Acta Agriculturae Zhejiangensis ›› 2022, Vol. 34 ›› Issue (12): 2809-2822.DOI: 10.3969/j.issn.1004-1524.2022.12.24
• Agricultural Economy and Development • Previous Articles
GAO Xueping1(), ZHANG Yuhan1, ZHANG Mengling1, LIAO Wenmei1,2,*(
)
Received:
2022-04-26
Online:
2022-12-25
Published:
2022-12-26
Contact:
LIAO Wenmei
CLC Number:
GAO Xueping, ZHANG Yuhan, ZHANG Mengling, LIAO Wenmei. Analysis of the impact of use of internet information technology on agricultural productivity: a case study of rice farmers in Jiangxi Province, China[J]. Acta Agriculturae Zhejiangensis, 2022, 34(12): 2809-2822.
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URL: http://www.zjnyxb.cn/EN/10.3969/j.issn.1004-1524.2022.12.24
变量 Variable | 变量解释 Variable interpretation | 全样本(549) Full sample(549) | 使用互联网信息技术样本 (285) Sample of using internet information technology(285) | 未使用互联网信息技 术样本(264) Not using internet samples(264) | |||
---|---|---|---|---|---|---|---|
平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | ||
产出变量 Output variable | |||||||
水稻总产量 Total rice production | 连续变量 Continuous variable/kg | 4 823.462 | 13 592.320 | 1 813.076 | 2 285.720 | 7 612.030 | 18 314.630 |
投入变量 Input variable | |||||||
农地投入 Agricultural land investment | 水稻播种面积 Rice sown area/hm2 | 0.671 | 1.762 | 0.983 | 2.354 | 0.334 | 0.517 |
劳动力投入 Labor input | 自有劳动力与雇佣劳动力之和 Sum of self owned labor and employed labor/h | 212.855 | 586.570 | 327.242 | 793.613 | 89.369 | 85.510 |
资本投入 Capital input | 水稻种植过程中耕整地、播种、地膜、 施肥、除草、打药、收获、运输、秸秆 处理费用/元 Fees for land preparation, sowing, film mulching, fertilization, herbicide, spraying, harvesting, transportation and straw treatment during rice planting/Yuan | 6 566.921 | 20 841.540 | 9 836.762 | 27 815.880 | 3 036.979 | 6 743.685 |
被解释变量 Explained variable | |||||||
土地生产率 Land productivity | 连续变量 Continuous variable/(kg·hm-2) | 7 059.479 | 2 093.505 | 7 384.032 | 1 971.983 | 6 709.109 | 2 166.923 |
全要素生产率 Total factor productivity | 综合效率值 Comprehensive efficiency value | 0.140 | 0.121 | 0.158 | 0.147 | 0.120 | 0.080 |
关键解释变量 Key explanatory variables | |||||||
是否使用互联网信息技术 Use of internet information technology | 1=是,0=否 1=Yes, 0=No | 0.519 | 0.500 | ||||
生产信息 Production information | |||||||
总工时 Total working hours | 连续变量 Continuous variable/h | 212.855 | 586.570 | 327.242 | 793.613 | 89.369 | 85.510 |
总费用 Total cost | 连续变量/元 Continuous variable/Yuan | 6 566.921 | 20 841.540 | 9 836.762 | 27 815.880 | 3 036.979 | 6 743.685 |
播种面积Seeded area | 连续变量Continuous variable/hm2 | 0.658 | 1.745 | 0.983 | 2.354 | 0.334 | 0.517 |
播种地块数 Number of sown plots | 按照实际调查数据 According to the actual survey data | 8.643 | 18.995 | 11.004 | 23.861 | 6.095 | 11.155 |
平均土地质量 Average land quality | 1=低,2=中,3=高 1=Low, 2=Medium, 3=High | 2.122 | 0.565 | 2.204 | 0.544 | 2.034 | 0.574 |
户主特征 Household head characteristics | |||||||
户主年龄 Age | 1=30岁及以下,2=31~40岁, 3=41~50岁,4=51~60岁, 5=61岁及以上 1=30 years old and below, 2=31-40 years old, 3=41-50 years old, 4=51-60 years old, 5=61 years old and above | 4.080 | 0.851 | 3.779 | 0.803 | 4.405 | 0.779 |
变量 Variable | 变量解释 Variable interpretation | 全样本(549) Full sample(549) | 使用互联网信息技术样本 (285) Sample of using internet information technology(285) | 未使用互联网信息技 术样本(264) Not using internet samples(264) | |||
平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | ||
户主受教育程度 Education level | 1=没上学,2=小学,3=初中,4=高 中/中专,5=大专及以上 1=No school, 2=Primary school, 3=Junior high school, 4=High school/Technical secondary school, 5=Junior college and above | 2.519 | 0.791 | 2.649 | 0.807 | 2.379 | 0.750 |
户主健康程度 Health degree | 1=很不健康,2=不健康,3=一般, 4=健康,5=很健康 1=Very unhealthy, 2=Unhealthy, 3=Average, 4=Healthy, 5=Very healthy | 3.572 | 1.101 | 3.877 | 1.032 | 3.242 | 1.080 |
户主是否技能培训 Skill training | 1=是,0=否 1=Yes, 0=No | 0.107 | 0.310 | 0.133 | 0.341 | 0.080 | 0.271 |
家庭特征 Family characteristics | |||||||
家庭人口禀赋 Family population endowment | 按照实际调查数据 According to actual survey data | 4.687 | 1.986 | 4.758 | 1.827 | 4.610 | 2.146 |
是否有党员 Party member | 1=是,0=否 1=Yes, 0=No | 0.230 | 0.421 | 0. 263 | 0.441 | 0.193 | 0.396 |
村庄特征 Village characteristics | |||||||
村庄通网年限 Network fixed number of years | 按照实际调查数据 According to the actual survey data/a | 5.224 | 3.572 | 5.491 | 3.759 | 4.936 | 3.342 |
村庄农户通网比率 Network ratio | 通网线家庭数量/总家庭数量 Number of households with network cables/total number of households | 0.122 | 0.077 | 0.123 | 0.776 | 0.120 | 0.076 |
Table 1 Main explanatory variables and descriptive statistics
变量 Variable | 变量解释 Variable interpretation | 全样本(549) Full sample(549) | 使用互联网信息技术样本 (285) Sample of using internet information technology(285) | 未使用互联网信息技 术样本(264) Not using internet samples(264) | |||
---|---|---|---|---|---|---|---|
平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | ||
产出变量 Output variable | |||||||
水稻总产量 Total rice production | 连续变量 Continuous variable/kg | 4 823.462 | 13 592.320 | 1 813.076 | 2 285.720 | 7 612.030 | 18 314.630 |
投入变量 Input variable | |||||||
农地投入 Agricultural land investment | 水稻播种面积 Rice sown area/hm2 | 0.671 | 1.762 | 0.983 | 2.354 | 0.334 | 0.517 |
劳动力投入 Labor input | 自有劳动力与雇佣劳动力之和 Sum of self owned labor and employed labor/h | 212.855 | 586.570 | 327.242 | 793.613 | 89.369 | 85.510 |
资本投入 Capital input | 水稻种植过程中耕整地、播种、地膜、 施肥、除草、打药、收获、运输、秸秆 处理费用/元 Fees for land preparation, sowing, film mulching, fertilization, herbicide, spraying, harvesting, transportation and straw treatment during rice planting/Yuan | 6 566.921 | 20 841.540 | 9 836.762 | 27 815.880 | 3 036.979 | 6 743.685 |
被解释变量 Explained variable | |||||||
土地生产率 Land productivity | 连续变量 Continuous variable/(kg·hm-2) | 7 059.479 | 2 093.505 | 7 384.032 | 1 971.983 | 6 709.109 | 2 166.923 |
全要素生产率 Total factor productivity | 综合效率值 Comprehensive efficiency value | 0.140 | 0.121 | 0.158 | 0.147 | 0.120 | 0.080 |
关键解释变量 Key explanatory variables | |||||||
是否使用互联网信息技术 Use of internet information technology | 1=是,0=否 1=Yes, 0=No | 0.519 | 0.500 | ||||
生产信息 Production information | |||||||
总工时 Total working hours | 连续变量 Continuous variable/h | 212.855 | 586.570 | 327.242 | 793.613 | 89.369 | 85.510 |
总费用 Total cost | 连续变量/元 Continuous variable/Yuan | 6 566.921 | 20 841.540 | 9 836.762 | 27 815.880 | 3 036.979 | 6 743.685 |
播种面积Seeded area | 连续变量Continuous variable/hm2 | 0.658 | 1.745 | 0.983 | 2.354 | 0.334 | 0.517 |
播种地块数 Number of sown plots | 按照实际调查数据 According to the actual survey data | 8.643 | 18.995 | 11.004 | 23.861 | 6.095 | 11.155 |
平均土地质量 Average land quality | 1=低,2=中,3=高 1=Low, 2=Medium, 3=High | 2.122 | 0.565 | 2.204 | 0.544 | 2.034 | 0.574 |
户主特征 Household head characteristics | |||||||
户主年龄 Age | 1=30岁及以下,2=31~40岁, 3=41~50岁,4=51~60岁, 5=61岁及以上 1=30 years old and below, 2=31-40 years old, 3=41-50 years old, 4=51-60 years old, 5=61 years old and above | 4.080 | 0.851 | 3.779 | 0.803 | 4.405 | 0.779 |
变量 Variable | 变量解释 Variable interpretation | 全样本(549) Full sample(549) | 使用互联网信息技术样本 (285) Sample of using internet information technology(285) | 未使用互联网信息技 术样本(264) Not using internet samples(264) | |||
平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | 平均值 Average value | 标准差 Standard deviation | ||
户主受教育程度 Education level | 1=没上学,2=小学,3=初中,4=高 中/中专,5=大专及以上 1=No school, 2=Primary school, 3=Junior high school, 4=High school/Technical secondary school, 5=Junior college and above | 2.519 | 0.791 | 2.649 | 0.807 | 2.379 | 0.750 |
户主健康程度 Health degree | 1=很不健康,2=不健康,3=一般, 4=健康,5=很健康 1=Very unhealthy, 2=Unhealthy, 3=Average, 4=Healthy, 5=Very healthy | 3.572 | 1.101 | 3.877 | 1.032 | 3.242 | 1.080 |
户主是否技能培训 Skill training | 1=是,0=否 1=Yes, 0=No | 0.107 | 0.310 | 0.133 | 0.341 | 0.080 | 0.271 |
家庭特征 Family characteristics | |||||||
家庭人口禀赋 Family population endowment | 按照实际调查数据 According to actual survey data | 4.687 | 1.986 | 4.758 | 1.827 | 4.610 | 2.146 |
是否有党员 Party member | 1=是,0=否 1=Yes, 0=No | 0.230 | 0.421 | 0. 263 | 0.441 | 0.193 | 0.396 |
村庄特征 Village characteristics | |||||||
村庄通网年限 Network fixed number of years | 按照实际调查数据 According to the actual survey data/a | 5.224 | 3.572 | 5.491 | 3.759 | 4.936 | 3.342 |
村庄农户通网比率 Network ratio | 通网线家庭数量/总家庭数量 Number of households with network cables/total number of households | 0.122 | 0.077 | 0.123 | 0.776 | 0.120 | 0.076 |
项目 Item | 土地生产率 Land productivity | 全要素生产率 Total factor productivity |
---|---|---|
关键解释变量 Key explanatory variables | ||
是否使用互联网信息技术 Use of internet Information technology | 0.194*** (0.051) | 0.040*** (0.010) |
生产信息 Production information | ||
总工时 Total working hours | 0.040** (0.020) | -0.058*** (0.006) |
总费用 Total cost | -0.003 (0.026) | 0.023*** (0.006) |
播种面积 Seeded area | -0.003 (0.029) | 0.036*** (0.008) |
播种地块数 Number of sown plots | -0.004 (0.004) | -0.002** (0.001) |
平均土地质量 Average land quality | 0.128*** (0.040) | 0.014 (0.008) |
户主特征 Household head characteristics | ||
户主年龄 Age | 0.058* (0.030) | -0.002 (0.006) |
户主受教育程度 Education level | -0.090*** (0.028) | -0.014*** (0.005) |
户主健康程度 Health degree | 0.067*** (0.019) | 0.008** (0.005) |
户主是否技能培训 Skill training | 0.014 (0.057) | 0.014 (0.017) |
家庭特征 Family characteristics | ||
家庭人口禀赋 Family population endowment | -0.009 (0.013) | -0.000 (0.002) |
是否有党员 Party member | 0.035 (0.048) | 0.004 (0.011) |
村庄特征 Village characteristics | ||
村庄通网年限 Network fixed number of years | 0.002 (0.006) | -0.001 (0.001) |
村庄农户通网比率 Network ratio | -0.317 (0.315) | -0.063 (0.056) |
Obs | 549 | 549 |
Prob>F | 0.000 | 0.000 |
R2 | 0.125 | 0.301 |
Table 2 OLS regression results of internet information technology use on agricultural productivity
项目 Item | 土地生产率 Land productivity | 全要素生产率 Total factor productivity |
---|---|---|
关键解释变量 Key explanatory variables | ||
是否使用互联网信息技术 Use of internet Information technology | 0.194*** (0.051) | 0.040*** (0.010) |
生产信息 Production information | ||
总工时 Total working hours | 0.040** (0.020) | -0.058*** (0.006) |
总费用 Total cost | -0.003 (0.026) | 0.023*** (0.006) |
播种面积 Seeded area | -0.003 (0.029) | 0.036*** (0.008) |
播种地块数 Number of sown plots | -0.004 (0.004) | -0.002** (0.001) |
平均土地质量 Average land quality | 0.128*** (0.040) | 0.014 (0.008) |
户主特征 Household head characteristics | ||
户主年龄 Age | 0.058* (0.030) | -0.002 (0.006) |
户主受教育程度 Education level | -0.090*** (0.028) | -0.014*** (0.005) |
户主健康程度 Health degree | 0.067*** (0.019) | 0.008** (0.005) |
户主是否技能培训 Skill training | 0.014 (0.057) | 0.014 (0.017) |
家庭特征 Family characteristics | ||
家庭人口禀赋 Family population endowment | -0.009 (0.013) | -0.000 (0.002) |
是否有党员 Party member | 0.035 (0.048) | 0.004 (0.011) |
村庄特征 Village characteristics | ||
村庄通网年限 Network fixed number of years | 0.002 (0.006) | -0.001 (0.001) |
村庄农户通网比率 Network ratio | -0.317 (0.315) | -0.063 (0.056) |
Obs | 549 | 549 |
Prob>F | 0.000 | 0.000 |
R2 | 0.125 | 0.301 |
项目Item | 系数Coefficient |
---|---|
生产信息 Production information | |
总工时 Total working hours | 0.361*** (0.121) |
总费用 Total cost | 0.114 (0.124) |
播种面积 Seeded area | 0.418* (0.240) |
播种地块数 Number of sown plots | -0.025* (0.015) |
平均土地质量 Average land quality | 0.344* (0.187) |
户主特征 Household head characteristics | |
户主年龄 Age | -0.938*** (0.133) |
户主受教育程度 Education level | 0.255* (0.137) |
户主健康程度 Health degree | 0.268*** (0.096) |
户主是否技能培训 Skill training | -0.200 (0.353) |
家庭特征 Family characteristics | |
家庭人口禀赋 Family population endowment | 0.011 (0.047) |
是否有党员 Party member | 0.431* (0.248) |
村庄特征 Village characteristics | |
村庄通网年限 Network fixed number of years | 0.062** (0.031) |
村庄农户通网比率 Network ratio | -1.074 (1.408) |
Pseudo-R2 | 0.211 |
Prob>chi2 | <0.001 |
Obs | 549 |
Table 3 Estimation results of farmers' internet information technology use based on Logit model
项目Item | 系数Coefficient |
---|---|
生产信息 Production information | |
总工时 Total working hours | 0.361*** (0.121) |
总费用 Total cost | 0.114 (0.124) |
播种面积 Seeded area | 0.418* (0.240) |
播种地块数 Number of sown plots | -0.025* (0.015) |
平均土地质量 Average land quality | 0.344* (0.187) |
户主特征 Household head characteristics | |
户主年龄 Age | -0.938*** (0.133) |
户主受教育程度 Education level | 0.255* (0.137) |
户主健康程度 Health degree | 0.268*** (0.096) |
户主是否技能培训 Skill training | -0.200 (0.353) |
家庭特征 Family characteristics | |
家庭人口禀赋 Family population endowment | 0.011 (0.047) |
是否有党员 Party member | 0.431* (0.248) |
村庄特征 Village characteristics | |
村庄通网年限 Network fixed number of years | 0.062** (0.031) |
村庄农户通网比率 Network ratio | -1.074 (1.408) |
Pseudo-R2 | 0.211 |
Prob>chi2 | <0.001 |
Obs | 549 |
变量名称 Variable | 均值差异Mean | 偏差 Deviation/% | T值 T value | |||
---|---|---|---|---|---|---|
实验组Treated | 控制组Untreated | |||||
生产信息Production information | ||||||
总工时Total working hours | 匹配前Unmatched | 4.778 | 4.127 | 57.300 | 6.660*** | |
匹配后Matched | 4.564 | 4.626 | -5.400 | -0.620 | ||
总费用Total cost | 匹配前Unmatched | 7.895 | 7.239 | 51.400 | 5.99*** | |
匹配后Matched | 7.639 | 7.806 | -13.100 | -1.440 | ||
播种面积Seeded area | 匹配前Unmatched | 0.983 | 0.334 | 38.100 | 4.380*** | |
匹配后Matched | 0.494 | 0.572 | -4.500 | -1.170 | ||
播种地块数Number of sown plots | 匹配前Unmatched | 11.004 | 6.095 | 26.400 | 3.050*** | |
匹配后Matched | 7.361 | 8.181 | -4.400 | -0.780 | ||
平均土地质量Average land quality | 匹配前Unmatched | 2.204 | 2.034 | 30.300 | 3.550*** | |
匹配后Matched | 2.151 | 2.151 | 0.000 | 0.000 | ||
户主特征Household head characteristics | ||||||
户主年龄Age | 匹配前Unmatched | 3.779 | 4.405 | -79.200 | -9.260*** | |
匹配后Matched | 3.929 | 4.000 | -9.000 | -0.990 | ||
户主受教育程度Education level | 匹配前Unmatched | 2.649 | 2.379 | 34.700 | 4.060*** | |
匹配后Matched | 2.597 | 2.592 | 0.500 | 0.060 | ||
户主健康程度Health degree | 匹配前Unmatched | 3.877 | 3.242 | 60.100 | 7.040*** | |
匹配后Matched | 3.748 | 3.744 | 0.400 | 0.040 | ||
户主是否技能培训Skill training | 匹配前Unmatched | 0.130 | 0.080 | 16.400 | 1.920* | |
匹配后Matched | 0.113 | 0.122 | -2.700 | -0.280 | ||
家庭特征Family characteristics | ||||||
家庭人口禀赋 | 匹配前Unmatched | 4.912 | 4.648 | 12.300 | 1.440 | |
Family population endowment | 匹配后Matched | 4.958 | 4.929 | 1.400 | 0.150 | |
是否有党员Party member | 匹配前Unmatched | 0.263 | 0.193 | 16.700 | 1.950* | |
匹配后Matched | 0.261 | 0.269 | -2.000 | -0.210 | ||
村庄特征Village characteristics | ||||||
村庄通网年限 | 匹配前Unmatched | 5.491 | 4.936 | 15.600 | 1.820* | |
Network fixed number of years | 匹配后Matched | 5.218 | 5.345 | -3.500 | -0.370 | |
村庄农户通网比率Network ratio | 匹配前Unmatched | 0.123 | 0.120 | 2.900 | 0.340 | |
匹配后Matched | 0.118 | 0.113 | 6.500 | 0.710 |
Table 4 Balance test results of control variables
变量名称 Variable | 均值差异Mean | 偏差 Deviation/% | T值 T value | |||
---|---|---|---|---|---|---|
实验组Treated | 控制组Untreated | |||||
生产信息Production information | ||||||
总工时Total working hours | 匹配前Unmatched | 4.778 | 4.127 | 57.300 | 6.660*** | |
匹配后Matched | 4.564 | 4.626 | -5.400 | -0.620 | ||
总费用Total cost | 匹配前Unmatched | 7.895 | 7.239 | 51.400 | 5.99*** | |
匹配后Matched | 7.639 | 7.806 | -13.100 | -1.440 | ||
播种面积Seeded area | 匹配前Unmatched | 0.983 | 0.334 | 38.100 | 4.380*** | |
匹配后Matched | 0.494 | 0.572 | -4.500 | -1.170 | ||
播种地块数Number of sown plots | 匹配前Unmatched | 11.004 | 6.095 | 26.400 | 3.050*** | |
匹配后Matched | 7.361 | 8.181 | -4.400 | -0.780 | ||
平均土地质量Average land quality | 匹配前Unmatched | 2.204 | 2.034 | 30.300 | 3.550*** | |
匹配后Matched | 2.151 | 2.151 | 0.000 | 0.000 | ||
户主特征Household head characteristics | ||||||
户主年龄Age | 匹配前Unmatched | 3.779 | 4.405 | -79.200 | -9.260*** | |
匹配后Matched | 3.929 | 4.000 | -9.000 | -0.990 | ||
户主受教育程度Education level | 匹配前Unmatched | 2.649 | 2.379 | 34.700 | 4.060*** | |
匹配后Matched | 2.597 | 2.592 | 0.500 | 0.060 | ||
户主健康程度Health degree | 匹配前Unmatched | 3.877 | 3.242 | 60.100 | 7.040*** | |
匹配后Matched | 3.748 | 3.744 | 0.400 | 0.040 | ||
户主是否技能培训Skill training | 匹配前Unmatched | 0.130 | 0.080 | 16.400 | 1.920* | |
匹配后Matched | 0.113 | 0.122 | -2.700 | -0.280 | ||
家庭特征Family characteristics | ||||||
家庭人口禀赋 | 匹配前Unmatched | 4.912 | 4.648 | 12.300 | 1.440 | |
Family population endowment | 匹配后Matched | 4.958 | 4.929 | 1.400 | 0.150 | |
是否有党员Party member | 匹配前Unmatched | 0.263 | 0.193 | 16.700 | 1.950* | |
匹配后Matched | 0.261 | 0.269 | -2.000 | -0.210 | ||
村庄特征Village characteristics | ||||||
村庄通网年限 | 匹配前Unmatched | 5.491 | 4.936 | 15.600 | 1.820* | |
Network fixed number of years | 匹配后Matched | 5.218 | 5.345 | -3.500 | -0.370 | |
村庄农户通网比率Network ratio | 匹配前Unmatched | 0.123 | 0.120 | 2.900 | 0.340 | |
匹配后Matched | 0.118 | 0.113 | 6.500 | 0.710 |
项目 Item | 匹配方法 Matching method | 实验组/控制组 Treated/Untreated | 平均处理效应 ATT | T值 T value |
---|---|---|---|---|
土地生产率Land productivity | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 264/285 | 0.161** | 2.28 |
半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 264/285 | 0.196*** | 3.19 | |
核匹配Kernel matching | 264/285 | 0.219*** | 3.86 | |
均值Mean value | — | 0.192 | — | |
全要素生产效率 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 264/285 | 0.034** | 2.52 |
Total factor productivity | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 264/285 | 0.037*** | 3.15 |
核匹配Kernel matching | 264/285 | 0.036*** | 3.15 | |
均值Mean value | — | 0.036 | — |
Table 5 Average processing effect of internet information technology use
项目 Item | 匹配方法 Matching method | 实验组/控制组 Treated/Untreated | 平均处理效应 ATT | T值 T value |
---|---|---|---|---|
土地生产率Land productivity | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 264/285 | 0.161** | 2.28 |
半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 264/285 | 0.196*** | 3.19 | |
核匹配Kernel matching | 264/285 | 0.219*** | 3.86 | |
均值Mean value | — | 0.192 | — | |
全要素生产效率 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 264/285 | 0.034** | 2.52 |
Total factor productivity | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 264/285 | 0.037*** | 3.15 |
核匹配Kernel matching | 264/285 | 0.036*** | 3.15 | |
均值Mean value | — | 0.036 | — |
项目 Item | 匹配方法 Matching method | ATT | |
---|---|---|---|
土地生产率 Land productivity | 全要素生产率 Total factor productivity | ||
较低教育水平 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.221*(1.87) | 0.032(1.41) |
Low education level | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.170**(1.98) | 0.046**(2.54) |
核匹配Kernel matching | 0.167*(1.95) | 0.035**(2.09) | |
均值Mean value | 0.186 | 0.037 | |
较高教育水平 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.160(1.33) | 0.052***(2.94) |
High education level | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.143(1.21) | 0.051***(2.75) |
核匹配Kernel matching | 0.203**(2.18) | 0.039**(2.39) | |
均值Mean value | 0.167 | 0.047 |
Table 6 Average processing effect of different education levels
项目 Item | 匹配方法 Matching method | ATT | |
---|---|---|---|
土地生产率 Land productivity | 全要素生产率 Total factor productivity | ||
较低教育水平 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.221*(1.87) | 0.032(1.41) |
Low education level | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.170**(1.98) | 0.046**(2.54) |
核匹配Kernel matching | 0.167*(1.95) | 0.035**(2.09) | |
均值Mean value | 0.186 | 0.037 | |
较高教育水平 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.160(1.33) | 0.052***(2.94) |
High education level | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.143(1.21) | 0.051***(2.75) |
核匹配Kernel matching | 0.203**(2.18) | 0.039**(2.39) | |
均值Mean value | 0.167 | 0.047 |
项目 Item | 匹配方法 Matching method | ATT | |
---|---|---|---|
土地生产率 Land productivity | 全要素生产率 Total factor productivity | ||
规模较小户 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.107(1.39) | 0.022(1.14) |
Small scale households | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.136*(1.82) | 0.026*(1.72) |
核匹配Kernel matching | 0.152**(1.98) | 0.025(1.59) | |
均值Mean value | 0.132 | 0.024 | |
规模较大户 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.327**(2.23) | 0.061***(2.85) |
Large scale household | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.356***(3.29) | 0.074***(3.54) |
核匹配Kernel matching | 0.232**(2.25) | 0.054***(3.05) | |
均值Mean value | 0.305 | 0.063 |
Table 7 Average treatment effect of different agricultural management scale
项目 Item | 匹配方法 Matching method | ATT | |
---|---|---|---|
土地生产率 Land productivity | 全要素生产率 Total factor productivity | ||
规模较小户 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.107(1.39) | 0.022(1.14) |
Small scale households | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.136*(1.82) | 0.026*(1.72) |
核匹配Kernel matching | 0.152**(1.98) | 0.025(1.59) | |
均值Mean value | 0.132 | 0.024 | |
规模较大户 | k近邻匹配(k=1) k-nearest neighbor matching(k=1) | 0.327**(2.23) | 0.061***(2.85) |
Large scale household | 半径匹配(卡尺=0.01) Radius matching(ε=0.01) | 0.356***(3.29) | 0.074***(3.54) |
核匹配Kernel matching | 0.232**(2.25) | 0.054***(3.05) | |
均值Mean value | 0.305 | 0.063 |
[1] | 张丽, 李容. 农机作业服务是否影响粮食全要素生产率?: 基于农业分工的调节效应[J]. 农业技术经济, 2021(9): 50-67. |
ZHANG L, LI R. Does the agricultural machinery service affect the total factor productivity of grain?: regulation effect based on agricultural division of labor[J]. Journal of Agrotechnical Economics, 2021(9): 50-67. (in Chinese with English abstract) | |
[2] | 朱秋博, 白军飞, 彭超, 等. 信息化提升了农业生产率吗?[J]. 中国农村经济, 2019(4): 22-40. |
ZHU Q B, BAI J F, PENG C, et al. Do information communication technologies improve agricultural productivity?[J]. Chinese Rural Economy, 2019(4): 22-40. (in Chinese with English abstract) | |
[3] | 范红忠, 周启良. 农户土地种植面积与土地生产率的关系: 基于中西部七县(市)农户的调查数据[J]. 中国人口·资源与环境, 2014, 24(12): 38-45. |
FAN H Z, ZHOU Q L. A study of the relationship between household land acreage and land productivity based on the survey data of central and western seven counties' (cities') farmers[J]. China Population, Resources and Environment, 2014, 24(12): 38-45. (in Chinese with English abstract) | |
[4] | SEN A K. An aspect of Indian agriculture[J]. Economic Weekly, 1962, 14(4-6): 243-246. |
[5] | REARDON T, KELLY V A, CRAWFORD E W, et al. Determinants of farm productivity in Africa: a synthesis of four case studies[R]. Productive Sector Growth and Environment Division Office of Sustainiable Development Bureau of Africa U.S. Agency for International Development, 1997. |
[6] |
HELTBERG R. Rural market imperfections and the farm size-productivity relationship: evidence from Pakistan[J]. World Development, 1998, 26(10): 1807-1826
DOI URL |
[7] |
MARTÍNEZ-DOMÍNGUEZ M, MORA-RIVERA J. Internet adoption and usage patterns in rural Mexico[J]. Technology in Society, 2020, 60: 101226.
DOI URL |
[8] |
ZHU X K, HU R F, ZHANG C, et al. Does internet use improve technical efficiency? Evidence from apple production in China[J]. Technological Forecasting and Social Change, 2021, 166: 120662.
DOI URL |
[9] |
OGUTU S O, OKELLO J J, OTIENO D J. Impact of information and communication technology-based market information services on smallholder farm input use and productivity: the case of Kenya[J]. World Development, 2014, 64: 311-321.
DOI URL |
[10] | 闫迪, 郑少锋. 现代通讯技术使用对农户要素投入的影响: 基于山东省寿光蔬菜种植户的分析[J]. 西北农林科技大学学报(社会科学版), 2021, 21(3): 137-148. |
YAN D, ZHENG S F. Impact of the use of modern communication technology on farmers' factor input: based on evidence from vegetable growers in Shouguang of Shandong Province[J]. Journal of Northwest A&F University (Social Science Edition), 2021, 21(3): 137-148. (in Chinese with English abstract) | |
[11] | 韩海彬, 张莉. 农业信息化对农业全要素生产率增长的门槛效应分析[J]. 中国农村经济, 2015(8): 11-21. |
HAN H B, ZHANG L. Analysis of the threshold effect of agricultural informatization on the growth of agricultural total factor productivity[J]. Chinese Rural Economy, 2015(8): 11-21. (in Chinese) | |
[12] |
STEENEVELD W, HOGEVEEN H. Characterization of Dutch dairy farms using sensor systems for cow management[J]. Journal of Dairy Science, 2015, 98(1): 709-717.
DOI PMID |
[13] | 李士梅, 尹希文. 中国农村劳动力转移对农业全要素生产率的影响分析[J]. 农业技术经济, 2017(9):4-13. |
LI S M, YIN X W. Analysis of the influence of rural labor transfer on agricultural total factor productivity in China[J]. Agricultural Technical Economy, 2017(9):4-13. (in Chinese) | |
[14] | 仇焕广, 刘乐, 李登旺, 等. 经营规模、地权稳定性与土地生产率: 基于全国4省地块层面调查数据的实证分析[J]. 中国农村经济, 2017(6): 30-43. |
QIU H G, LIU L, LI D W, et al. Farm size, tenure security and land productivity: an empirical study based on plot-level survey data from four provinces in China[J]. Chinese Rural Economy, 2017(6): 30-43. (in Chinese with English abstract) | |
[15] | AKER J C, MBITI I M. Mobile phones and economic development in Africa[J]. Journal of Economic Perspectives, 2010, 24(3): 207-232. |
[16] | 万宝瑞. 我国农村又将面临一次重大变革: “互联网+三农”调研与思考[J]. 农业经济问题, 2015, 36(8): 4-7. |
WAN B R. China's rural areas will face a major change: “Internet+agriculture, farmers” research and thinking[J]. Agricultural economic problems. Issues in Agricultural Economy, 2015, 36(8): 4-7. (in Chinese) | |
[17] |
TCHAMYOU V S, ERREYGERS G, CASSIMON D. Inequality, ICT and financial access in Africa[J]. Technological Forecasting and Social Change, 2019, 139: 169-184.
DOI |
[18] | 李谷成, 蔡慕宁, 叶锋. 互联网、人力资本和农业全要素生产率增长[J]. 湖南农业大学学报(社会科学版), 2021, 22(4): 16-23. |
LI G C, CAI M N, YE F. Internet, human capital and the agricultural TFP growth[J]. Journal of Hunan Agricultural University (Social Sciences), 2021, 22(4): 16-23. (in Chinese with English abstract) | |
[19] |
AKER J C. Dial “A” for agriculture: a review of information and communication technologies for agricultural extension in developing countries[J]. Agricultural Economics, 2011, 42(6): 631-647.
DOI URL |
[20] | COLE S A, FERNANDO A N. The value of advice: evidence from mobile phone-based agricultural extension[R]. 2013 Fourth International Conference, Hammamet, Tunisia, 2013. |
[21] |
NAKASONE E, TORERO M, MINTEN B. The power of information: the ICT revolution in agricultural development[J]. Annual Review of Resource Economics, 2014, 6: 533-550.
DOI URL |
[22] | 姜维军, 颜廷武, 张俊飚. 互联网使用能否促进农户主动采纳秸秆还田技术: 基于内生转换Probit模型的实证分析[J]. 农业技术经济, 2021(3): 50-62. |
JIANG W J, YAN T W, ZHANG J B. Can Internet use promote farmers to adopt straw returning technology? : an empirical analysis based on endogenous switching probit model[J]. Journal of Agrotechnical Economics, 2021(3): 50-62. (in Chinese with English abstract) | |
[23] | 潘明明, 蔡书凯, 周游. 互联网使用促进农村妇女非农就业了吗: 基于苏、皖、豫、鄂四省调研数据的实证研究[J]. 农业技术经济, 2021(8): 133-144. |
PAN M M, CAI S K, ZHOU Y. Has Internet use promoted non-agricultural employment for rural women?: empirical research based on the survey data of Jiangsu, Anhui, Henan, and Hubei[J]. Journal of Agrotechnical Economics, 2021(8): 133-144. (in Chinese with English abstract) | |
[24] | 刘任, 眭鑫, 王文涛. 互联网使用对农户收入差距影响研究:基于CGSS数据的实证分析[J/OL]. 重庆大学学报(社会科学版):1-19. (2020-10-29)[2022-03-16]. https://kns.cnki.net/kns8/defaultresult/index. |
LIU R, SUI X, WANG W T. A research on the impact of Internet use on income inequality in rural China: Empirical analysis based on CGSS data[J/OL]. Journal of Chongqing University (Social Science Edition) :1-19. (2020-10-29)[2022-03-16]. https://kns.cnki.net/kns8/defaultresult/index. (in Chinese with English abstract) | |
[25] | 高杨, 牛子恒. 风险厌恶、信息获取能力与农户绿色防控技术采纳行为分析[J]. 中国农村经济, 2019(8): 109-127. |
GAO Y, NIU Z H. Risk aversion, information acquisition ability and farmers' adoption behavior of green control techniques[J]. Chinese Rural Economy, 2019(8): 109-127. (in Chinese with English abstract) | |
[26] |
BECKER G S. Investment in human capital: a theoretical analysis[J]. Journal of Political Economy, 1962, 70(5, Part 2): 9-49.
DOI URL |
[27] |
DAS B. ICTs adoption for accessing agricultural information: evidence from Indian agriculture[J]. Agricultural Economics Research Review, 2014, 27(2): 199.
DOI URL |
[28] | 钱龙, 洪名勇. 非农就业、土地流转与农业生产效率变化: 基于CFPS的实证分析[J]. 中国农村经济, 2016(12): 2-16. |
QIAN L, HONG M Y. Non agricultural employment, land transfer and changes in agricultural production efficiency: an empirical analysis based on CFPS[J]. Chinese Rural Economy, 2016(12): 2-16. (in Chinese) | |
[29] |
MATANDA M, JENVEY V B, PHILLIPS J G. Internet use in adulthood: loneliness, computer anxiety and education[J]. Behaviour Change, 2004, 21(2): 103-114.
DOI URL |
[30] | 张景娜, 张雪凯. 互联网使用对农地转出决策的影响及机制研究: 来自CFPS的微观证据[J]. 中国农村经济, 2020(3): 57-77. |
ZHANG J N, ZHANG X K. The impact of Internet use on the decision-making of farmland transfer and its mechanism: evidence from the CFPS data[J]. Chinese Rural Economy, 2020(3): 57-77. (in Chinese with English abstract) | |
[31] | 周绍东. “互联网+”推动的农业生产方式变革: 基于马克思主义政治经济学视角的探究[J]. 中国农村观察, 2016(6): 75-85, 97. |
ZHOU S D. Agriculture production mode reform promoted by Internet plus: a Marxist political economy perspective[J]. China Rural Survey, 2016(6): 75-85, 97. (in Chinese with English abstract) | |
[32] | 钱克明, 彭廷军. 我国农户粮食生产适度规模的经济学分析[J]. 农业经济问题, 2014, 35(3): 4-7, 110. |
QIAN K M, PENG T J. Economic analysis of the moderate scale farmers in food production[J]. Issues in Agricultural Economy, 2014, 35(3): 4-7, 110. (in Chinese with English abstract) | |
[33] | 薛亮. 从农业规模经营看中国特色农业现代化道路[J]. 农业经济问题, 2008, 29(6): 4-9, 110. |
XUE L. Agricultural modernization road with Chinese characteristics from the view of scale operation in agriculture[J]. Issues in Agricultural Economy, 2008, 29(6): 4-9, 110. (in Chinese with English abstract) | |
[34] | 辛良杰, 李秀彬, 朱会义, 等. 农户土地规模与生产率的关系及其解释的印证: 以吉林省为例[J]. 地理研究, 2009, 28(5): 1276-1284. |
XIN L J, LI X B, ZHU H Y, et al. Validation of the inverse farm size-productivity relationship and its explanations: a case study of Jilin Province[J]. Geographical Research, 2009, 28(5): 1276-1284. (in Chinese with English abstract)
DOI |
|
[35] | 陈杰, 苏群. 土地流转、土地生产率与规模经营[J]. 农业技术经济, 2017(1): 28-36. |
CHEN J, SU Q. Land circulation, land productivity and scale operation[J]. Journal of Agrotechnical Economics, 2017(1): 28-36. (in Chinese) | |
[36] | 王建英, 陈志钢, 黄祖辉, 等. 转型时期土地生产率与农户经营规模关系再考察[J]. 管理世界, 2015(9): 65-81. |
WANG J Y, CHEN Z G, HUANG Z H, et al. Re investigation on the relationship between land productivity and farmers' management scale in the transition period[J]. Management World, 2015(9): 65-81. (in Chinese) | |
[37] | 李欠男, 李谷成. 互联网发展对农业全要素生产率增长的影响[J]. 华中农业大学学报(社会科学版), 2020(4): 71-78, 177. |
LI Q N, LI G C. The impact of Internet development on agricultural total factor productivity growth[J]. Journal of Huazhong Agricultural University (Social Sciences Edition), 2020(4): 71-78, 177. (in Chinese with English abstract) | |
[38] | 李忠旭, 庄健. 互联网使用、非农就业与农机社会化服务: 基于CLDS数据的经验分析[J]. 农林经济管理学报, 2021, 20(2): 166-175. |
LI Z X, ZHUANG J. Internet usage, non-agriculture and agricultural machinery socialized services: empirical analysis based on data from CLDS[J]. Journal of Agro-Forestry Economics and Management, 2021, 20(2): 166-175. (in Chinese with English abstract) | |
[39] | 陈昕, 胡友, 祁春节. 互联网使用对农户农业生产性服务采纳的影响: 基于CFPS的微观证据[J]. 湖南农业大学学报(社会科学版), 2021, 22(6): 1-10, 20. |
CHEN X, HU Y, QI C J. The impact of Internet use on farmers' adoption of agricultural productive services: evidence from the CFPS data[J]. Journal of Hunan Agricultural University (Social Sciences), 2021, 22(6): 1-10, 20. (in Chinese with English abstract) |
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