Journal of East China Normal University (Philosophy and Social Sciences) ›› 2021, Vol. 53 ›› Issue (2): 146-163.doi: 10.16382/j.cnki.1000-5579.2021.02.014
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Jun-tao YE
Online:
2021-03-15
Published:
2021-03-26
Jun-tao YE. Enclaves and Migrant Workers’ Income:Evidence from CLDS[J]. Journal of East China Normal University (Philosophy and Social Sciences), 2021, 53(2): 146-163.
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均值 | 标准差 | 观测值 | |
结果变量 | |||
小时工资(对数值) | 3.220 | 4.488 | 2 883 |
核心解释变量 | |||
聚集居住(社区人口组成:1=以外地人为主;0=以本地人为主) | 0.489 | 0.500 | 3 367 |
聚集居住(社区形态:1=未改造的老城区、村改居住宅区、 移民社区、棚户区;0=其他) | 0.720 | 0.449 | 3 375 |
工具变量 | |||
社区外来人口占比(%) | 0.481 | 0.300 | 2 950 |
机制分析相关变量 | |||
本地技能(本地语言掌握程度:1=根本不会;5=完全掌握; 2、3、4介于其中) | 3.467 | 1.539 | 3 331 |
社区质量(社区人均年收入:万元) | 2.954 | 1.990 | 2 895 |
工作区位(工作地是否位于本社区:1=是;0=否) | 0.824 | 0.381 | 3 254 |
个体层面特征变量 | |||
年龄(岁) | 35.605 | 11.207 | 3 368 |
性别(1=男;0=女) | 0.479 | 0.500 | 3 375 |
婚姻状况(1=已婚;0=未婚) | 0.802 | 0.398 | 3 374 |
民族(1=汉族;0=少数民族) | 0.910 | 0.286 | 3 375 |
受教育程度(年) | 8.622 | 3.975 | 3 362 |
健康状况(1=非常不健康;5=非常健康;2、3、4介于其中) | 3.830 | 0.862 | 3 372 |
迁移时间(年) | 12.251 | 7.821 | 3 375 |
长期居留意愿(1=非常不可能;5非常可能;2、3、4介于其中) | 2.629 | 1.472 | 3 331 |
原始社会关系(1=有;0=无) | 0.342 | 0.474 | 3 375 |
社区层面特征变量 | |||
社区贫困程度(贫困人口占比%) | 0.022 | 0.047 | 3 350 |
"
(1) | (2) | (3) | (4) | (5) | |
聚集居住 | 0.707***(0.170) | 0.590***(0.165) | 0.683***(0.167) | 0.662***(0.166) | 0.515***(0.168) |
地区FE | Yes | Yes | Yes | Yes | Yes |
行业FE | Yes | Yes | Yes | Yes | Yes |
年度FE | Yes | Yes | Yes | Yes | Yes |
个体层面外生控制变量 | No | Yes | Yes | Yes | Yes |
个体层面内生控制变量 (长期居留意愿) | No | No | Yes | Yes | Yes |
个体层面内生控制变量 (原始社会关系) | No | No | No | Yes | Yes |
社区层面控制变量 | No | No | No | No | Yes |
观测值 | 2 880 | 2 869 | 2 831 | 2 831 | 2 809 |
R2 | 0.012 | 0.092 | 0.104 | 0.113 | 0.118 |
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其他核心自变量 | 剔除工资异常值样本 | PSM处理后 | ||
(1) | (2) | (3) | ||
内生转换模型 | 聚集居住(ATE) | 1.928***(0.032) | 0.258***(0.002) | 0.501**(0.015) |
观测值 | 2 463 | 2 426 | 1 187 | |
沃尔德chi2统计量 | 305.77*** | 225.25*** | 36.10*** | |
内生性检验 | 稳健得分chi2统计量 | 8.223*** | 15.305*** | 9.616*** |
稳健回归 F统计量 | 8.167*** | 15.210*** | 9.365*** | |
第一阶段回归 | 社区外来人口占比 | 0.110***(0.035) | 0.528***(0.038) | 0.464***(0.056) |
稳健F统计量 | 10.175*** | 196.034*** | 68.012*** | |
观测值 | 2 463 | 2 426 | 1 187 | |
R2 | 0.236 | 0.155 | 0.070 | |
弱工具变量检验 | 最小特征值统计量 | 11.366 | 195.697 | 66.465 |
5%的沃尔德检验临界值 | 8.96 | 16.38 | 16.38 |
"
本地技能学习 | 人力资本溢出 | 社区网络支持 | ||||||||
男性 | 女性 | 男性+高 收入社区 | 男性+低 收入社区 | 女性+高 收入社区 | 女性+低 收入社区 | 男性+工作 在本社区 | 男性+工作 不在本社区 | 女性+工作 在本社区 | 女性+工作 不在本社区 | |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
聚集居住(ATE) | ?0.182 (0.115) | ?0.433*** (0.116) | 0.628*** (0.048) | 1.425*** (0.024) | 0.283*** (0.053) | 0.109*** (0.019) | 0.741*** (0.027) | 0.458*** (0.017) | 0.237*** (0.022) | 1.152*** (0.036) |
观测值 | 1 381 | 1 500 | 537 | 721 | 475 | 729 | 924 | 292 | 983 | 206 |
沃尔德chi2统计量 | 307.77*** | 397.72*** | 52.56*** | 47.28*** | 66.68*** | 30.74*** | 49.81*** | 37.09*** | 50.36*** | 35.26*** |
"
本地技能学习 | 人力资本溢出 | 社区网络支持 | ||||||||
高技能 | 低技能 | 高技能+高 收入社区 | 高技能+低 收入社区 | 低技能+高 收入社区 | 低技能+低 收入社区 | 高技能+工作 在本社区 | 高技能+工作 不在本社区 | 低技能+工作 在本社区 | 低技能+工作 不在本社区 | |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
聚集居住(ATE) | ?0.409*** (0.150) | ?0.317*** (0.098) | ?10.462*** (0.046) | 3.448*** (0.041) | 0.931*** (0.042) | ?0.720*** (0.019) | 2.238*** (0.048) | ?2.641*** (0.073) | ?0.102*** (0.017) | 0.646*** (0.019) |
观测值 | 892 | 1 989 | 363 | 396 | 649 | 1057 | 502 | 243 | 1 405 | 255 |
沃尔德chi2统计量 | 215.12*** | 477.24*** | 38.95*** | 37.05*** | 64.47*** | 43.76*** | 1870.65*** | 77.98*** | 72.11*** | 50.09*** |
"
本地技能学习 | 人力资本溢出 | 社区网络支持 | ||||||||
雇员 | 自雇 | 雇员+高 收入社区 | 雇员+低 收入社区 | 自雇+高 收入社区 | 自雇+低 收入社区 | 雇员+工作 在本社区 | 雇员+工作 不在本社区 | 自雇+工作 在本社区 | 自雇+工作 不在本社区 | |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
聚集居住(ATE) | ?0.270*** (0.092) | ?0.330*** (0.174) | ?0.945*** (0.031) | 0.383*** (0.015) | 3.789*** (0.105) | 1.253*** (0.041) | 0.616*** (0.020) | ?0.395 (0.025) | 1.844*** (0.027) | 0.000 (0.000) |
观测值 | 2 296 | 585 | 807 | 1124 | 205 | 329 | 1493 | 49 | 413 | 27 |
沃尔德chi2统计量 | 540.23*** | 118.70*** | 64.11*** | 65.74*** | 27.89*** | 30.83*** | 79.18*** | 6.98 | 26.10*** | 5.36 |
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