地理研究 ›› 2021, Vol. 40 ›› Issue (10): 2930-2948.doi: 10.11821/dlyj020210055
• 研究论文 • 上一篇
收稿日期:
2021-01-20
修回日期:
2021-09-05
出版日期:
2021-10-10
发布日期:
2021-12-10
作者简介:
张兵兵(1984-),男,河南辉县人,博士,副教授,博士生导师,主要研究方向为贸易与环境、低碳经济。E-mail: fankev@vip.163.com
基金资助:
Received:
2021-01-20
Revised:
2021-09-05
Published:
2021-10-10
Online:
2021-12-10
摘要:
城市环境立法是推进生态文明建设的重要法制保障,也会因强化的环境规制而对企业贸易行为产生深刻影响。基于2000—2013年中国工业企业和海关数据库,以城市环境立法为准自然实验,运用双重差分法考察其对企业出口国内附加值率的影响。研究表明:① 城市环境立法在样本期内虽然不利于企业出口国内附加值率的提升,但随着立法时间效应累积,“波特效应”会逐渐增强,城市环境立法的负向影响会被不断减弱。② 异质性分析发现,城市环境立法对较低创新型企业、低融资约束企业、加工贸易型企业以及“两控区”企业出口国内附加值率的负向影响更为显著。③ 机制研究表明,城市环境立法引致的“中间品替代效应”会降低企业出口国内附加值率,即城市环境立法在一定程度上增加了企业国内生产成本,从而导致国内中间品种类和数量下降,进而使得企业出口国内附加值率下降;此外,城市环境立法又会通过“成本加成效应”提升企业出口国内附加值率,即城市环境立法会倒逼企业创新继而提高企业成本加成率,使得企业出口国内附加值率得以提升。但负向的“中间品替代效应”大于正向的“成本加成效应”,从而使得城市环境立法不利于企业出口国内附加值率的提升。不断健全地方环境法律法规,提升地方政府环境治理能力,推动企业技术创新与绿色生产,是实现经济高质量发展的有效路径。
张兵兵, 胡榴榴. 城市环境立法能够提升企业出口国内附加值率吗?——基于双重差分模型(DID)的实证研究[J]. 地理研究, 2021, 40(10): 2930-2948.
ZHANG Bingbing, HU Liuliu. Can urban environmental legislation improve the enterprises export domestic value added ratio? Empirical research based on difference-in-differences (DID) model[J]. GEOGRAPHICAL RESEARCH, 2021, 40(10): 2930-2948.
表2
城市环境立法影响企业出口DVAR的基准回归结果
被解释变量 | dvar | ||||
---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | |
post×treat | -0.0074*** (-3.52) | -0.0074*** (-3.54) | -0.0061*** (-2.95) | -0.0058*** (-2.84) | -0.0059*** (-2.85) |
age | 0.0080*** (5.09) | 0.0082*** (5.30) | 0.0082*** (5.31) | 0.0095*** (6.14) | |
exprint | -0.0929*** (-34.34) | -0.0934*** (-34.54) | -0.0933*** (-34.54) | ||
caplab | -0.0045*** (-7.27) | -0.0065*** (-9.16) | |||
scale | -0.0063*** (-5.63) | ||||
_cons | 0.8848*** (15.71) | 0.8698*** (15.53) | 0.8696*** (15.47) | 0.9183*** (16.14) | 0.9795*** (16.89) |
ai | YES | YES | YES | YES | YES |
at | YES | YES | YES | YES | YES |
aj | YES | YES | YES | YES | YES |
ap | YES | YES | YES | YES | YES |
N | 181923 | 181923 | 181923 | 181923 | 181923 |
adj. R2 | 0.067 | 0.068 | 0.088 | 0.088 | 0.089 |
表3
城市环境立法影响企业出口DVAR的稳健性检验(I)
被解释变量 | dvar | |||
---|---|---|---|---|
倾向得分匹配 | 调整样本区间 | |||
(1) | (2) | (3) | (4) | |
post×treat | -0.0086*** (-4.03) | -0.0072*** (-3.43) | -0.0059*** (-2.76) | -0.0036* (-1.73) |
_cons | 0.9059*** (14.71) | 0.9771*** (16.28) | 0.8552*** (17.04) | 0.9181*** (17.81) |
Control | NO | YES | NO | YES |
ai | YES | YES | YES | YES |
at | YES | YES | YES | YES |
aj | YES | YES | YES | YES |
ap | YES | YES | YES | YES |
N | 123413 | 123413 | 149263 | 149263 |
adj. R2 | 0.069 | 0.089 | 0.038 | 0.072 |
表4
城市环境立法影响企业出口DVAR的稳健性检验(II)
被解释变量 | dvar | ||||||
---|---|---|---|---|---|---|---|
剔除极端值 | 动态时间窗 | ||||||
(1) | (2) | (3) | (4) | (5) | (6) | ||
post×treat | -0.0046*** (-2.58) | -0.0029* (-1.75) | -0.0099** (-1.96) | -0.0095*** (-2.62) | -0.0083*** (-2.78) | -0.0054** (-2.05) | |
_cons | 0.9760*** (24.82) | 0.9728*** (17.91) | 1.1838*** (14.12) | 1.0403*** (12.57) | 0.9485*** (21.91) | 0.9681*** (26.84) | |
Control | YES | YES | YES | YES | YES | YES | |
ai | YES | YES | YES | YES | YES | YES | |
at | YES | YES | YES | YES | YES | YES | |
aj | YES | YES | YES | YES | YES | YES | |
ap | YES | YES | YES | YES | YES | YES | |
N | 181923 | 163731 | 13268 | 21454 | 28766 | 36534 | |
adj. R2 | 0.102 | 0.099 | 0.065 | 0.054 | 0.058 | 0.060 |
表5
城市环境立法影响企业出口DVAR的安慰剂检验
被解释变量 | dvar | |||||||
---|---|---|---|---|---|---|---|---|
立法时间提前一年 | 立法时间提前两年 | 立法时间提前三年 | ||||||
(1) | (2) | (3) | (4) | (5) | (6) | |||
fpost×treat | -0.0013 (-0.45) | -0.0001 (-0.04) | -0.0017 (-0.51) | -0.0011 (-0.34) | 0.0013 (0.32) | 0.0015 (0.38) | ||
_cons | 0.8785*** (15.66) | 0.9740*** (16.84) | 0.8788*** (15.66) | 0.9747*** (16.85) | 0.8764*** (15.62) | 0.9728*** (16.82) | ||
Control | NO | YES | NO | YES | NO | YES | ||
ai | YES | YES | YES | YES | YES | YES | ||
at | YES | YES | YES | YES | YES | YES | ||
aj | YES | YES | YES | YES | YES | YES | ||
ap | YES | YES | YES | YES | YES | YES | ||
N | 181923 | 181923 | 181923 | 181923 | 181923 | 181923 | ||
adj. R2 | 0.067 | 0.089 | 0.067 | 0.089 | 0.067 | 0.089 |
表6
城市环境立法影响企业出口DVAR的异质性分析(I)
被解释变量 | dvar | ||||||
---|---|---|---|---|---|---|---|
创新能力 | 融资约束 | ||||||
(1) | (2) | (3) | (4) | (5) | (6) | ||
post×treat | -0.0057* (-1.93) | -0.0008 (-0.27) | -0.0074*** (-2.71) | -0.0024 (-0.72) | |||
post×treat×un_inno | -0.0099*** (-6.32) | ||||||
post×treat×l_fin | -0.0071*** (-4.64) | ||||||
_cons | 0.8572*** (7.82) | 1.0636*** (34.74) | 0.9775*** (16.88) | 0.8893*** (9.42) | 1.0816*** (36.38) | 0.9765*** (16.83) | |
Control | YES | YES | YES | YES | YES | YES | |
ai | YES | YES | YES | YES | YES | YES | |
at | YES | YES | YES | YES | YES | YES | |
aj | YES | YES | YES | YES | YES | YES | |
ap | YES | YES | YES | YES | YES | YES | |
N | 90913 | 91010 | 181923 | 90781 | 91142 | 181923 | |
adj. R2 | 0.087 | 0.073 | 0.089 | 0.068 | 0.097 | 0.089 |
表7
城市环境立法影响企业出口DVAR的异质性分析(II)
被解释变量 | dvar | ||||||
---|---|---|---|---|---|---|---|
贸易类型 | 两控区 | ||||||
(1) | (2) | (3) | (4) | (5) | (6) | ||
post×treat | 0.0019 (0.85) | -0.0123*** (-3.16) | -0.0107 (-0.99) | -0.0082*** (-3.85) | |||
post×treat×pro | -0.0104*** (-4.30) | ||||||
post×treat×control | -0.0053** (-2.56) | ||||||
_cons | 0.8723*** (10.93) | 0.8647*** (28.17) | 0.9803*** (16.94) | 0.7948*** (5.89) | 1.0413*** (38.61) | 0.9790*** (16.89) | |
Control | YES | YES | YES | YES | YES | YES | |
ai | YES | YES | YES | YES | YES | YES | |
at | YES | YES | YES | YES | YES | YES | |
aj | YES | YES | YES | YES | YES | YES | |
ap | YES | YES | YES | YES | YES | YES | |
N | 124337 | 57586 | 181923 | 42247 | 139676 | 181923 | |
adj. R2 | 0.040 | 0.271 | 0.089 | 0.072 | 0.095 | 0.089 |
表8
城市环境立法影响企业出口DVAR的传导机制检验(I)
(1) | (2) | (3) | (4) | (5) | (6) | (7) | |
---|---|---|---|---|---|---|---|
dvar | dvar | dvar | markup | markup | dvar | dvar | |
post×treat | -0.0059*** (-2.85) | 0.0318*** (3.80) | -0.0062*** (-3.02) | ||||
post×treat×clean | -0.0017 (-0.73) | ||||||
post×treat×poll | -0.0083*** (-2.91) | 0.0504*** (3.87) | -0.0088*** (-3.10) | ||||
markup | 0.0103*** (6.07) | 0.0103*** (6.07) | |||||
_cons | 0.9795*** (16.89) | 0.9754*** (16.85) | 0.9746*** (16.86) | 2.2680*** (22.55) | 2.2944*** (23.07) | 0.9561*** (16.44) | 0.9509*** (16.39) |
Control | YES | YES | YES | YES | YES | YES | YES |
ai | YES | YES | YES | YES | YES | YES | YES |
at | YES | YES | YES | YES | YES | YES | YES |
aj | YES | YES | YES | YES | YES | YES | YES |
ap | YES | YES | YES | YES | YES | YES | YES |
N | 181923 | 181923 | 181923 | 181923 | 181923 | 181923 | 181923 |
adj. R2 | 0.089 | 0.089 | 0.089 | 0.063 | 0.063 | 0.092 | 0.092 |
表9
城市环境立法影响企业出口DVAR的传导机制检验(II)
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
---|---|---|---|---|---|---|---|---|
inter_v | inter_q | dvar | inter_v | inter_q | dvar | dvar | dvar | |
post×treat | -0.0971*** (-12.16) | -0.4469*** (-23.30) | -0.0037* (-1.82) | -0.0041** (-1.98) | ||||
post×treat×poll | -0.1027*** (-8.50) | -0.3782*** (-15.25) | -0.0063** (-2.23) | -0.0069** (-2.41) | ||||
inter_v | 0.0063*** (6.08) | 0.0063*** (6.08) | 0.0062*** (5.95) | 0.0062*** (5.94) | ||||
inter_q | 0.0032*** (9.14) | 0.0032*** (9.16) | 0.0032*** (9.23) | 0.0033*** (9.25) | ||||
markup | 0.0103*** (6.07) | 0.0103*** (6.07) | ||||||
_cons | 1.7847*** (5.63) | 12.8965*** (18.74) | 0.9057*** (15.58) | 1.7151*** (5.41) | 12.5738*** (18.21) | 0.9025*** (15.56) | 0.8821*** (15.12) | 0.8786*** (15.10) |
Control | YES | YES | YES | YES | YES | YES | YES | YES |
ai | YES | YES | YES | YES | YES | YES | YES | YES |
at | YES | YES | YES | YES | YES | YES | YES | YES |
aj | YES | YES | YES | YES | YES | YES | YES | YES |
ap | YES | YES | YES | YES | YES | YES | YES | YES |
N | 181923 | 181923 | 181923 | 181923 | 181923 | 181923 | 181923 | 181923 |
adj. R2 | 0.290 | 0.231 | 0.091 | 0.289 | 0.229 | 0.091 | 0.094 | 0.094 |
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