浙江农业学报 ›› 2022, Vol. 34 ›› Issue (12): 2778-2788.DOI: 10.3969/j.issn.1004-1524.2022.12.21
收稿日期:
2021-03-10
出版日期:
2022-12-25
发布日期:
2022-12-26
通讯作者:
曹光乔
作者简介:
*曹光乔,E-mail: caoguangqiao@126.com基金资助:
WEI Zheng1(), CAO Guangqiao2,*(
)
Received:
2021-03-10
Online:
2022-12-25
Published:
2022-12-26
Contact:
CAO Guangqiao
摘要:
以县域面板数据为研究样本,利用卫星监测的夜间灯光数据表征城市化水平,就城市化对地区农业机械化水平的影响及其作用机制进行考查,并检验不同地形下城市化对农业机械化水平的异质性影响。研究发现:就全国整体而言,城市化发展促进了地区农业机械化水平的提高,稳健性检验结果强化了这一结论。分地形样本显示,平原、丘陵地区的城市化发展引起农业机械化水平的提高,而山区的城市化发展引起农业机械化水平的下降。影响机制分析表明,农村劳动力转移、种植结构调整与农村交通设施建设是城市化推进农业机械化的传导途径。
中图分类号:
魏政, 曹光乔. 城市化有利于农业机械化吗?——基于中国县域面板数据的实证分析[J]. 浙江农业学报, 2022, 34(12): 2778-2788.
WEI Zheng, CAO Guangqiao. Does urbanization promote development of agricultural mechanization?: an empirical study based on county level panel data of China[J]. Acta Agriculturae Zhejiangensis, 2022, 34(12): 2778-2788.
变量类别 Variable category | 变量名称 Variable name | 变量符号 Variable symbol | 平均值 Mean | 标准差 Standard deviation |
---|---|---|---|---|
被解释变量 Explained variable | 农业机械化水平 Agricultural mechanization level/(104 kW) | y | 35.70 | 36.75 |
解释变量 Explanatory variable | 城市化水平 Urbanization level | x | 5.54 | 5.06 |
中介变量 | 劳动力转移率 Labor transfer rate/% | Z1 | 37.86 | 17.44 |
Mediating variable | 作物种植结构 Crop planting structure/(103 hm2) | Z2 | 47.63 | 44.66 |
农村交通设施 Rural transportation facilities/(m·km-2) | Z3 | 133.72 | 197.11 | |
耕地面积占比 Proportion of cultivated land/% | Z4 | 28.22 | 19.37 | |
控制变量 | 农业劳动力规模 Size of agricultural labor force | c1 | 1.30 | 0.49 |
Control variable | 农民收入水平 Farmer's income level/(104 yuan) | c2 | 0.42 | 0.22 |
农业比较劳动生产率Agricultural comparative labor productivity/% | c3 | 32.69 | 15.76 | |
户均耕地规模 Size of cultivated land per household/hm2 | c4 | 0.90 | 7.22 | |
工业化指数 Industrialization index/% | c5 | 47.84 | 21.20 | |
金融支持 Finance support/% | c6 | 44.19 | 27.33 |
表1 变量的描述性统计
Table 1 Descriptive statistics of variables
变量类别 Variable category | 变量名称 Variable name | 变量符号 Variable symbol | 平均值 Mean | 标准差 Standard deviation |
---|---|---|---|---|
被解释变量 Explained variable | 农业机械化水平 Agricultural mechanization level/(104 kW) | y | 35.70 | 36.75 |
解释变量 Explanatory variable | 城市化水平 Urbanization level | x | 5.54 | 5.06 |
中介变量 | 劳动力转移率 Labor transfer rate/% | Z1 | 37.86 | 17.44 |
Mediating variable | 作物种植结构 Crop planting structure/(103 hm2) | Z2 | 47.63 | 44.66 |
农村交通设施 Rural transportation facilities/(m·km-2) | Z3 | 133.72 | 197.11 | |
耕地面积占比 Proportion of cultivated land/% | Z4 | 28.22 | 19.37 | |
控制变量 | 农业劳动力规模 Size of agricultural labor force | c1 | 1.30 | 0.49 |
Control variable | 农民收入水平 Farmer's income level/(104 yuan) | c2 | 0.42 | 0.22 |
农业比较劳动生产率Agricultural comparative labor productivity/% | c3 | 32.69 | 15.76 | |
户均耕地规模 Size of cultivated land per household/hm2 | c4 | 0.90 | 7.22 | |
工业化指数 Industrialization index/% | c5 | 47.84 | 21.20 | |
金融支持 Finance support/% | c6 | 44.19 | 27.33 |
变量 Variable | 模型1 Model 1 | 模型2 Model 2 | 模型3 Model 3 |
---|---|---|---|
x | 0.408 4*** | 0.466 1*** | -0.178 1** |
(0.047 1) | (0.052 0) | (0.072 2) | |
x·c2 | — | -0.116 0*** | — |
(0.044 5) | |||
x·c3 | — | — | 0.027 3*** |
(0.002 6) | |||
c1 | -0.835 0* | -0.803 8 | -0.929 5* |
(0.490 6) | (0.490 7) | (0.488 7) | |
c2 | 2.746 6*** | 3.323 3*** | 2.811 3*** |
(0.749 9) | (0.781 6) | (0.746 7) | |
c3 | 0.007 3 | 0.006 3 | -0.113 8*** |
(0.012 6) | (0.012 6) | (0.016 9) | |
c4 | 0.135 7 | 0.136 8 | 0.132 7 |
(0.122 5) | (0.122 5) | (0.122 0) | |
c5 | 0.004 1 | 0.005 1 | 0.004 3 |
(0.005 9) | (0.005 9) | (0.005 8) | |
c6 | -0.041 7*** | -0.041 7*** | -0.039 5*** |
(0.006 5) | (0.006 5) | (0.006 5) | |
常数项Constant | 29.474 7*** | 29.114 4*** | 32.682 1*** |
(0.997 2) | (1.006 4) | (1.037 4) | |
R2 | 0.315 1 | 0.315 5 | 0.320 9 |
表2 不同变量对农业机械化水平的回归结果
Table 2 Regression results of different variables on agricultural mechanization level
变量 Variable | 模型1 Model 1 | 模型2 Model 2 | 模型3 Model 3 |
---|---|---|---|
x | 0.408 4*** | 0.466 1*** | -0.178 1** |
(0.047 1) | (0.052 0) | (0.072 2) | |
x·c2 | — | -0.116 0*** | — |
(0.044 5) | |||
x·c3 | — | — | 0.027 3*** |
(0.002 6) | |||
c1 | -0.835 0* | -0.803 8 | -0.929 5* |
(0.490 6) | (0.490 7) | (0.488 7) | |
c2 | 2.746 6*** | 3.323 3*** | 2.811 3*** |
(0.749 9) | (0.781 6) | (0.746 7) | |
c3 | 0.007 3 | 0.006 3 | -0.113 8*** |
(0.012 6) | (0.012 6) | (0.016 9) | |
c4 | 0.135 7 | 0.136 8 | 0.132 7 |
(0.122 5) | (0.122 5) | (0.122 0) | |
c5 | 0.004 1 | 0.005 1 | 0.004 3 |
(0.005 9) | (0.005 9) | (0.005 8) | |
c6 | -0.041 7*** | -0.041 7*** | -0.039 5*** |
(0.006 5) | (0.006 5) | (0.006 5) | |
常数项Constant | 29.474 7*** | 29.114 4*** | 32.682 1*** |
(0.997 2) | (1.006 4) | (1.037 4) | |
R2 | 0.315 1 | 0.315 5 | 0.320 9 |
变量 Variable | 模型4 Model 4 | 模型5 Model 5 | 模型6 Model 6 | 模型7 Model 7 | 模型8 Model 8 |
---|---|---|---|---|---|
x | 0.626 4*** | 0.516 8*** | 0.382 7*** | — | — |
(0.050 2) | (0.052 5) | (0.047 7) | |||
x1 | — | — | — | 0.521 6** | — |
(0.204 8) | |||||
x2 | — | — | — | — | 0.443 1*** |
(0.069 0) | |||||
n | 12 863 | 14 655 | 10 059 | 10 059 | 15 462 |
R2 | 0.313 6 | 0.313 1 | 0.216 4 | 0.210 7 | 0.313 4 |
表3 稳健性检验结果
Table 3 Result of robustness test
变量 Variable | 模型4 Model 4 | 模型5 Model 5 | 模型6 Model 6 | 模型7 Model 7 | 模型8 Model 8 |
---|---|---|---|---|---|
x | 0.626 4*** | 0.516 8*** | 0.382 7*** | — | — |
(0.050 2) | (0.052 5) | (0.047 7) | |||
x1 | — | — | — | 0.521 6** | — |
(0.204 8) | |||||
x2 | — | — | — | — | 0.443 1*** |
(0.069 0) | |||||
n | 12 863 | 14 655 | 10 059 | 10 059 | 15 462 |
R2 | 0.313 6 | 0.313 1 | 0.216 4 | 0.210 7 | 0.313 4 |
变量Variable | β1 | θ1 | λ1 | λ2 |
---|---|---|---|---|
Z1 | 0.408 4*** (0.047 1) | 0.071 9*** (0.024 5) | 0.403 3*** (0.047 1) | 0.0709*** (0.016 6) |
Z2 | 0.408 4*** (0.047 1) | 0.175 1*** (0.046 5) | 0.372 5*** (0.046 1) | 0.205 0*** (0.008 5) |
Z3 | 0.659 1*** (0.092 8) | 2.904 3*** (0.382 2) | 0.641 3*** (0.093 3) | 0.006 1* (0.003 3) |
Z4 | 0.408 4*** (0.047 1) | -0.000 7 (0.041 7) | 0.408 4*** (0.047 1) | 0.020 3** (0.009 1) |
表5 城市化水平对农业机械化水平影响的中介效应
Table 5 Mediating effect of urbanization level on agricultural mechanization level
变量Variable | β1 | θ1 | λ1 | λ2 |
---|---|---|---|---|
Z1 | 0.408 4*** (0.047 1) | 0.071 9*** (0.024 5) | 0.403 3*** (0.047 1) | 0.0709*** (0.016 6) |
Z2 | 0.408 4*** (0.047 1) | 0.175 1*** (0.046 5) | 0.372 5*** (0.046 1) | 0.205 0*** (0.008 5) |
Z3 | 0.659 1*** (0.092 8) | 2.904 3*** (0.382 2) | 0.641 3*** (0.093 3) | 0.006 1* (0.003 3) |
Z4 | 0.408 4*** (0.047 1) | -0.000 7 (0.041 7) | 0.408 4*** (0.047 1) | 0.020 3** (0.009 1) |
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