921 | 0.813 | 0.425 | 5.441 |
|
| 6714 | 0.837 | 0.104 | 0.387 | 0.999 |
|
| 7333 | 0.43 | 0.335 | 0 | 3.606 |
|
| 4823 | 0.871 | 0.556 | 0.075 | 9.623 |
|
| 6551 | 0.026 | 0.042 | 0 | 0.627 |
|
| 7338 | 5.76 | 0.804 | −3.219 | 8.136 |
|
| 7830 | 0.87 | 0.336 | 0 | 1 |
|
| 7830 | 0.362 | 0.481 | 0 | 1 |
|
| 7830 | 0.241 | 0.428 | 0 | 1 |
|
| 7830 | 0.262 | 0.44 | 0 | 1 |
|
| 7830 | 0.026 | 0.16 | 0 | 1 |
Overall impact of EIPs on emissions.
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
|
|
|
|
| |
| did | −0.295 *** | −0.278 *** | −0.123 *** | −0.112 *** |
| (0.054) | (0.053) | (0.015) | (0.013) | |
|
| −4.577 *** | −0.442 | −12.604 *** | −9.317 *** |
| (0.031) | (0.966) | (0.009) | (0.228) | |
| Controls | NO | YES | NO | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 4627 | 4085 | 4772 | 4170 |
| R-squared | 0.792 | 0.767 | 0.846 | 0.891 |
Notes: Cluster standard error in parentheses. *** denotes p < 0.01. The did variable is eips, which demonstrates the impact of EIPs on emissions. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
The impact of provincial DZs.
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
|
|
|
|
| |
| did | −0.182 *** | 0.169 *** | 0.054 *** | 0.058 *** |
| (0.057) | (0.058) | (0.016) | (0.014) | |
|
| −4.627 *** | −0.011 | −12.513 *** | −9.594 *** |
| (0.057) | (2.774) | (0.016) | (0.614) | |
| Controls | NO | YES | NO | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 2574 | 2291 | 2634 | 2319 |
| R-squared | 0.673 | 0.625 | 0.797 | 0.855 |
Notes: Cluster standard error in parentheses. *** denotes p < 0.01. The did variable is pdzs, which demonstrates the impact on emissions after going from no development zones to the establishment of provincial DZs. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
Provincial DZs to national DZs (excluding EIPs).
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
|
|
|
|
| |
| did | −0.012 | 0.021 | −0.04 *** | −0.011 |
| (0.03) | (0.029) | (0.008) | (0.007) | |
|
| −4.514 *** | −1.189 | −12.58 *** | −9.597 *** |
| (0.034) | (0.976) | (0.01) | (0.234) | |
| Controls | NO | YES | NO | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 4275 | 3767 | 4406 | 3838 |
| R-squared | 0.791 | 0.766 | 0.844 | 0.89 |
Notes: Cluster standard error in parentheses. *** denotes p < 0.01. The did variable changes from pdzs to ndzs, and samples with both National DZs and EIPs are excluded, which show the effect of upgrading from provincial DZs to national DZs on emissions. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
National DZs to EIPs.
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
|
|
|
|
| |
| did | −0.18 *** | −0.279 *** | −0.119 *** | −0.133 *** |
| (0.055) | (0.053) | (0.016) | (0.014) | |
|
| −4.531 *** | 2.248 | −12.785 *** | −6.824 *** |
| (0.059) | (1.425) | (0.018) | (0.367) | |
| Controls | NO | YES | NO | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 2053 | 1794 | 2138 | 1851 |
| R-squared | 0.834 | 0.835 | 0.813 | 0.881 |
Notes: Cluster standard error in parentheses. *** denotes p < 0.01. The did variable changes from ndzs to eips, demonstrating the impact of the transition from national DZs to EIPs on emissions. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
ETZs to EIPs.
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
|
|
|
|
| |
| did | −0.257 *** | −0.294 *** | −0.097 *** | −0.112 *** |
| (0.058) | (0.057) | (0.017) | (0.015) | |
|
| −4.577 *** | −3.433 ** | −12.722 *** | −7.788 *** |
| (0.068) | (1.644) | (0.021) | (0.41) | |
| Controls | NO | YES | NO | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 1468 | 1295 | 1523 | 1334 |
| R-squared | 0.852 | 0.85 | 0.839 | 0.902 |
Notes: Cluster standard error in parentheses. ** denotes p < 0.05, and *** p < 0.01. The did variable is eips and the full sample is the city where ETZs are established, demonstrating the impact on emissions after the transition from ETZs to EIPs. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
HTZs to EIPs.
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
|
|
|
|
| |
| did | −0.125 ** | −0.217 *** | −0.118 *** | −0.132 *** |
| (0.063) | (0.058) | (0.019) | (0.016) | |
|
| −4.571 *** | 7.58 *** | −12.883 *** | −5.395 *** |
| (0.067) | (2.182) | (0.021) | (0.601) | |
| Controls | NO | YES | NO | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 1433 | 1261 | 1499 | 1303 |
| R-squared | 0.845 | 0.86 | 0.817 | 0.879 |
Notes: Cluster standard error in parentheses. ** denotes p < 0.05, and *** p < 0.01. The did variable is eips and the full sample is the city where HTZs are established, demonstrating the impact on emissions after the transition from ETZs to EIPs. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
Provincial DZs to ETZs.
| The Cities with EIPs | The Cities without EIPs | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
|
|
|
|
| |
| did | 0.032 | −0.009 | 0.087 *** | 0.003 |
| (0.037) | (0.009) | (0.031) | (0.008) | |
|
| −5.479 *** | −10.948 *** | −1.168 | −9.606 *** |
| (1.49) | (0.348) | (0.974) | (0.234) | |
| Controls | YES | YES | YES | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 2682 | 2723 | 3767 | 3838 |
| R-squared | 0.698 | 0.885 | 0.767 | 0.89 |
Notes: Cluster standard error in parentheses. *** p < 0.01. The did variable is htzs and the full sample is the city where Provincial DZs are established, demonstrating the impact on emissions after the transition from Provincial DZs to ETZs. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
Provincial DZs to HTZs.
| The Cities with EIPs | The Cities without EIPs | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
|
|
|
|
| |
| did | −0.174 *** | −0.045 *** | −0.095 *** | −0.03 *** |
| (0.045) | (0.011) | (0.035) | (0.009) | |
|
| 3.564 | −10.88 *** | −3.258 *** | −9.675 *** |
| (2.747) | (0.621) | (0.263) | (0.234) | |
| Controls | YES | YES | YES | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 2648 | 2692 | 4242 | 3838 |
| R-squared | 0.714 | 0.87 | 0.76 | 0.89 |
Notes: Cluster standard error in parentheses. *** denotes p < 0.01. The did variable is htzs and the full sample is the city where Provincial DZs are established, demonstrating the impact on emissions after the transition from Provincial DZs to HTZs. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
Parallel Trend Tests and Dynamic Effects.
| All the Cities | Only Cities with a National DZ | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
|
|
|
|
| |
| pre_6 | 0.17 * | 0.055 * | 0.224 ** | 0.07 ** |
| (0.103) | (0.031) | (0.096) | (0.032) | |
| pre_5 | 0.071 | 0.047 | 0.128 | 0.048 |
| (0.129) | (0.04) | (0.117) | (0.04) | |
| pre_4 | 0.035 | 0.046 | 0.07 | 0.043 |
| (0.129) | (0.04) | (0.116) | (0.039) | |
| pre_3 | 0.011 | 0.031 | −0.008 | 0.024 |
| (0.13) | (0.04) | (0.115) | (0.039) | |
| pre_2 | 0.004 | 0.022 | −0.012 | 0.016 |
| (0.13) | (0.04) | (0.114) | (0.039) | |
| current | −0.176 | −0.029 | −0.2 * | −0.036 |
| (0.129) | (0.04) | (0.111) | (0.038) | |
| post_1 | −0.05 | −0.045 | −0.09 | −0.051 |
| (0.135) | (0.04) | (0.117) | (0.038) | |
| post_2 | −0.07 | −0.051 | −0.104 | −0.057 |
| (0.134) | (0.04) | (0.116) | (0.038) | |
| post_3 | −0.176 | −0.083 ** | −0.179 | −0.083 ** |
| (0.138) | (0.04) | (0.119) | (0.038) | |
| post_4 | −0.349 ** | −0.112 *** | −0.337 *** | −0.117 *** |
| (0.146) | (0.043) | (0.127) | (0.041) | |
| post_5 | −0.298 ** | −0.123 *** | −0.326 ** | −0.127 *** |
| (0.147) | (0.044) | (0.127) | (0.042) | |
| post_6 | −0.397 *** | −0.165 *** | −0.401 *** | −0.168 *** |
| (0.13) | (0.037) | (0.117) | (0.037) | |
| cons | −0.477 | −12.61 *** | 2.546 * | −12.806 *** |
| (0.966) | (0.01) | (1.428) | (0.02) | |
| Observations | 4085 | 4772 | 1794 | 2138 |
| R-squared | 0.768 | 0.846 | 0.838 | 0.815 |
Notes: Cluster standard error in parentheses. * denotes p < 0.1, ** p < 0.05, and *** p < 0.01.
Spatial spillover.
| All the Cities | Only Cities with a National DZ | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
|
|
|
|
| |
|
| −0.1833 *** | −0.0723 *** | −0.1288 ** | −0.1228 *** |
| did | (0.057) | (0.012) | (0.063) | (0.017) |
|
| −0.1397 | 0.0026 | 0.059 | 0.0158 |
| did | (0.085) | (0.019) | (0.08) | (0.023) |
| Spatial | 0.2220 *** | 0.5980 *** | 0.0933 ** | 0.4019 *** |
| rho | (0.018) | (0.013) | (0.036) | (0.037) |
| Direct Effects | −0.1909 *** | −0.0797 *** | −0.1245 * | −0.1288 *** |
| (0.057) | (0.013) | (0.064) | (0.018) | |
| Spillover Effects | −0.2233 ** | −0.0931 ** | 0.0307 | −0.0287 * |
| (0.101) | (0.04) | (0.051) | (0.017) | |
| Total Effects | −0.4142 *** | −0.1728 *** | −0.0938 | −0.1575 *** |
| (0.108) | (0.046) | (0.075) | (0.028) | |
| N | 4743 | 4743 | 1020 | 1020 |
| R-squared | 0.1159 | 0.2391 | 0.0124 | 0.1444 |
Notes: Cluster standard error in parentheses. * denotes p < 0.1, ** p < 0.05, and *** p < 0.01. The did variable is eips, showing the effect of EIPs on the whole sample and the sample of national DZs.
Impact of Ecoregion Establishment on TFP.
| All the Cities | Only Cities with a National DZ | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
|
|
|
|
| |
| did | 0.049 *** | 0.051 *** | 0.039 *** | 0.046 *** |
| (0.012) | (0.011) | (0.01) | (0.01) | |
|
| 0 | −1.691 *** | 0.347 *** | −3.403 *** |
| (0.006) | (0.18) | (0.01) | (0.253) | |
| Controls | NO | YES | NO | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 4260 | 3882 | 1745 | 1608 |
| R-squared | 0.004 | 0.142 | 0.02 | 0.21 |
Notes: Cluster standard error in parentheses. *** denotes p < 0.01. The did variable is eips, demonstrating the effect of EIPs on TFP. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.
Intermediary effect.
| All the Cities | Only Cities with a National DZ | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
|
|
|
|
| |
|
| −0.685 *** | −0.828 *** | −1.469 *** | −0.793 *** |
| (0.091) | (0.016) | (0.153) | (0.028) | |
| did | −0.147 ** | −0.026 ** | −0.119 ** | −0.035 *** |
| (0.06) | (0.01) | (0.056) | (0.01) | |
|
| −1.638 | −12.055 *** | −5.042 *** | −11.571 *** |
| (0.996) | (0.17) | (1.534) | (0.283) | |
| Controls | YES | YES | YES | YES |
| City effects | YES | YES | YES | YES |
| Time effects | YES | YES | YES | YES |
| Observations | 3827 | 3856 | 1580 | 1594 |
| R-squared | 0.718 | 0.888 | 0.801 | 0.898 |
Notes: Cluster standard error in parentheses. ** denotes p < 0.05, and *** p < 0.01. The did variable is eips, demonstrating that EIPs reduces carbon dioxide and sulfur dioxide emissions by increasing TFP. City effects control the individual characteristics of cities. Time effects control the time trend of pollution emission which is not correlated with cities.