

World Regional Studies ›› 2026, Vol. 35 ›› Issue (10): 197-212.DOI: 10.3969/j.issn.1004-9479.2026.10.20241117
Liming XIAO(
), Wenxin LI, Qinlin XIAO(
)
Received:2024-12-17
Revised:2025-04-07
Online:2026-10-15
Published:2026-10-30
Contact:
Qinlin XIAO
通讯作者:
肖沁霖
作者简介:肖黎明(1972—),男,教授,博导,博士,研究方向为区域绿色创新与发展,E-mail:xiaolm1972@163. com。
基金资助:Liming XIAO, Wenxin LI, Qinlin XIAO. Impact of public participation on pollution reduction and carbon reduction under the concept of green consumption: Test based on Baidu search index[J]. World Regional Studies, 2026, 35(10): 197-212.
肖黎明, 李雯欣, 肖沁霖. 绿色消费理念下的公众参与对减污降碳的影响[J]. 世界地理研究, 2026, 35(10): 197-212.
| 变量类型 | 变量名称 | 变量符号 | 样本量 | 均值 | 标准差 | 最小值 | 最大值 |
|---|---|---|---|---|---|---|---|
| 被解释变量 | 减污降碳耦合协调度 | d | 2 394 | 0.882 0 | 0.073 8 | 0.091 9 | 0.997 1 |
| 解释变量 | 公众参与此处及后文所指的公众参与均为基于绿色消费理念的公众参与 | lnbaidu | 2 394 | 2.929 0 | 0.922 6 | 0.000 0 | 6.304 5 |
| 控制变量 | 经济发展水平 | lnrpgdp | 2 394 | 4.478 0 | 0.533 1 | 2.998 8 | 6.551 3 |
| 人口密度 | pden | 2 394 | 4.585 7 | 3.464 5 | 0.051 0 | 27.591 0 | |
| 产业结构水平 | ind | 2 394 | 2.300 0 | 0.144 0 | 1.831 2 | 2.832 0 | |
| 人均科技投入 | rd | 2 394 | 2.221 6 | 5.721 6 | 0.057 6 | 121.974 0 | |
| 对外开放 | fdi | 2 394 | 1.912 3 | 3.111 4 | 0.000 3 | 29.526 5 | |
| 环保人力投入 | env | 2 394 | 0.018 1 | 0.010 0 | 0.000 4 | 0.078 2 | |
| 中介变量 | 环境规制 | er | 2 394 | 0.582 3 | 0.230 4 | 0.025 4 | 1.814 8 |
| 绿色技术创新 | green | 2 394 | 0.716 0 | 1.692 9 | 0.000 0 | 27.127 5 |
Tab.1 Descriptive statistics of main variables
| 变量类型 | 变量名称 | 变量符号 | 样本量 | 均值 | 标准差 | 最小值 | 最大值 |
|---|---|---|---|---|---|---|---|
| 被解释变量 | 减污降碳耦合协调度 | d | 2 394 | 0.882 0 | 0.073 8 | 0.091 9 | 0.997 1 |
| 解释变量 | 公众参与此处及后文所指的公众参与均为基于绿色消费理念的公众参与 | lnbaidu | 2 394 | 2.929 0 | 0.922 6 | 0.000 0 | 6.304 5 |
| 控制变量 | 经济发展水平 | lnrpgdp | 2 394 | 4.478 0 | 0.533 1 | 2.998 8 | 6.551 3 |
| 人口密度 | pden | 2 394 | 4.585 7 | 3.464 5 | 0.051 0 | 27.591 0 | |
| 产业结构水平 | ind | 2 394 | 2.300 0 | 0.144 0 | 1.831 2 | 2.832 0 | |
| 人均科技投入 | rd | 2 394 | 2.221 6 | 5.721 6 | 0.057 6 | 121.974 0 | |
| 对外开放 | fdi | 2 394 | 1.912 3 | 3.111 4 | 0.000 3 | 29.526 5 | |
| 环保人力投入 | env | 2 394 | 0.018 1 | 0.010 0 | 0.000 4 | 0.078 2 | |
| 中介变量 | 环境规制 | er | 2 394 | 0.582 3 | 0.230 4 | 0.025 4 | 1.814 8 |
| 绿色技术创新 | green | 2 394 | 0.716 0 | 1.692 9 | 0.000 0 | 27.127 5 |
| 变量 | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| 当前 | 滞后一期 | |||
| lnbaidu | 0.038 2***(14.641 9) | 0.007 9**(2.424 0) | ||
| Llnbaidu | 0.050 4***(11.980 8) | 0.022 1***(5.823 1) | ||
| lnrpgdp | -0.007 7(-0.734 4) | -0.012 1(-1.202 0) | ||
| pden | 0.007 7(1.463 3) | 0.009 4*(1.881 0) | ||
| ind | 0.264 6***(8.228 7) | 0.238 3***(8.980 2) | ||
| rd | -0.000 1(-0.286 8) | -0.000 0(-0.106 2) | ||
| fdi | 0.000 8(0.802 5) | 0.000 7(0.703 2) | ||
| env | 0.254 3(1.290 0) | 0.288 1(1.318 0) | ||
| 常数项 | 0.770 3***(100.925 8) | 0.243 4**(2.417 1) | 0.741 1***(61.826 6) | 0.276 0***(2.904 2) |
| 观测值 | 2 394 | 2 394 | 2 128 | 2 128 |
| R2 | 0.160 4 | 0.305 0 | 0.192 8 | 0.326 8 |
Tab.2 Benchmark regression estimation results
| 变量 | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| 当前 | 滞后一期 | |||
| lnbaidu | 0.038 2***(14.641 9) | 0.007 9**(2.424 0) | ||
| Llnbaidu | 0.050 4***(11.980 8) | 0.022 1***(5.823 1) | ||
| lnrpgdp | -0.007 7(-0.734 4) | -0.012 1(-1.202 0) | ||
| pden | 0.007 7(1.463 3) | 0.009 4*(1.881 0) | ||
| ind | 0.264 6***(8.228 7) | 0.238 3***(8.980 2) | ||
| rd | -0.000 1(-0.286 8) | -0.000 0(-0.106 2) | ||
| fdi | 0.000 8(0.802 5) | 0.000 7(0.703 2) | ||
| env | 0.254 3(1.290 0) | 0.288 1(1.318 0) | ||
| 常数项 | 0.770 3***(100.925 8) | 0.243 4**(2.417 1) | 0.741 1***(61.826 6) | 0.276 0***(2.904 2) |
| 观测值 | 2 394 | 2 394 | 2 128 | 2 128 |
| R2 | 0.160 4 | 0.305 0 | 0.192 8 | 0.326 8 |
| 变量 | (1)第一阶段 lnbaidu | (2)第二阶段 d |
|---|---|---|
| web | 0.834 2***(8.037 0) | |
| lnbaidu | 0.056 7***(6.272 4) | |
| lnrpgdp | -0.053 4(-0.815 8) | -0.002 5(-0.355 2) |
| pden | 0.114 5**(3.220 4) | 0.002 8(0.794 2) |
| ind | 2.825 8***(17.766 1) | 0.095 5**(2.752 5) |
| rd | 0.007 2(1.299 7) | -0.000 6(-1.265 6) |
| fdi | 0.001 8(0.353 3) | 0.000 7(1.140 0) |
| env | -6.850 1***(-4.417 6) | 0.659 5***(3.291 1) |
| Kleibergen-Paap rk LM statistic | 31.872*** | |
| Cragg-Donald F statistic | 144.992 | |
| Kleibergen-Paap rk Wald F statistic | 39.085 | |
| 观测值 | 2 394 | 2 394 |
Tab.3 Estimated results of instrumental variables (2SLS)
| 变量 | (1)第一阶段 lnbaidu | (2)第二阶段 d |
|---|---|---|
| web | 0.834 2***(8.037 0) | |
| lnbaidu | 0.056 7***(6.272 4) | |
| lnrpgdp | -0.053 4(-0.815 8) | -0.002 5(-0.355 2) |
| pden | 0.114 5**(3.220 4) | 0.002 8(0.794 2) |
| ind | 2.825 8***(17.766 1) | 0.095 5**(2.752 5) |
| rd | 0.007 2(1.299 7) | -0.000 6(-1.265 6) |
| fdi | 0.001 8(0.353 3) | 0.000 7(1.140 0) |
| env | -6.850 1***(-4.417 6) | 0.659 5***(3.291 1) |
| Kleibergen-Paap rk LM statistic | 31.872*** | |
| Cragg-Donald F statistic | 144.992 | |
| Kleibergen-Paap rk Wald F statistic | 39.085 | |
| 观测值 | 2 394 | 2 394 |
| 变量 | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| 子样本回归 d | 替换被解释变量level | 加入控制变量 d | 滞后项 d | |
| lnbaidu | 0.007 0**(2.019 4) | -0.028 5***(-3.305 9) | 0.007 0**(2.231 4) | |
| Llnbaidu | 0.023 5***(5.741 9) | |||
| lnrpgdp | -0.009 2(-0.884 4) | -0.043 0(-1.591 2) | -0.008 7(-0.821 1) | -0.000 3(-0.017 4) |
| pden | 0.014 3*(1.892 3) | 0.003 3(0.474 2) | 0.007 7(1.473 5) | 0.014 4*(1.964 0) |
| ind | 0.264 6***(8.202 6) | -0.274 7***(-4.970 5) | 0.249 8***(7.791 1) | 0.253 8***(7.345 1) |
| rd | 0.000 0(0.044 1) | -0.001 9(-1.641 7) | -0.000 1(-0.229 8) | -0.000 5(-0.747 8) |
| fdi | 0.000 8(0.770 2) | -0.002 2(-1.321 5) | 0.000 9(0.908 9) | 0.000 6(0.731 4) |
| env | 0.234 0(1.200 8) | 0.326 3(0.747 4) | 0.274 7(1.405 4) | 0.342 3(1.170 5) |
| ep | 0.000 3***(2.924 9) | |||
| 常数项 | 0.227 6**(2.218 9) | 1.056 0***(5.925 2) | 0.259 4***(2.604 0) | 0.165 5(1.176 0) |
| 观测值 | 2 358 | 2 394 | 2 394 | 2 128 |
| R2 | 0.308 3 | 0.177 8 | 0.311 2 | 0.320 1 |
Tab.4 Robustness test estimation results
| 变量 | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| 子样本回归 d | 替换被解释变量level | 加入控制变量 d | 滞后项 d | |
| lnbaidu | 0.007 0**(2.019 4) | -0.028 5***(-3.305 9) | 0.007 0**(2.231 4) | |
| Llnbaidu | 0.023 5***(5.741 9) | |||
| lnrpgdp | -0.009 2(-0.884 4) | -0.043 0(-1.591 2) | -0.008 7(-0.821 1) | -0.000 3(-0.017 4) |
| pden | 0.014 3*(1.892 3) | 0.003 3(0.474 2) | 0.007 7(1.473 5) | 0.014 4*(1.964 0) |
| ind | 0.264 6***(8.202 6) | -0.274 7***(-4.970 5) | 0.249 8***(7.791 1) | 0.253 8***(7.345 1) |
| rd | 0.000 0(0.044 1) | -0.001 9(-1.641 7) | -0.000 1(-0.229 8) | -0.000 5(-0.747 8) |
| fdi | 0.000 8(0.770 2) | -0.002 2(-1.321 5) | 0.000 9(0.908 9) | 0.000 6(0.731 4) |
| env | 0.234 0(1.200 8) | 0.326 3(0.747 4) | 0.274 7(1.405 4) | 0.342 3(1.170 5) |
| ep | 0.000 3***(2.924 9) | |||
| 常数项 | 0.227 6**(2.218 9) | 1.056 0***(5.925 2) | 0.259 4***(2.604 0) | 0.165 5(1.176 0) |
| 观测值 | 2 358 | 2 394 | 2 394 | 2 128 |
| R2 | 0.308 3 | 0.177 8 | 0.311 2 | 0.320 1 |
| 变量 | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| 总效应 | 政府环境规制 | 绿色技术创新 | |||
| d | er | d | green | d | |
| lnbaidu | 0.007 9**(2.424 0) | 0.040 9**(2.438 2) | 0.007 4**(2.345 7) | 0.159 1**(2.197 1) | 0.007 4**(2.297 0) |
| er | 0.012 7***(3.020 3) | ||||
| green | 0.002 9***(2.989 7) | ||||
| lnrpgdp | -0.007 7(-0.734 4) | -0.043 9(-1.048 8) | -0.007 2(-0.684 8) | -0.190 1(-1.517 0) | -0.007 1(-0.683 5) |
| pden | 0.007 7(1.463 3) | -0.005 6(-0.369 8) | 0.007 8(1.487 1) | -0.032 9(-0.368 4) | 0.007 8(1.516 7) |
| ind | 0.264 6***(8.228 7) | 0.740 0***(6.992 8) | 0.255 2***(7.904 2) | 0.814 7***(3.104 4) | 0.262 2***(8.145 7) |
| rd | -0.000 1(-0.286 8) | -0.002 8(-1.548 2) | -0.000 1(-0.216 3) | 0.208 1***(7.601 7) | -0.000 8(-1.521 4) |
| fdi | 0.000 8(0.802 5) | 0.007 5**(2.228 3) | 0.000 8(0.717 9) | -0.001 0(-0.028 8) | 0.000 8(0.848 0) |
| env | 0.254 3(1.290 0) | -1.525 3*(-1.944 0) | 0.273 6(1.388 7) | -1.145 0(-0.570 0) | 0.257 6(1.305 5) |
| 常数项 | 0.243 4**(2.417 1) | -0.997 7***(-2.996 4) | 0.256 1**(2.550 1) | -1.061 1(-1.334 2) | 0.246 6**(2.450 4) |
| Sobel检验 | 2.280** | 2.123** | |||
| 观测值 | 2 394 | 2 394 | 2 394 | 2 394 | 2 394 |
| R2 | 0.305 0 | 0.118 1 | 0.308 5 | 0.504 9 | 0.307 3 |
Tab.5 Test results of mechanism of action
| 变量 | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| 总效应 | 政府环境规制 | 绿色技术创新 | |||
| d | er | d | green | d | |
| lnbaidu | 0.007 9**(2.424 0) | 0.040 9**(2.438 2) | 0.007 4**(2.345 7) | 0.159 1**(2.197 1) | 0.007 4**(2.297 0) |
| er | 0.012 7***(3.020 3) | ||||
| green | 0.002 9***(2.989 7) | ||||
| lnrpgdp | -0.007 7(-0.734 4) | -0.043 9(-1.048 8) | -0.007 2(-0.684 8) | -0.190 1(-1.517 0) | -0.007 1(-0.683 5) |
| pden | 0.007 7(1.463 3) | -0.005 6(-0.369 8) | 0.007 8(1.487 1) | -0.032 9(-0.368 4) | 0.007 8(1.516 7) |
| ind | 0.264 6***(8.228 7) | 0.740 0***(6.992 8) | 0.255 2***(7.904 2) | 0.814 7***(3.104 4) | 0.262 2***(8.145 7) |
| rd | -0.000 1(-0.286 8) | -0.002 8(-1.548 2) | -0.000 1(-0.216 3) | 0.208 1***(7.601 7) | -0.000 8(-1.521 4) |
| fdi | 0.000 8(0.802 5) | 0.007 5**(2.228 3) | 0.000 8(0.717 9) | -0.001 0(-0.028 8) | 0.000 8(0.848 0) |
| env | 0.254 3(1.290 0) | -1.525 3*(-1.944 0) | 0.273 6(1.388 7) | -1.145 0(-0.570 0) | 0.257 6(1.305 5) |
| 常数项 | 0.243 4**(2.417 1) | -0.997 7***(-2.996 4) | 0.256 1**(2.550 1) | -1.061 1(-1.334 2) | 0.246 6**(2.450 4) |
| Sobel检验 | 2.280** | 2.123** | |||
| 观测值 | 2 394 | 2 394 | 2 394 | 2 394 | 2 394 |
| R2 | 0.305 0 | 0.118 1 | 0.308 5 | 0.504 9 | 0.307 3 |
| 变量 | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| 高教育水平 | 低教育水平 | 老工业基地 | 非老工业基地 | 环保城市 | 非环保城市 | |
| lnbaidu | 0.010 3** (1.999 4) | 0.001 6 (0.528 4) | 0.019 1***(3.371 6) | 0.003 7 (0.934 5) | 0.010 7* (1.903 7) | 0.003 8 (0.981 4) |
| lnrpgdp | -0.024 7*(-1.956 2) | -0.012 5 (-0.989 4) | -0.011 9(-0.755 6) | -0.006 9(-0.407 8) | -0.019 3(-1.245 6) | -0.004 3(-0.326 0) |
| pden | 0.001 7 (0.439 1) | 0.043 4*** (2.793 9) | 0.022 7 (1.131 4) | 0.005 8 (1.101 5) | 0.003 7 (0.927 0) | 0.021 1 (1.390 8) |
| ind | 0.221 1*** (4.232 9) | 0.285 5*** (8.442 0) | 0.255 3***(4.575 6) | 0.259 5***(6.588 0) | 0.251 0***(4.128 5) | 0.268 3***(7.163 1) |
| rd | 0.000 5 (1.036 2) | 0.001 1 (0.561 4) | 0.002 5 (0.900 7) | 0.000 1 (0.165 0) | 0.000 1 (0.205 6) | 0.001 5 (0.830 6) |
| fdi | -0.000 0 (-0.024 4) | 0.004 8*** (4.327 9) | 0.003 1** (2.185 1) | 0.000 1 (0.050 8) | 0.001 2 (1.039 3) | 0.000 6 (0.363 9) |
| env | 0.228 2 (1.514 3) | 0.258 0 (0.839 3) | 0.210 8 (0.692 1) | 0.323 6 (1.280 2) | 0.108 2 (0.535 9) | 0.293 2 (1.123 2) |
| 常数项 | 0.415 6*** (2.811 7) | 0.120 5 (0.914 8) | 0.194 6 (0.995 2) | 0.270 2** (2.184 2) | 0.298 1* (1.743 6) | 0.211 1 (1.614 9) |
| 观测值 | 1 197 | 1 197 | 792 | 1 602 | 999 | 1 395 |
| R2 | 0.300 2 | 0.361 6 | 0.372 4 | 0.278 6 | 0.348 3 | 0.289 2 |
Tab.6 Heterogeneity analysis estimated results
| 变量 | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| 高教育水平 | 低教育水平 | 老工业基地 | 非老工业基地 | 环保城市 | 非环保城市 | |
| lnbaidu | 0.010 3** (1.999 4) | 0.001 6 (0.528 4) | 0.019 1***(3.371 6) | 0.003 7 (0.934 5) | 0.010 7* (1.903 7) | 0.003 8 (0.981 4) |
| lnrpgdp | -0.024 7*(-1.956 2) | -0.012 5 (-0.989 4) | -0.011 9(-0.755 6) | -0.006 9(-0.407 8) | -0.019 3(-1.245 6) | -0.004 3(-0.326 0) |
| pden | 0.001 7 (0.439 1) | 0.043 4*** (2.793 9) | 0.022 7 (1.131 4) | 0.005 8 (1.101 5) | 0.003 7 (0.927 0) | 0.021 1 (1.390 8) |
| ind | 0.221 1*** (4.232 9) | 0.285 5*** (8.442 0) | 0.255 3***(4.575 6) | 0.259 5***(6.588 0) | 0.251 0***(4.128 5) | 0.268 3***(7.163 1) |
| rd | 0.000 5 (1.036 2) | 0.001 1 (0.561 4) | 0.002 5 (0.900 7) | 0.000 1 (0.165 0) | 0.000 1 (0.205 6) | 0.001 5 (0.830 6) |
| fdi | -0.000 0 (-0.024 4) | 0.004 8*** (4.327 9) | 0.003 1** (2.185 1) | 0.000 1 (0.050 8) | 0.001 2 (1.039 3) | 0.000 6 (0.363 9) |
| env | 0.228 2 (1.514 3) | 0.258 0 (0.839 3) | 0.210 8 (0.692 1) | 0.323 6 (1.280 2) | 0.108 2 (0.535 9) | 0.293 2 (1.123 2) |
| 常数项 | 0.415 6*** (2.811 7) | 0.120 5 (0.914 8) | 0.194 6 (0.995 2) | 0.270 2** (2.184 2) | 0.298 1* (1.743 6) | 0.211 1 (1.614 9) |
| 观测值 | 1 197 | 1 197 | 792 | 1 602 | 999 | 1 395 |
| R2 | 0.300 2 | 0.361 6 | 0.372 4 | 0.278 6 | 0.348 3 | 0.289 2 |
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