World Regional Studies ›› 2025, Vol. 34 ›› Issue (7): 154-169.DOI: 10.3969/j.issn.1004-9479.2025.07.20230675
Received:
2023-10-10
Revised:
2024-02-26
Online:
2025-07-15
Published:
2025-07-31
作者简介:
李波(1987—),男,教授,博士,研究方向为供应链关系与企业生产率,E-mail: blee_109@ynu.edu.cn。
基金资助:
Bo LI, Qianling XIE. Expansion of supplier's geographical distribution and total factor productivity of enterprises: The moderating role of the opening of high-speed railway[J]. World Regional Studies, 2025, 34(7): 154-169.
李波, 谢倩玲. 供应商地理分布扩张与企业全要素生产率[J]. 世界地理研究, 2025, 34(7): 154-169.
变量 | (1) | (2) | (3) | (4) |
---|---|---|---|---|
TFP_OP | TFP_OP | TFP_GMM | TFP_OP | |
Disw | 0.025 7*** (2.69) | 0.023 4*** (2.60) | 0.019 4*** (2.63) | |
Disw_bg | 0.021 2** (2.39) | |||
Control | NO | YES | YES | YES |
City | YES | YES | YES | YES |
Ind | YES | YES | YES | YES |
year | YES | YES | YES | YES |
N | 5 778 | 5 778 | 5 679 | 5 778 |
Adj.R2 | 0.376 0 | 0.428 4 | 0.472 8 | 0.428 3 |
Tab.1 Results of baseline estimates
变量 | (1) | (2) | (3) | (4) |
---|---|---|---|---|
TFP_OP | TFP_OP | TFP_GMM | TFP_OP | |
Disw | 0.025 7*** (2.69) | 0.023 4*** (2.60) | 0.019 4*** (2.63) | |
Disw_bg | 0.021 2** (2.39) | |||
Control | NO | YES | YES | YES |
City | YES | YES | YES | YES |
Ind | YES | YES | YES | YES |
year | YES | YES | YES | YES |
N | 5 778 | 5 778 | 5 679 | 5 778 |
Adj.R2 | 0.376 0 | 0.428 4 | 0.472 8 | 0.428 3 |
变量 | (1)排除城市群政策 | (2)排除大城市 | (3)排除其他政策 | (4)排除其他政策 | (5)排除疫情影响 | (6)工具变量估计 | (7)工具变量估计 |
---|---|---|---|---|---|---|---|
TFP_OP | TFP_OP | TFP_OP | TFP_OP | TFP_OP | Disw | TFP_OP | |
Disw | 0.020 9**(2.41) | 0.030 7***(2.74) | 0.021 8*(1.85) | 0.022 4**(2.30) | 0.030 9***(3.18) | 0.039 6*(1.82) | |
csq | 0.074 4**(2.41) | ||||||
DX | 0.492 3***(9.97) | ||||||
Control | YES | YES | YES | YES | YES | YES | YES |
City | NO | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES | YES |
City#year | YES | ||||||
Ind#year | YES | ||||||
N | 5 796 | 3 992 | 4 609 | 5 611 | 4 696 | 3 840 | 3 743 |
Adj.R2 | 0.309 0 | 0.419 1 | 0.302 1 | 0.394 1 | 0.413 1 | 0.302 3 | 0.372 9 |
Tab.2 Robustness estimation results
变量 | (1)排除城市群政策 | (2)排除大城市 | (3)排除其他政策 | (4)排除其他政策 | (5)排除疫情影响 | (6)工具变量估计 | (7)工具变量估计 |
---|---|---|---|---|---|---|---|
TFP_OP | TFP_OP | TFP_OP | TFP_OP | TFP_OP | Disw | TFP_OP | |
Disw | 0.020 9**(2.41) | 0.030 7***(2.74) | 0.021 8*(1.85) | 0.022 4**(2.30) | 0.030 9***(3.18) | 0.039 6*(1.82) | |
csq | 0.074 4**(2.41) | ||||||
DX | 0.492 3***(9.97) | ||||||
Control | YES | YES | YES | YES | YES | YES | YES |
City | NO | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES | YES |
City#year | YES | ||||||
Ind#year | YES | ||||||
N | 5 796 | 3 992 | 4 609 | 5 611 | 4 696 | 3 840 | 3 743 |
Adj.R2 | 0.309 0 | 0.419 1 | 0.302 1 | 0.394 1 | 0.413 1 | 0.302 3 | 0.372 9 |
变量 | (1)国企 | (2)非国企 | (3)东部 | (4)中西部 | (5)行业技术人才密集 | (6)行业技术人才不密集 |
---|---|---|---|---|---|---|
TFP_OP | TFP_OP | TFP_OP | TFP_OP | TFP_OP | TFP_OP | |
Disw | 0.028 5**(1.98) | 0.019 1*(1.83) | 0.031 8***(2.63) | -0.001 1(-0.07) | 0.083 9***(3.16) | 0.016 5*(1.67) |
Control | YES | YES | YES | YES | YES | YES |
City | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES |
N | 2 199 | 3 551 | 3 576 | 2 189 | 950 | 4 811 |
Adj.R2 | 0.498 8 | 0.364 1 | 0.399 6 | 0.514 5 | 0.428 6 | 0.438 7 |
Tab.3 Heterogeneity analysis
变量 | (1)国企 | (2)非国企 | (3)东部 | (4)中西部 | (5)行业技术人才密集 | (6)行业技术人才不密集 |
---|---|---|---|---|---|---|
TFP_OP | TFP_OP | TFP_OP | TFP_OP | TFP_OP | TFP_OP | |
Disw | 0.028 5**(1.98) | 0.019 1*(1.83) | 0.031 8***(2.63) | -0.001 1(-0.07) | 0.083 9***(3.16) | 0.016 5*(1.67) |
Control | YES | YES | YES | YES | YES | YES |
City | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES |
N | 2 199 | 3 551 | 3 576 | 2 189 | 950 | 4 811 |
Adj.R2 | 0.498 8 | 0.364 1 | 0.399 6 | 0.514 5 | 0.428 6 | 0.438 7 |
变量 | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
---|---|---|---|---|---|---|---|---|
专业化机制 | 创新机制 | 供应链韧性机制 | ||||||
VSI | TFP_OP | R&D | lnpat | supply | msc | TFP_OP | TFP_OP | |
Disw | 0.021 7 | -0.065 5* | 0.049 6*** | 0.018 3* | -0.615 9*** | -0.310 0* | 0.057 4*** | 0.017 2 |
(1.45) | (-1.73) | (2.67) | (1.73) | (-3.52) | (-1.70) | (3.30) | (1.36) | |
Up_D | 0.030 0*** | |||||||
(2.61) | ||||||||
Up | -0.634 8*** | |||||||
(-4.28) | ||||||||
Control | YES | YES | YES | YES | YES | YES | YES | YES |
City | YES | YES | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES | YES | YES |
N | 3 269 | 5 783 | 4 676 | 5 673 | 6 110 | 4 107 | 2 245 | 3 467 |
Adj.R2 | 0.293 4 | 0.305 3 | 0.411 3 | 0.386 8 | 0.266 8 | 0.104 3 | 0.416 1 | 0.397 3 |
Tab.4 Mechanism analysis
变量 | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
---|---|---|---|---|---|---|---|---|
专业化机制 | 创新机制 | 供应链韧性机制 | ||||||
VSI | TFP_OP | R&D | lnpat | supply | msc | TFP_OP | TFP_OP | |
Disw | 0.021 7 | -0.065 5* | 0.049 6*** | 0.018 3* | -0.615 9*** | -0.310 0* | 0.057 4*** | 0.017 2 |
(1.45) | (-1.73) | (2.67) | (1.73) | (-3.52) | (-1.70) | (3.30) | (1.36) | |
Up_D | 0.030 0*** | |||||||
(2.61) | ||||||||
Up | -0.634 8*** | |||||||
(-4.28) | ||||||||
Control | YES | YES | YES | YES | YES | YES | YES | YES |
City | YES | YES | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES | YES | YES |
N | 3 269 | 5 783 | 4 676 | 5 673 | 6 110 | 4 107 | 2 245 | 3 467 |
Adj.R2 | 0.293 4 | 0.305 3 | 0.411 3 | 0.386 8 | 0.266 8 | 0.104 3 | 0.416 1 | 0.397 3 |
变量 | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
TFP_OP | TFP_OP | TFP_GMM | TFP_GMM | TFP_OP | TFP_OP | |
Disw×Hsr | 0.026 6*** | 0.022 0*** | 0.021 9*** | 0.021 6*** | 0.065 4** | 0.014 0** |
(3.65) | (3.39) | (3.97) | (3.99) | (2.18) | (2.02) | |
Disw | -0.047 2*** | -0.035 6** | -0.038 1*** | -0.037 0*** | -0.130 1 | -0.033 4** |
(-2.75) | (-2.44) | (-2.98) | (-2.91) | (-1.48) | (-2.22) | |
Hsr | -0.350 7*** | -0.307 0*** | -0.272 1*** | -0.277 2*** | -0.743 6** | -0.212 4** |
(-3.87) | (-3.86) | (-4.01) | (-4.14) | (-2.03) | (-2.46) | |
Control | NO | YES | NO | YES | YES | YES |
City | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES |
N | 5 778 | 5 778 | 5 679 | 5 679 | 1 177 | 4 315 |
Adj.R2 | 0.376 2 | 0.429 0 | 0.437 8 | 0.473 0 | 0.556 3 | 0.459 8 |
Tab.5 Moderating effects of high-speed rail opening
变量 | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
TFP_OP | TFP_OP | TFP_GMM | TFP_GMM | TFP_OP | TFP_OP | |
Disw×Hsr | 0.026 6*** | 0.022 0*** | 0.021 9*** | 0.021 6*** | 0.065 4** | 0.014 0** |
(3.65) | (3.39) | (3.97) | (3.99) | (2.18) | (2.02) | |
Disw | -0.047 2*** | -0.035 6** | -0.038 1*** | -0.037 0*** | -0.130 1 | -0.033 4** |
(-2.75) | (-2.44) | (-2.98) | (-2.91) | (-1.48) | (-2.22) | |
Hsr | -0.350 7*** | -0.307 0*** | -0.272 1*** | -0.277 2*** | -0.743 6** | -0.212 4** |
(-3.87) | (-3.86) | (-4.01) | (-4.14) | (-2.03) | (-2.46) | |
Control | NO | YES | NO | YES | YES | YES |
City | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES |
year | YES | YES | YES | YES | YES | YES |
N | 5 778 | 5 778 | 5 679 | 5 679 | 1 177 | 4 315 |
Adj.R2 | 0.376 2 | 0.429 0 | 0.437 8 | 0.473 0 | 0.556 3 | 0.459 8 |
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