地理研究 ›› 2021, Vol. 40 ›› Issue (1): 199-212.doi: 10.11821/dlyj020190892
收稿日期:
2019-10-17
接受日期:
2020-03-24
出版日期:
2021-01-10
发布日期:
2021-03-10
通讯作者:
刘涛
作者简介:
曹广忠(1969-),男,山东莘县人,博士,教授,博士生导师,主要研究方向为城镇化、城市与区域规划。E-mail: 基金资助:
CAO Guangzhong1,2(), LIU Jiajie1,2, LIU Tao1,2(
)
Received:
2019-10-17
Accepted:
2020-03-24
Online:
2021-01-10
Published:
2021-03-10
Contact:
LIU Tao
摘要:
随着中国流动人口群体构成和迁移模式的持续变化,空气质量等舒适性要素逐渐成为塑造人口迁移空间格局的重要因素。基于2000年以来的人口普查和抽样调查数据,本文探讨了空气质量对人口迁移影响的总体特征、变动趋势和作用模式。研究发现,空气质量已逐渐成为影响中国人口迁移格局的重要因素,且主要表现为推力作用。空气质量直接关系到人口迁出决策,污染严重的地区更难留住人;而在迁入地选择过程中,收入水平和就业机会则更为重要,但其影响近年来有所弱化,城市吸引力更加综合多元。此外,研究还验证了教育资源对人口迁移的导向性作用,并从人口迁移的角度发现了城市群作为城镇化主体形态的地位在持续强化。
曹广忠, 刘嘉杰, 刘涛. 空气质量对中国人口迁移的影响[J]. 地理研究, 2021, 40(1): 199-212.
CAO Guangzhong, LIU Jiajie, LIU Tao. Examining the role of air quality in shaping the landscape of China′s internal migration: Phase characteristics, push and pull effects[J]. GEOGRAPHICAL RESEARCH, 2021, 40(1): 199-212.
表2
变量描述性统计"
变量 | 观测数 | 均值 | 标准差 | 最小值 | 最大值 |
---|---|---|---|---|---|
netmig | 1148 | -3.10 | 14.49 | -45.60 | 82.56 |
immig | 1148 | 8.01 | 10.90 | 0.06 | 83.57 |
emig | 1148 | 11.16 | 7.41 | 0.04 | 47.44 |
PM | 1148 | 33.83 | 16.65 | 5.03 | 79.14 |
PGDP | 1140 | 9.79 | 0.95 | 7.06 | 12.24 |
empⅡ | 1109 | 25.53 | 11.80 | 1.12 | 76.02 |
empⅢ | 1109 | 31.64 | 9.87 | 5.17 | 81.11 |
library | 1135 | 45.56 | 68.90 | 2.00 | 924.57 |
school | 1139 | 6.75 | 1.83 | 0.08 | 19.67 |
hospital | 1141 | 17.87 | 7.97 | 4.83 | 115.15 |
pop | 1148 | 5.84 | 0.69 | 2.77 | 8.01 |
admin | 1148 | 0.10 | 0.30 | 0 | 1 |
east | 1148 | 0.35 | 0.48 | 0 | 1 |
mid | 1148 | 0.35 | 0.48 | 0 | 1 |
agg | 1148 | 0.33 | 0.47 | 0 | 1 |
表3
随机效应、固定效应及双向固定效应结果"
变量 | (1)随机效应 | (2)地区固定效应 | (3)双向固定效应 | (4)双向固定效应 |
---|---|---|---|---|
PM | -0.286*** | -0.292*** | -0.178*** | |
(0.029) | (0.027) | (0.035) | ||
PGDP | -0.538 | -1.493*** | 0.985 | 1.591 |
(0.434) | (0.417) | (1.012) | (1.013) | |
empⅡ | 0.214*** | 0.077* | 0.045 | 0.049 |
(0.047) | (0.040) | (0.042) | (0.041) | |
empⅢ | 0.121*** | 0.031 | 0.044 | 0.067* |
(0.045) | (0.037) | (0.035) | (0.036) | |
library | 0.032*** | -0.007 | -0.003 | -0.003 |
(0.007) | (0.008) | (0.009) | (0.008) | |
school | 0.319* | 0.546*** | 0.440*** | 0.345** |
(0.186) | (0.176) | (0.165) | (0.157) | |
hospital | 0.018 | 0.039 | 0.028 | 0.035 |
(0.034) | (0.036) | (0.038) | (0.038) | |
pop | 1.884*** | 32.66*** | 35.15*** | 35.92*** |
(0.917) | (6.046) | (6.523) | (6.769) | |
admin | 8.816*** | |||
(1.801) | ||||
east | 7.350*** | |||
(1.637) | ||||
mid | 3.759*** | |||
(1.059) | ||||
agg | 7.381*** | |||
(1.281) | ||||
year.2005 | -5.574*** | -8.493*** | ||
(0.945) | (0.820) | |||
year.2010 | -4.506*** | -8.060*** | ||
(1.697) | (1.631) | |||
year.2015 | -7.911*** | -11.690*** | ||
(2.239) | (2.187) | |||
Constant | -19.65*** | -176.0*** | -213.0*** | -227.2*** |
(6.167) | (33.58) | (40.80) | (41.89) | |
Observations | 1089 | 1089 | 1089 | 1089 |
Adj.(伪) R-squared | 0.487 | 0.306 | 0.374 | 0.348 |
F (Wald chi2) | 495.81*** | 25.73*** | 26.26*** | 25.90*** |
表4
截面回归结果"
变量 | (1)2000年 | (2)2005年 | (3)2010年 | (4)2015年 |
---|---|---|---|---|
PM | 0.079 | -0.285*** | -0.229*** | -0.149*** |
(0.064) | (0.061) | (0.043) | (0.042) | |
PGDP | 10.07*** | 6.588*** | 8.242*** | 7.915*** |
(2.305) | (1.424) | (1.640) | (1.718) | |
empⅡ | 0.135 | 0.397*** | 0.372*** | 0.180** |
(0.083) | (0.138) | (0.089) | (0.086) | |
empⅢ | 0.114 | 0.031 | 0.180 | 0.052 |
(0.075) | (0.072) | (0.109) | (0.137) | |
library | 0.051 | 0.085*** | 0.070*** | 0.062*** |
(0.042) | (0.032) | (0.012) | (0.012) | |
school | 1.876* | 0.133 | -0.086 | -0.407 |
(0.972) | (0.605) | (0.347) | (0.336) | |
hospital | -0.137 | -0.272 | -0.061 | 0.089 |
(0.109) | (0.217) | (0.114) | (0.099) | |
admin | -3.833 | -0.027 | 5.241** | 7.671*** |
(4.343) | (2.893) | (2.320) | (2.931) | |
east | -7.786*** | 3.455* | 1.785 | 3.633* |
(1.923) | (1.793) | (1.899) | (2.050) | |
mid | -3.137*** | 2.652** | 1.951 | 0.458 |
(1.077) | (1.310) | (1.555) | (1.500) | |
agg | 0.373 | 1.060 | 2.344* | 3.566*** |
(1.059) | (1.059) | (1.218) | (1.232) | |
pop | 1.791 | 1.440 | 0.372 | 0.993 |
(1.177) | (1.205) | (0.984) | (1.036) | |
Constant | -113.1*** | -79.14*** | -100.90*** | -101.20*** |
(20.56) | (13.47) | (17.03) | (18.06) | |
Observations | 246 | 273 | 283 | 287 |
Adj. R-squared | 0.494 | 0.591 | 0.685 | 0.686 |
F | 14.11*** | 29.98*** | 42.34*** | 49.04*** |
表5
对迁入率和迁出率的双向固定效应估计结果"
变量 | (1)迁入 | (2)迁出 |
---|---|---|
PM | -0.021 | 0.154*** |
(0.020) | (0.028) | |
PGDP | 1.694** | 0.438 |
(0.748) | (0.830) | |
empⅡ | 0.047** | 0.008 |
(0.020) | (0.032) | |
empⅢ | 0.060*** | 0.019 |
(0.022) | (0.028) | |
library | -0.001 | 0.002 |
(0.006) | (0.003) | |
school | 0.077 | -0.346** |
(0.095) | (0.161) | |
hospital | 0.024 | 0.003 |
(0.025) | (0.027) | |
pop | 18.09*** | -16.85*** |
(3.533) | (4.058) | |
year.2005 | -1.101* | 4.475*** |
(0.629) | (0.824) | |
year.2010 | 0.561 | 5.217*** |
(1.234) | (1.422) | |
year.2015 | -2.851* | 5.309*** |
(1.686) | (1.864) | |
Constant | -116.50*** | 97.50*** |
(23.38) | (25.80) | |
Observations | 1089 | 1089 |
Adj. R-squared | 0.430 | 0.406 |
F | 30.24*** | 38.37*** |
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