Tropical Geography ›› 2023, Vol. 43 ›› Issue (4): 681-694.doi: 10.13284/j.cnki.rddl.003664
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Hui Zhang(), Hanyue Zhang, Renjun Li
Received:
2022-10-17
Revised:
2023-02-06
Online:
2023-04-05
Published:
2023-05-08
CLC Number:
Hui Zhang, Hanyue Zhang, Renjun Li. Does Smart City Construction Promote New Urbanization and Market Integration: Can We Have Both?[J].Tropical Geography, 2023, 43(4): 681-694.
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Table 1
Descriptive statistics of variables
变量符号 | 变量名称 | 样本数/个 | 平均值 | 标准差 | 最小值 | 最大值 |
---|---|---|---|---|---|---|
seg | 市场分割 | 3 570 | 0.034 9 | 0.029 6 | 0.007 69 | 0.458 |
smct | 智慧城市 | 3 570 | 0.145 | 0.352 | 0 | 1 |
pop-urban | 人口城镇化 | 3 570 | 0.495 | 0.17 | 0.099 5 | 1 |
eco-urban | 经济城镇化 | 3 570 | 3.339 | 0.882 | 0.676 | 6.319 |
sco-urban | 社会城镇化 | 3 570 | 9.605 | 0.888 2 | 6.461 | 11.99 |
env-urban | 环境城镇化 | 3 570 | 0.019 4 | 0.066 6 | 0.000 084 | 2.928 |
open | 对外开放 | 3 570 | 0.226 | 0.521 | 0.000 2 | 10.07 |
inform | 信息基础 | 3 570 | 6.602 | 0.808 | 4.249 | 10.35 |
fin | 金融发展 | 3 570 | 2.158 | 1.079 | 0.731 | 21.30 |
dense | 经济密度 | 3 570 | 0.258 | 0.618 | 0.000 76 | 13.48 |
soe | 国有化 | 3 570 | 0.474 | 0.196 | 0.015 9 | 1.000 |
gov | 政府干预 | 3 570 | 0.657 | 0.654 | 0.041 2 | 10.94 |
indus | 工业化水平 | 3 570 | 1.331 | 0.636 | 0.105 | 7.416 |
edu | 教育水平 | 3 570 | 1.654 | 2.012 | 0.006 96 | 15.63 |
inter | 通信网络 | 3 570 | 0.159 | 0.136 | 0.000 056 | 1.00 |
Table 2
Benchmark regression result
变量 | pop_urban | eco_urban | sco_urban | env_urban | seg |
---|---|---|---|---|---|
smct | 0.008 01(0.673 9) | 0.031 41*(0.017 4) | 0.113 30***(0.041 1) | -0.013 16***(0.004 8) | 0.003 96***(0.00 15) |
soe | -1.083 27(2.226 2) | 0.0105 3(0.061 1) | 0.006 37(0.127 5) | 0.029 21(0.025 8) | 0.002 77(0.005 3) |
gov | 77.944 69(128.690 1) | 3.811 18(2.620 3) | -3.235 27(4.989 7) | -1.166 17*(0.634 1) | -0.012 00(0.203 4) |
indus | 0.1044 8(0.310 1) | 0.097 61***(0.009 9) | 0.113 59***(0.022 1) | 0.010 24*(0.005 5) | 0.001 56(0.001 0) |
inform | 0.461 54(0.455 7) | 0.022 45**(0.011 4) | 0.0764 7***(0.023 7) | 0.001 11(0.001 9) | -0.002 80***(0.000 9) |
fin | -0.456 01(0.280 4) | -0.050 61***(0.015 1) | -0.115 35**(0.048 0) | -0.000 55(0.000 6) | -0.001 05*(0.000 6) |
dense | -0.687 35(0.915 1) | -0.103 08***(0.022 5) | -0.108 26*(0.056 6) | 0.008 41*(0.004 8) | 0.001 47(0.001 9) |
open | 0.893 07(0.852 1) | -0.017 31(0.021 7) | 0.061 82(0.052 0) | 0.005 24(0.003 6) | -0.001 21(0.000 9) |
edu | 0.747 68*(0.387 9) | 0.003 80(0.008 5) | 0.008 13(0.015 5) | 0.001 97(0.002 7) | -0.001 35(0.001 5) |
inter | -1.072 84(1.583 5) | -0.026 91(0.041 1) | 0.003 38(0.104 0) | -0.005 31(0.005 2) | 0.009 65*(0.004 9) |
城市固定效应 | YES | YES | YES | YES | YES |
年份固定效应 | YES | YES | YES | YES | YES |
观测值 | 3 570 | 3 570 | 3 570 | 3 570 | 3 570 |
R2 | 0.592 | 0.928 | 0.834 | 0.072 | 0.431 |
Table 3
The results of parallel trend test of DID
变量 | eco-urban | sco-urban | env-urban | seg |
---|---|---|---|---|
d_4 | 0.004 41(0.011 2) | 0.015 05(0.022 0) | 0.008 19(0.011 7) | 0.000 90(0.002 6) |
d_3 | 0.006 64(0.013 5) | 0.0148 8(0.030 0) | 0.035 02(0.031 3) | 0.002 11(0.002 4) |
d_2 | 0.006 92(0.013 6) | 0.027 06(0.024 9) | 0.021 62(0.020 3) | 0.001 89(0.002 0) |
d_1 | 0.011 71(0.013 7) | 0.033 95(0.024 5) | 0.001 68(0.002 6) | -0.000 27(0.001 8) |
d1 | 0.033 48*(0.017 5) | 0.104 50***(0.032 6) | -0.001 83(0.001 7) | 0.004 02**(0.002 0) |
d2 | 0.052 83**(0.021 9) | 0.140 27***(0.046 6) | -0.005 60***(0.002 1) | 0.003 90*(0.002 2) |
d3 | 0.045 34*(0.023 8) | 0.119 25**(0.055 6) | -0.007 34***(0.002 5) | 0.006 43**(0.003 1) |
d4 | 0.049 02*(0.027 7) | 0.096 68(0.065 3) | -0.009 26**(0.003 6) | 0.003 10(0.002 1) |
控制变量 | YES | YES | YES | YES |
城市固定效应 | YES | YES | YES | YES |
年份固定效应 | YES | YES | YES | YES |
观测值 | 3 570 | 3 570 | 3 570 | 3 570 |
R2 | 0.915 | 0.835 | 0.079 | 0.430 |
Table 5
Results of robustness test II
变量 | 干扰性政策 | 金融危机 | 改变处理组 | 工具变量 | |
---|---|---|---|---|---|
smct | 0.003 79**(0.001 48) | 0.003 96**(0.001 52) | 0.004 15**(0.001 8) | 0.004 16**(0.002 1) | 0.028 79*(0.014 9) |
电商示范城市 | 控制 | — | — | — | — |
创新型城市 | 控制 | — | — | — | — |
宽带中国试点 | 控制 | — | — | — | — |
crisis | — | 0.012 4***(0.002 38) | — | — | — |
控制变量 | YES | YES | YES | YES | YES |
城市固定效应 | YES | YES | YES | YES | YES |
年份固定效应 | YES | YES | YES | YES | YES |
观测值 | 3 570 | 3 570 | 3 570 | 2 760 | 3 570 |
R2 | 0.433 | 0.431 | 0.431 | 0.341 | 0.230 |
Table 6
Results of heterogeneity analysis
变量 | 城市等级 | 城市规模 | 城市区位 | |||||
---|---|---|---|---|---|---|---|---|
高 | 低 | 大 | 中小 | 沿海 | 内陆 | |||
smct | -0.001 60(0.003 6) | 0.004 50*(0.002 2) | -0.004 43*(0.002 5) | 0.007 30***(0.002 7) | -0.005 65*(0.003 3) | 0.005 79***(0.002 1) | ||
控制变量 | YES | YES | YES | YES | YES | YES | ||
城市固定效应 | YES | YES | YES | YES | YES | YES | ||
年份固定效应 | YES | YES | YES | YES | YES | YES | ||
观测值 | 690 | 2 880 | 1 095 | 2 475 | 660 | 2 910 | ||
R2 | 0.471 | 0.357 | 0.323 | 0.349 | 0.324 | 0.335 | ||
id | 46 | 192 | 73 | 165 | 44 | 194 |
Table 7
Effect of information infrastructure gap
变量 | eco-urban | sco-urban | env-urban | seg |
---|---|---|---|---|
smct | 0.033 2**(0.016 5) | 0.143***(0.036 4) | -0.012 1**(0.005 36) | 0.003 27(0.001 99) |
smct×infgap | -0.516***(0.168 3) | -1.876***(0.375) | 0.122*(0.063 7) | 0.043 3*(0.024 8) |
infgap | 0.335***(0.118) | 0.919***(0.234) | 0.007 27(0.027 0) | -0.038 9**(0.017 6) |
控制变量 | YES | YES | YES | YES |
城市固定效应 | YES | YES | YES | YES |
年份固定效应 | YES | YES | YES | YES |
观测值 | 3 570 | 3 570 | 3 570 | 3 570 |
R2 | 0.935 | 0.857 | 0.082 | 0.328 |
Table 8
Effect of public expenditure gap
变量 | eco_urban | sco_urban | env_urban | seg |
---|---|---|---|---|
smct | 0.021 8(0.016 0) | 0.108***(0.033 0) | -0.014 1**(0.005 87) | 0.004 05**(0.001 9) |
smct×fisgap | -0.001 58(0.002 99) | -0.022 5***(0.006 82) | 0.002 63***(0.000 88) | 0.000 92***(0.000 31) |
fisgap | 0.0125***(0.003 84) | 0.043 7***(0.010 1) | 0.002 11***(0.000 58) | 0.000 197(0.000 27) |
控制变量 | YES | YES | YES | YES |
城市固定效应 | YES | YES | YES | YES |
年份固定效应 | YES | YES | YES | YES |
观测值 | 3 570 | 3 570 | 3 570 | 3 570 |
R2 | 0.936 | 0.865 | 0.086 | 0.328 |
Table 9
Effect of industrialization development
变量 | eco_urban | sco_urban | env_urban | seg |
---|---|---|---|---|
smct | 0.018 9(0.016 1) | 0.097 6***(0.035 8) | -0.016 7**(0.007 1) | 0.0039 8**(0.001 83) |
smct×indus | -0.017 0(0.019 8) | 0.033 7(0.045 5) | -0.018 13*(0.010 1) | -0.005 75**(0.002 72) |
indus | 0.090 0***(0.011 1) | 0.116***(0.021 1) | 0.018 1(0.013 1) | 0.024 4*(0.001 38) |
控制变量 | YES | YES | YES | YES |
城市固定效应 | YES | YES | YES | YES |
年份固定效应 | YES | YES | YES | YES |
观测值 | 3 570 | 3 570 | 3 570 | 3 570 |
R2 | 0.935 | 0.854 | 0.084 | 0.328 |
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