

World Regional Studies ›› 2026, Vol. 35 ›› Issue (8): 139-153.DOI: 10.3969/j.issn.1004-9479.2026.08.20250178
Yu LANG1(
), Tian HE1(
), Xinyue PAN1, Jie ZHANG1, Yuanli LIU2
Received:2025-03-18
Revised:2025-07-31
Online:2026-08-15
Published:2026-08-26
Contact:
Tian HE
通讯作者:
何田
作者简介:郎雨(2000—),女,硕士生,研究方向为城乡人口流动与乡村发展、农户生计,E-mail:1604885468@qq.com。
基金资助:Yu LANG, Tian HE, Xinyue PAN, Jie ZHANG, Yuanli LIU. The impact mechanism and income-increasing effect of farmers' concurrent employment in mountainous areas from the perspective of rural revitalization: Based on survey data from 6 496 households in Chongqing city[J]. World Regional Studies, 2026, 35(8): 139-153.
郎雨, 何田, 潘欣玥, 张洁, 刘愿理. 乡村振兴视角下山区农户兼业化行为的影响机理与增收效应——基于重庆市6 496份农户调查数据[J]. 世界地理研究, 2026, 35(8): 139-153.
| 变量 | 纯农户 | Ⅰ兼户 | Ⅱ兼户 | 非农户 | |
|---|---|---|---|---|---|
| 家庭劳动力数/个 | 0.60 | 1.63 | 2.32 | 2.87 | |
| 耕地面积/亩 | 3.76 | 5.71 | 4.24 | 3.08 | |
| 人均年收入/元 | 14 646.61 | 17 842.93 | 19 870.64 | 24 209.54 | |
| 人均农业收入/元 | 6 454.90 | 7 794.58 | 2 518.06 | 241.79 | |
| 人均非农收入/元 | 334.24 | 5 431.93 | 15 610.54 | 23 740.00 | |
| 样本量/份 | 1 243 | 1 292 | 3 279 | 682 | |
| 务工区域 /% | 县内务工 | — | 46.40 | 47.38 | 6.22 |
| 省内县外务工 | — | 16.09 | 71.96 | 11.96 | |
| 省外务工 | — | 6.66 | 74.59 | 18.75 | |
| 地貌分布 /% | 平原区 | 13.85 | 15.38 | 61.54 | 9.23 |
| 丘陵区 | 21.96 | 18.57 | 49.47 | 10.00 | |
| 山地区 | 16.88 | 21.07 | 51.11 | 10.93 | |
Tab. 1 Classification of farm household concurrent employment types and their characteristics
| 变量 | 纯农户 | Ⅰ兼户 | Ⅱ兼户 | 非农户 | |
|---|---|---|---|---|---|
| 家庭劳动力数/个 | 0.60 | 1.63 | 2.32 | 2.87 | |
| 耕地面积/亩 | 3.76 | 5.71 | 4.24 | 3.08 | |
| 人均年收入/元 | 14 646.61 | 17 842.93 | 19 870.64 | 24 209.54 | |
| 人均农业收入/元 | 6 454.90 | 7 794.58 | 2 518.06 | 241.79 | |
| 人均非农收入/元 | 334.24 | 5 431.93 | 15 610.54 | 23 740.00 | |
| 样本量/份 | 1 243 | 1 292 | 3 279 | 682 | |
| 务工区域 /% | 县内务工 | — | 46.40 | 47.38 | 6.22 |
| 省内县外务工 | — | 16.09 | 71.96 | 11.96 | |
| 省外务工 | — | 6.66 | 74.59 | 18.75 | |
| 地貌分布 /% | 平原区 | 13.85 | 15.38 | 61.54 | 9.23 |
| 丘陵区 | 21.96 | 18.57 | 49.47 | 10.00 | |
| 山地区 | 16.88 | 21.07 | 51.11 | 10.93 | |
| 变量 | 指标 | 指标阐释 | 均值 | 标准差 |
|---|---|---|---|---|
| 家庭收入 | 家庭总收入 | 人均家庭人均收入取对数处理 | 9.682 | 0.542 |
| 农业收入 | 人均农业收入取对数处理 | 6.568 | 3.054 | |
| 非农收入 | 人均非农收入取对数处理 | 8.010 | 2.932 | |
| 兼业类型 | 农户兼业化程度 | 纯农户=1,Ⅰ兼户=2,Ⅱ兼户=3,非农户=4 | 2.523 | 0.918 |
| 县内务工 | 农户从事县内务工人数占家庭总人数的比重 | 0.134 | 0.239 | |
| 省内县外务工 | 农户从事省内县外务工人数占家庭总人数的比重 | 0.090 | 0.202 | |
| 省外务工 | 农户从事省外务工人数占家庭总人数的比重 | 0.213 | 0.285 | |
| 人力资本 | 户主性别 | 男=1,女=0 | 0.861 | 0.346 |
| 户主年龄 | 受访户主实际年龄 | 61.356 | 11.584 | |
| 户主受教育程度 | 文盲或半文盲=1,小学=2,初中=3,高中及以上=4 | 2.156 | 0.587 | |
| 家庭抚养比 | 老人孩子占比 | 0.404 | 0.339 | |
| 家庭健康水平 | 家庭患病和残疾人口占比 | 0.233 | 0.291 | |
| 家庭劳动力数量 | 16~59岁具有劳动力数/人 | 1.909 | 1.439 | |
| 技能水平 | 技能人数占比 | 0.018 | 0.092 | |
| 物质资本 | 耕地面积 | 亩 | 4.319 | 5.812 |
| 宅基地面积 | 亩 | 103.091 | 35.539 | |
| 厕所类型 | 非卫生厕所=1,卫生旱厕=2,卫生水厕=3 | 2.808 | 0.491 | |
| 宽带连接 | 是=1,否=0 | 0.649 | 0.477 | |
| 房屋风貌整治 | 是=1,否=0 | 0.311 | 0.463 | |
| 政策因素 | 产业帮扶 | 是=1,否=0 | 0.646 | 0.478 |
| 就业帮扶 | 是=1,否=0 | 0.451 | 0.498 | |
| 村医 | 是=1,否=0 | |||
| 合作社、大户或龙头企业带动 | 是=1,否=0 | |||
| 社会资本 | 亲友帮扶 | 非常少=1,比较少=2,一般=3,比较多=4,非常多=5 | 3.648 | 0.938 |
| 务工渠道 | 政府有组织务工=1,亲朋介绍=2,3个人自主寻找 | 2.776 | 0.603 | |
| 邻里关系 | 非常不好=1,不太好=2,比较好=3,非常好=4 | 3.373 | 0.529 | |
| 地理区位 | 海拔区域 | 平原=1,丘陵=2,山地=3 | ||
| 距县城距离 |
Tab.2 Variables, indicators and specific interpretation
| 变量 | 指标 | 指标阐释 | 均值 | 标准差 |
|---|---|---|---|---|
| 家庭收入 | 家庭总收入 | 人均家庭人均收入取对数处理 | 9.682 | 0.542 |
| 农业收入 | 人均农业收入取对数处理 | 6.568 | 3.054 | |
| 非农收入 | 人均非农收入取对数处理 | 8.010 | 2.932 | |
| 兼业类型 | 农户兼业化程度 | 纯农户=1,Ⅰ兼户=2,Ⅱ兼户=3,非农户=4 | 2.523 | 0.918 |
| 县内务工 | 农户从事县内务工人数占家庭总人数的比重 | 0.134 | 0.239 | |
| 省内县外务工 | 农户从事省内县外务工人数占家庭总人数的比重 | 0.090 | 0.202 | |
| 省外务工 | 农户从事省外务工人数占家庭总人数的比重 | 0.213 | 0.285 | |
| 人力资本 | 户主性别 | 男=1,女=0 | 0.861 | 0.346 |
| 户主年龄 | 受访户主实际年龄 | 61.356 | 11.584 | |
| 户主受教育程度 | 文盲或半文盲=1,小学=2,初中=3,高中及以上=4 | 2.156 | 0.587 | |
| 家庭抚养比 | 老人孩子占比 | 0.404 | 0.339 | |
| 家庭健康水平 | 家庭患病和残疾人口占比 | 0.233 | 0.291 | |
| 家庭劳动力数量 | 16~59岁具有劳动力数/人 | 1.909 | 1.439 | |
| 技能水平 | 技能人数占比 | 0.018 | 0.092 | |
| 物质资本 | 耕地面积 | 亩 | 4.319 | 5.812 |
| 宅基地面积 | 亩 | 103.091 | 35.539 | |
| 厕所类型 | 非卫生厕所=1,卫生旱厕=2,卫生水厕=3 | 2.808 | 0.491 | |
| 宽带连接 | 是=1,否=0 | 0.649 | 0.477 | |
| 房屋风貌整治 | 是=1,否=0 | 0.311 | 0.463 | |
| 政策因素 | 产业帮扶 | 是=1,否=0 | 0.646 | 0.478 |
| 就业帮扶 | 是=1,否=0 | 0.451 | 0.498 | |
| 村医 | 是=1,否=0 | |||
| 合作社、大户或龙头企业带动 | 是=1,否=0 | |||
| 社会资本 | 亲友帮扶 | 非常少=1,比较少=2,一般=3,比较多=4,非常多=5 | 3.648 | 0.938 |
| 务工渠道 | 政府有组织务工=1,亲朋介绍=2,3个人自主寻找 | 2.776 | 0.603 | |
| 邻里关系 | 非常不好=1,不太好=2,比较好=3,非常好=4 | 3.373 | 0.529 | |
| 地理区位 | 海拔区域 | 平原=1,丘陵=2,山地=3 | ||
| 距县城距离 |
| 变量 | Ⅰ兼农户 | Ⅱ兼农户 | 非农户 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Coefficient | S.E. | Exp(B) | Coefficient | S.E. | Exp(B) | Coefficient | S.E. | Exp(B) | |
| 性别 | 0.125 | 0.134 | 1.133 | -0.139 | 0.117 | 0.870 | -0.149 | 0.164 | 0.862 |
| 年龄 | -0.020*** | 1.002 | 0.980 | 0.001 | 0.004 | 1.000 | -0.014** | 0.006 | 0.986 |
| 受教育程度 | 0.189** | 0.084 | 1.207 | 0.274*** | 0.077 | 1.316 | 0.224** | 0.103 | 1.250 |
| 抚养比 | -0.679*** | 0.169 | 0.507 | -1.119*** | 0.155 | 0.326 | -2.092*** | 0.239 | 0.123 |
| 健康水平 | -0.255* | 0.147 | 0.775 | -0.544*** | 0.134 | 0.580 | -1.508*** | 0.245 | 0.221 |
| 劳动力数量 | 0.598*** | 0.053 | 1.818 | 1.007*** | 0.050 | 2.738 | 1.257*** | 0.059 | 3.515 |
| 技能水平 | -0.558 | 0.801 | 0.572 | 1.780*** | 0.627 | 5.932 | 2.562*** | 0.700 | 12.96 |
| 耕地面积 | 0.002 | 0.008 | 1.002 | -0.055*** | 0.009 | 0.947 | -0.180*** | 0.019 | 0.835 |
| 宅基地面积 | 0.001 | 0.001 | 1.001 | 0.004*** | 0.001 | 1.004 | 0.006*** | 0.002 | 1.006 |
| 厕所类型 | 0.227** | 0.091 | 1.255 | 0.181** | 0.081 | 1.198 | 0.349*** | 0.125 | 1.418 |
| 宽带连接 | 0.245** | 0.099 | 1.278 | 0.323*** | 0.090 | 1.381 | 0.435*** | 0.128 | 1.545 |
| 风貌整治 | -0.225** | 0.104 | 0.799 | -0.175* | 0.095 | 0.839 | -0.242* | 0.128 | 0.785 |
| 产业帮扶 | 0.110 | 0.102 | 1.116 | 0.017 | 0.092 | 1.017 | -0.884*** | 0.123 | 0.413 |
| 就业帮扶 | 1.889*** | 0.120 | 6.611 | 1.879*** | 0.114 | 6.550 | 1.798*** | 0.141 | 6.039 |
| 村医 | -0.478** | 0.230 | 0.620 | -0.237 | 0.218 | 0.789 | -0.061 | 0.308 | 0.941 |
| 组织带动 | 0.395*** | 0.138 | 1.485 | 0.417*** | 0.130 | 1.518 | -0.126 | 0.191 | 0.882 |
| 亲友帮扶 | -0.059 | 0.051 | 0.942 | -0.092* | 0.047 | 0.913 | -0.165*** | 0.064 | 0.848 |
| 务工渠道 | -0.779*** | -0.097 | 0.459 | -0.358*** | 0.097 | 0.699 | -0.105 | 0.130 | 0.900 |
| 邻里关系 | -0.083 | 0.091 | 0.921 | -0.143* | 0.084 | 0.867 | -0.315*** | 0.114 | 0.730 |
| 海拔地貌 | 0.076 | 0.095 | 1.079 | -0.085 | 0.087 | 0.918 | -0.003 | 0.118 | 0.997 |
| 距县城距离 | 0.003 | 0.002 | 1.003 | 0.004* | 0.002 | 1.004 | 0.007** | 0.003 | 1.007 |
| Constant | 1.985*** | 0.710 | 7.281 | 0.465 | 0.663 | 1.592 | -0.333 | 0.917 | 0.716 |
| 观察值= 6 496 | Log likelihood = -6 156.421 7 LR chi2(63) =3 529.00 | ||||||||
| Prob > chi2 = 0 | |||||||||
| Pseudo R2 =0.222 8 | |||||||||
Tab.3 Results of model analyzing factor influencing farmers' concurrent employment behavior
| 变量 | Ⅰ兼农户 | Ⅱ兼农户 | 非农户 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Coefficient | S.E. | Exp(B) | Coefficient | S.E. | Exp(B) | Coefficient | S.E. | Exp(B) | |
| 性别 | 0.125 | 0.134 | 1.133 | -0.139 | 0.117 | 0.870 | -0.149 | 0.164 | 0.862 |
| 年龄 | -0.020*** | 1.002 | 0.980 | 0.001 | 0.004 | 1.000 | -0.014** | 0.006 | 0.986 |
| 受教育程度 | 0.189** | 0.084 | 1.207 | 0.274*** | 0.077 | 1.316 | 0.224** | 0.103 | 1.250 |
| 抚养比 | -0.679*** | 0.169 | 0.507 | -1.119*** | 0.155 | 0.326 | -2.092*** | 0.239 | 0.123 |
| 健康水平 | -0.255* | 0.147 | 0.775 | -0.544*** | 0.134 | 0.580 | -1.508*** | 0.245 | 0.221 |
| 劳动力数量 | 0.598*** | 0.053 | 1.818 | 1.007*** | 0.050 | 2.738 | 1.257*** | 0.059 | 3.515 |
| 技能水平 | -0.558 | 0.801 | 0.572 | 1.780*** | 0.627 | 5.932 | 2.562*** | 0.700 | 12.96 |
| 耕地面积 | 0.002 | 0.008 | 1.002 | -0.055*** | 0.009 | 0.947 | -0.180*** | 0.019 | 0.835 |
| 宅基地面积 | 0.001 | 0.001 | 1.001 | 0.004*** | 0.001 | 1.004 | 0.006*** | 0.002 | 1.006 |
| 厕所类型 | 0.227** | 0.091 | 1.255 | 0.181** | 0.081 | 1.198 | 0.349*** | 0.125 | 1.418 |
| 宽带连接 | 0.245** | 0.099 | 1.278 | 0.323*** | 0.090 | 1.381 | 0.435*** | 0.128 | 1.545 |
| 风貌整治 | -0.225** | 0.104 | 0.799 | -0.175* | 0.095 | 0.839 | -0.242* | 0.128 | 0.785 |
| 产业帮扶 | 0.110 | 0.102 | 1.116 | 0.017 | 0.092 | 1.017 | -0.884*** | 0.123 | 0.413 |
| 就业帮扶 | 1.889*** | 0.120 | 6.611 | 1.879*** | 0.114 | 6.550 | 1.798*** | 0.141 | 6.039 |
| 村医 | -0.478** | 0.230 | 0.620 | -0.237 | 0.218 | 0.789 | -0.061 | 0.308 | 0.941 |
| 组织带动 | 0.395*** | 0.138 | 1.485 | 0.417*** | 0.130 | 1.518 | -0.126 | 0.191 | 0.882 |
| 亲友帮扶 | -0.059 | 0.051 | 0.942 | -0.092* | 0.047 | 0.913 | -0.165*** | 0.064 | 0.848 |
| 务工渠道 | -0.779*** | -0.097 | 0.459 | -0.358*** | 0.097 | 0.699 | -0.105 | 0.130 | 0.900 |
| 邻里关系 | -0.083 | 0.091 | 0.921 | -0.143* | 0.084 | 0.867 | -0.315*** | 0.114 | 0.730 |
| 海拔地貌 | 0.076 | 0.095 | 1.079 | -0.085 | 0.087 | 0.918 | -0.003 | 0.118 | 0.997 |
| 距县城距离 | 0.003 | 0.002 | 1.003 | 0.004* | 0.002 | 1.004 | 0.007** | 0.003 | 1.007 |
| Constant | 1.985*** | 0.710 | 7.281 | 0.465 | 0.663 | 1.592 | -0.333 | 0.917 | 0.716 |
| 观察值= 6 496 | Log likelihood = -6 156.421 7 LR chi2(63) =3 529.00 | ||||||||
| Prob > chi2 = 0 | |||||||||
| Pseudo R2 =0.222 8 | |||||||||
| 变量 | 模型(1) | 模型(2) | 模型(3) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | |
| Ⅰ兼农户 | 0.138*** | 0.831*** | 5.357*** | — | — | — | — | — | — |
| Ⅱ兼农户 | — | — | — | 0.342*** | -0.316** | 6.585*** | — | — | — |
| 非农就业户 | — | — | — | — | — | — | 0.441*** | -4.543*** | 6.664*** |
| 性别 | 0.069** | 0.334** | 0.324** | 0.0200 | 0.517*** | 0.162** | 0.045 | 0.164 | 0.367** |
| 年龄 | -0.003** | -0.003 | -0.001 | -0.001* | -0.002 | -0.001 | -0.003* | 0.002 | -0.001 |
| 受教育程度 | 0.017 | 0.087 | 0.071 | 0.010 | -0.029 | 0.030 | 0.003 | 0.135 | 0.067 |
| 抚养比 | -0.011 | 0.682*** | -0.341** | -0.024 | 0.208 | -0.274** | -0.012 | 0.563* | -0.461** |
| 健康水平 | -0.030 | -0.320* | -0.157 | 0.075** | -0.280* | -0.059 | -0.004 | -0.175 | -0.204 |
| 劳动力数量 | 0.062*** | 0.418*** | 0.113*** | 0.012 | 0.231*** | 0.040** | 0.023 | 0.320*** | 0.079* |
| 技能水平 | 0.185 | 1.233** | -0.475 | 0.407*** | -0.069 | 0.269 | 0.388*** | 0.747 | -0.195 |
| 宅基地面积 | 0.000 | 0.006*** | 0.003** | 0.000 | 0.002 | 0.002*** | 0.000 | 0.006*** | 0.004** |
| 厕所类型 | 0.013 | 0.307*** | 0.095 | 0.033** | 0.288*** | 0.075 | 0.009 | 0.471*** | 0.124 |
| 宽带 | 0.036 | 0.149 | 0.042 | 0.030* | 0.166* | 0.029 | 0.016 | 0.375** | 0.039 |
| 常数项 | 9.373*** | 4.301*** | 1.984*** | 9.303*** | 5.244*** | 2.347*** | 9.471*** | 3.529*** | 1.931*** |
| R2 | 0.082 | 0.088 | 0.624 | 0.118 | 0.025 | 0.769 | 0.198 | 0.265 | 0.663 |
Tab.4 Results of OLS estimation
| 变量 | 模型(1) | 模型(2) | 模型(3) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | |
| Ⅰ兼农户 | 0.138*** | 0.831*** | 5.357*** | — | — | — | — | — | — |
| Ⅱ兼农户 | — | — | — | 0.342*** | -0.316** | 6.585*** | — | — | — |
| 非农就业户 | — | — | — | — | — | — | 0.441*** | -4.543*** | 6.664*** |
| 性别 | 0.069** | 0.334** | 0.324** | 0.0200 | 0.517*** | 0.162** | 0.045 | 0.164 | 0.367** |
| 年龄 | -0.003** | -0.003 | -0.001 | -0.001* | -0.002 | -0.001 | -0.003* | 0.002 | -0.001 |
| 受教育程度 | 0.017 | 0.087 | 0.071 | 0.010 | -0.029 | 0.030 | 0.003 | 0.135 | 0.067 |
| 抚养比 | -0.011 | 0.682*** | -0.341** | -0.024 | 0.208 | -0.274** | -0.012 | 0.563* | -0.461** |
| 健康水平 | -0.030 | -0.320* | -0.157 | 0.075** | -0.280* | -0.059 | -0.004 | -0.175 | -0.204 |
| 劳动力数量 | 0.062*** | 0.418*** | 0.113*** | 0.012 | 0.231*** | 0.040** | 0.023 | 0.320*** | 0.079* |
| 技能水平 | 0.185 | 1.233** | -0.475 | 0.407*** | -0.069 | 0.269 | 0.388*** | 0.747 | -0.195 |
| 宅基地面积 | 0.000 | 0.006*** | 0.003** | 0.000 | 0.002 | 0.002*** | 0.000 | 0.006*** | 0.004** |
| 厕所类型 | 0.013 | 0.307*** | 0.095 | 0.033** | 0.288*** | 0.075 | 0.009 | 0.471*** | 0.124 |
| 宽带 | 0.036 | 0.149 | 0.042 | 0.030* | 0.166* | 0.029 | 0.016 | 0.375** | 0.039 |
| 常数项 | 9.373*** | 4.301*** | 1.984*** | 9.303*** | 5.244*** | 2.347*** | 9.471*** | 3.529*** | 1.931*** |
| R2 | 0.082 | 0.088 | 0.624 | 0.118 | 0.025 | 0.769 | 0.198 | 0.265 | 0.663 |
| 农户性质 | Ⅰ兼户 | Ⅱ兼户 | 非农户 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 匹配方法 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 |
| 近邻匹配 | 0.151*** | 0.975*** | 5.341*** | 0.392*** | -0.735** | 6.510*** | 0.421 *** | -4.489*** | 6.725*** |
| 半径匹配 | 0.149*** | 0.767*** | 5.177*** | 0.255*** | -0.849*** | 6.263*** | 0.320 *** | -5.420*** | 6.629*** |
| 核匹配 | 0.150*** | 0.764*** | 5.169*** | 0.262*** | -0.740*** | 6.229*** | 0.336 *** | -5.375*** | 6.634*** |
| 平均值 | 0.150 | 0.835 | 5.229 | 0.293 | -0.775 | 6.334 | 0.359 | -5.095 | 6.663 |
Tab.5 Treatment effects of different levels of concurrent employment on rural households' income (ATT)
| 农户性质 | Ⅰ兼户 | Ⅱ兼户 | 非农户 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 匹配方法 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 |
| 近邻匹配 | 0.151*** | 0.975*** | 5.341*** | 0.392*** | -0.735** | 6.510*** | 0.421 *** | -4.489*** | 6.725*** |
| 半径匹配 | 0.149*** | 0.767*** | 5.177*** | 0.255*** | -0.849*** | 6.263*** | 0.320 *** | -5.420*** | 6.629*** |
| 核匹配 | 0.150*** | 0.764*** | 5.169*** | 0.262*** | -0.740*** | 6.229*** | 0.336 *** | -5.375*** | 6.634*** |
| 平均值 | 0.150 | 0.835 | 5.229 | 0.293 | -0.775 | 6.334 | 0.359 | -5.095 | 6.663 |
| Ⅰ兼户 | Ⅱ兼户 | 非农户 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 兼业区域 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | |
| 县内务工 | 近邻匹配 | 0.044 | 0.658*** | 3.394*** | -0.081*** | 0.229** | 0.909*** | -0.018 | -0.464 | 1.386*** |
| 半径匹配 | 0.051** | 0.654*** | 3.234*** | -0.063*** | 0256*** | 1.004*** | 0.032 | 0.218 | 1.298*** | |
| 核匹配 | 0.049** | 0.646*** | 3.254*** | -0.059*** | 0.264*** | 1.053*** | 0.039 | 0.177 | 1.413*** | |
| 平均值 | 0.048 | 0.653 | 3.294 | -0.068 | 0.244 | 0.989 | 0.030 | 0.307 | 1.366 | |
| 省内县外 | 近邻匹配 | 0.301*** | 0.154 | 1.915*** | -0.012 | -0.062 | 1.201*** | 0.041 | -1.991*** | 2.176*** |
| 半径匹配 | 0.265*** | 0.391** | 2.040*** | -0.013 | -0.066 | 1.166*** | -0.020 | -1.758*** | 1.880*** | |
| 核匹配 | 0.269*** | 0.411*** | 2.140*** | -0.010 | -0.060 | 1.223*** | -0.017 | -1.816*** | 1.995*** | |
| 平均值 | 0.278 | 0.319 | 2.032 | 0.012 | 0.063 | 1.197 | 0.026 | 1.855 | 2.017 | |
| 省外务工 | 近邻匹配 | 0.230*** | 0.467** | 1.718*** | 0.292*** | 0.097 | 2.216*** | 0.398*** | -2.464*** | 4.273*** |
| 半径匹配 | 0.251*** | 0.489*** | 1.784*** | 0.287*** | 0.048 | 1.896*** | 0.333*** | -2.493*** | 3.834*** | |
| 核匹配 | 0.260*** | 0.534*** | 1.959*** | 0.288*** | 0.072 | 1.907*** | 0.349*** | -2.536*** | 3.852*** | |
| 平均值 | 0.247 | 0.497 | 1.820 | 0.289 | 0.072 | 2.006 | 0.360 | 2.498 | 3.986 | |
Tab. 6 Treatment effects of different concurrent employment areas on rural households' income (ATT)
| Ⅰ兼户 | Ⅱ兼户 | 非农户 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 兼业区域 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | |
| 县内务工 | 近邻匹配 | 0.044 | 0.658*** | 3.394*** | -0.081*** | 0.229** | 0.909*** | -0.018 | -0.464 | 1.386*** |
| 半径匹配 | 0.051** | 0.654*** | 3.234*** | -0.063*** | 0256*** | 1.004*** | 0.032 | 0.218 | 1.298*** | |
| 核匹配 | 0.049** | 0.646*** | 3.254*** | -0.059*** | 0.264*** | 1.053*** | 0.039 | 0.177 | 1.413*** | |
| 平均值 | 0.048 | 0.653 | 3.294 | -0.068 | 0.244 | 0.989 | 0.030 | 0.307 | 1.366 | |
| 省内县外 | 近邻匹配 | 0.301*** | 0.154 | 1.915*** | -0.012 | -0.062 | 1.201*** | 0.041 | -1.991*** | 2.176*** |
| 半径匹配 | 0.265*** | 0.391** | 2.040*** | -0.013 | -0.066 | 1.166*** | -0.020 | -1.758*** | 1.880*** | |
| 核匹配 | 0.269*** | 0.411*** | 2.140*** | -0.010 | -0.060 | 1.223*** | -0.017 | -1.816*** | 1.995*** | |
| 平均值 | 0.278 | 0.319 | 2.032 | 0.012 | 0.063 | 1.197 | 0.026 | 1.855 | 2.017 | |
| 省外务工 | 近邻匹配 | 0.230*** | 0.467** | 1.718*** | 0.292*** | 0.097 | 2.216*** | 0.398*** | -2.464*** | 4.273*** |
| 半径匹配 | 0.251*** | 0.489*** | 1.784*** | 0.287*** | 0.048 | 1.896*** | 0.333*** | -2.493*** | 3.834*** | |
| 核匹配 | 0.260*** | 0.534*** | 1.959*** | 0.288*** | 0.072 | 1.907*** | 0.349*** | -2.536*** | 3.852*** | |
| 平均值 | 0.247 | 0.497 | 1.820 | 0.289 | 0.072 | 2.006 | 0.360 | 2.498 | 3.986 | |
| Ⅰ兼户 | Ⅱ兼户 | 非农户 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 地区 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | |
| 丘陵 | 近邻匹配 | 0.182*** | 0.820*** | 5.433*** | 0.435*** | -0.265 | 6.658*** | 0.565*** | -4.115*** | 6.691*** |
| 半径匹配 | 0.196*** | 0.583** | 5.471*** | 0.443*** | -0.571 | 6.565*** | 0.540*** | -4.696*** | 7.255*** | |
| 核匹配 | 0.208*** | 0.634*** | 5.457*** | 0.435*** | -0.462 | 6.500*** | 0.563*** | -4.709*** | 7.193*** | |
| 平均值 | 0.195 | 0.679 | 5.454 | 0.438 | -0.433 | 6.574 | 0.556 | -4.507 | 7.046 | |
| 山地 | 近邻匹配 | 0.107** | 0.929*** | 5.230*** | 0.301*** | -0.157 | 6.401*** | 0.328*** | -4.901*** | 6.572*** |
| 半径匹配 | 0.111** | 0.710*** | 4.917*** | 0.157*** | -0.977*** | 6.137*** | 0.206** | -5.785*** | 6.180*** | |
| 核匹配 | 0.094** | 0.723*** | 4.964*** | 0.163*** | -0.866*** | 6.092*** | 0.150* | -5.887*** | 6.393*** | |
| 平均值 | 0.104 | 0.787 | 5.037 | 0.207 | -0.667 | 6.210 | 0.228 | -5.524 | 6.382 | |
Tab. 7 Treatment effects of different concurrent employment on rural households' income across landform types (ATT)
| Ⅰ兼户 | Ⅱ兼户 | 非农户 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 地区 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | 总收入 | 农业收入 | 非农收入 | |
| 丘陵 | 近邻匹配 | 0.182*** | 0.820*** | 5.433*** | 0.435*** | -0.265 | 6.658*** | 0.565*** | -4.115*** | 6.691*** |
| 半径匹配 | 0.196*** | 0.583** | 5.471*** | 0.443*** | -0.571 | 6.565*** | 0.540*** | -4.696*** | 7.255*** | |
| 核匹配 | 0.208*** | 0.634*** | 5.457*** | 0.435*** | -0.462 | 6.500*** | 0.563*** | -4.709*** | 7.193*** | |
| 平均值 | 0.195 | 0.679 | 5.454 | 0.438 | -0.433 | 6.574 | 0.556 | -4.507 | 7.046 | |
| 山地 | 近邻匹配 | 0.107** | 0.929*** | 5.230*** | 0.301*** | -0.157 | 6.401*** | 0.328*** | -4.901*** | 6.572*** |
| 半径匹配 | 0.111** | 0.710*** | 4.917*** | 0.157*** | -0.977*** | 6.137*** | 0.206** | -5.785*** | 6.180*** | |
| 核匹配 | 0.094** | 0.723*** | 4.964*** | 0.163*** | -0.866*** | 6.092*** | 0.150* | -5.887*** | 6.393*** | |
| 平均值 | 0.104 | 0.787 | 5.037 | 0.207 | -0.667 | 6.210 | 0.228 | -5.524 | 6.382 | |
| [1] | 徐藜丹, 邓祥征, 姜群鸥, 等. 中国县域多维贫困与相对贫困识别及扶贫路径研究. 地理学报, 2021, 76(6): 1455-1470. |
| XU L, DENG X, JIANG Q, et al. Identification and poverty alleviation pathways of multidimensional poverty and relative poverty at county level in China. Acta Geographica Sinica, 2021, 76(6): 1455-1470. | |
| [2] | 贾晋, 刘嘉琪. 防止规模性返贫:理论逻辑、关键问题与实现机制. 农业经济问题, 2024(3): 128-144. |
| JIA J, LIU J. Prevent large-scale poverty returning: Logic theoretical, key issues and implementation mechanism. Issues in Agricultural Economy, 2024(3): 128-144. | |
| [3] | 赵雪雁, 刘江华, 王伟军, 等. 贫困山区脱贫农户的生计可持续性及生计干预——以陇南山区为例. 地理科学进展, 2020, 39(6): 982-995. |
| ZHAO X, LIU J, WANG W, et al. Livelihood sustainability and livelihood intervention of out-of-poverty farming households in poor mountainous areas: A case of Longnan mountainous area. Progress in Geography, 2020, 39(6): 982-995. | |
| [4] | 贾男, 王赫. 东西部对口支援政策实施能否降低脱贫农户返贫风险. 中国农村经济, 2025(1): 72-93. |
| JIA N, WANG H. Can paired assistance decrease the risk of returning to poverty among rural households lifted out of poverty. China Rural Economy, 2025(1): 72-93. | |
| [5] | 祖拜旦木·吐拉甫, 祖力菲娅·买买提, 赵艳梅, 等. 就业扶贫对减贫脱贫的效应及影响因素分析——基于南疆拜城县深度贫困村的调查. 湖北农业科学, 2021, 60(4): 116-121. |
| TULAFU Z, MAIMAITI Z, ZHAO Y, et al. An analysis employment poverty alleviation effect on poverty alleviation and its influence factors: Based on the survey date of poverty villages in Baicheng county, southern Xinjiang. Hubei Agricultural Sciences, 2021, 60(4): 116-121. | |
| [6] | 周滔, 黄冬月. 收入结构视角下农民收入增长动力的时空演化特征——以石漠化脱贫地区为例. 人文地理, 2024, 39(1): 48-58. |
| ZHOU T, HUANG D. The spatiotemporal evolution of farmers' income growth dynamics under the perspective of income structure - a case of rocky desertification poverty alleviation areas. Human Geography, 2024, 39(1): 48-58. | |
| [7] | 方方, 何仁伟, 李立娜. 京津冀地区乡村振兴地域模式研究——基于乡村非农就业与农民增收的空间效应. 地理研究, 2019, 38(3): 699-712. |
| FANG F, HE R, LI L. Research of the regional mode of rural revitalization in Beijing-Tianjin-Hebei Region: Based on the spatial effect between rural off-farm employment and farmers' income growth. Geography Research, 2019, 38(3): 699-712. | |
| [8] | 王秀英, 陈帅, 冀昊, 等. 非农就业对农户收入的影响研究——基于黄河流域中上游地区1770户调研数据. 干旱区资源与环境, 2023, 37(4): 45-53. |
| WANG X, CHEN S, JI H, et al. Impact of non - agricultural employment on household income - Case study in the middle and upper reaches of the Yellow River basin. Journal of Arid Land Resources and Environment, 2023, 37(4): 45-53. | |
| [9] | 王晶, 吕开宇. 共同富裕目标下缩小农村内部收入差距的实现路径——基于生计多样化视角的分析. 华中农业大学学报(社会科学版), 2021(5): 34-44. |
| WANG J, LV K. The realisation path of narrowing the internal income gap in rural areas under the goal of common wealth--an analysis based on the perspective of livelihood diversification. Journal of Huazhong Agricultural University (Social Science Edition), 2021(5): 34-44. | |
| [10] | 胡祎, 杨鑫, 高鸣. 要素市场改革下农户非农就业的增收逻辑. 农业技术经济, 2022(7): 78-95. |
| HU Y, YANG X, GAO M. The logic of income increase of non-farm employment of farm households under factor market reform. Agricultural Technology and Economics, 2022(7): 78-95. | |
| [11] | 汪俊雯, 江激宇, 张士云. 脱贫户生计转型及其收入效应研究——基于大别山区Q县890户脱贫户数据. 干旱区资源与环境,2023,37(11):26-36. |
| WANG J, JIANG J, ZHANG S. A study on livelihood transition and its income effect of poverty-stricken households--Based on the data of 890 poverty-stricken households in Q county of Dabie mountainous area. Journal of Arid Land Resources and Environment,2023,37(11):26-36. | |
| [12] | 杨庆媛, 黄雅, 苏康传, 等. 山区返乡农户生计特征及可持续性研究——基于重庆市奉节县农户调查数据.经济地理,2025,45(5):142-152. |
| YANG Q, HUANG Y, SU K, et al. Study on the livelihood characteristics and sustainability of returnee farmers in mountainous areas - Based on the data of Fengjie County Farmers' Household Survey in Chongqing Municipality. Economic Geography,2025,45(5):142-152. | |
| [13] | 何田,潘欣玥,郎雨,等.家庭经济理论视角下山区耕地撂荒影响机理及效应——基于重庆奉节县1970份农户调查.地理研究,2025,44(3):676-690. |
| HE T, PAN X, LANG Y, et al. Mechanisms and effects of cropland abandonment in mountainous areas under the perspective of household economic theory--based on a survey of 1970 farm households in Fengjie County, Chongqing. Geography Research,2025,44(3):676-690. | |
| [14] | 翟彬, 王宇阁, 朱芳芳, 等. 生计策略下黄河流域农户生计韧性差异及其影响因素——以河南省为例. 经济地理, 2024, 44(2): 156-165. |
| ZHAI B, WANG Y, ZHU F, et al. Differences in livelihood resilience of farm households in the Yellow River Basin under livelihood strategies and their influencing factors - A case study in Henan Province. Economic Geography, 2024, 44(2): 156-165. | |
| [15] | 李文. 新时期以来农户的兼业化发展及其原因分析. 当代中国史研究, 2013, 20(2): 61-67. |
| LI W. The development of Concurrent Business farming and its causes since the new period. Studies in Contemporary Chinese History, 2013, 20 (2): 61-67. | |
| [16] | 章政, 祝丽丽, 张涛. 农户兼业化的演变及其对土地流转影响实证分析. 经济地理, 2020, 40(3): 168-176. |
| ZHANG Z, ZHU L, ZHANG T. An empirical analysis of the evolution of farmer household's concurrent business and impact on the land leased market in China. Economic Geography, 2020, 40(3): 168-176. | |
| [17] | 杜晨媛, 许恒周. 农户兼业、新农保与土地流转. 农村经济, 2021(4): 87-94. |
| DU C, XU H. Concurrent business farming, new rural iInsurance and lLand transfer. Rural Economy, 2021(4): 87-94. | |
| [18] | 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. 中国农村经济, 2016(12): 2-16. |
| QIAN L, HONG M. Non-farm employment, land transfer and changes in agricultural production efficiency--an empirical analysis based on CFPS. China Rural Economy, 2016(12): 2-16. | |
| [19] | 吴欢欢, 符琳蓉, 李冬花, 等. 乡村旅游地农户生计恢复力测度与影响机制研究——以黄山市汤口镇山岔村为例. 世界地理研究, 2025, 34(4): 165-179. |
| WU H, FU L, LI D, et al. Measurement of livelihood resilience and influence mechanism of rural tourism in rural areas--A case study of Shanqiao Village, Tangkou Town, Huangshan City. World Geography Research, 2025, 34(4): 165-179. | |
| [20] | JING Z, YU Y, WANG Y, et al. Study on the mechanism of livelihood behavior decision of rural residents in ethnic tourism villages in western sichuan. Ecological Indicators, 2024, 166: 112250. |
| [21] | 魏雪, 刘黎明, 袁承程, 等. 不同城镇化水平地区农户生计策略特征及其影响因素. 经济地理, 2024, 44(3): 160-168. |
| WEI X, LIU L, YUAN C, et al. Characteristics of farm household livelihood strategies and their influencing factors in different urbanisation levels. Economic Geography, 2024, 44(3): 160-168. | |
| [22] | HE R, GUO S, DENG X, et al. Influence of social capital on the livelihood strategies of farmers under China's rural revitalization strategy in poor mountain areas: A case study of the liangshan yi autonomous prefecture. Journal of Mountain Science, 2022, 19(4): 958-973. |
| [23] | 诸培新, 颜杰, 苏敏. 农户兼业阶段性分化探析. 中国人口·资源与环境, 2016, 26(2): 102-110. |
| ZHU P, YAN J, SU M.Analysis on periodical division of rural household concurrent business. China Population,Resources and Environment, 2016, 26(2): 102-110. | |
| [24] | 陈浩, 毕永魁. 人力资本对农户兼业行为及其离农决策的影响研究——基于家庭整体视角. 中国人口·资源与环境, 2013, 23(8): 90-99. |
| CHEN H, BI Y. Influence of human capital to farmer household's concurrent business behavior and decision of separated from agriculture: Based on the perspective of whole family. China Population, Resources and Environment,2013, 23(8): 90-99. | |
| [25] | 耿亚新, 刘栩含, 饶品样. 农户生计资本和区域异质性对生计策略的影响研究——基于中国家庭追踪调查数据的实证分析. 林业经济, 2021, 43(5): 17-31. |
| GENG Y, LIU X, RAO P. Impact of farmers' livelihood capital and regional heterogeneity on livelihood strategies--An empirical analysis based on Chinese household tracking survey data. Forestry Economics, 2021, 43(5): 17-31. | |
| [26] | 刘倩,雷洋洋,喻忠磊,等.生计可持续性视角下精准扶贫的政策效应评估及其分异研究——以武陵山区石柱县为例.地理科学进展,2023,42(4):670-686. |
| LIU Q, LEI Y, YU Z, et al. Policy effect and differentiation of targeted poverty alleviation from the perspective of livelihood sustainability: Taking Shizhu County, Wuling Mountains as an example. Progress in Geoscience,2023,42(4):670-686. | |
| [27] | SHANG H, HU Y, FAN J, et al. Analysis of farm household livelihood sustainability based on improved IPAT equation: A case study of 24 counties in 3 cities in the qin-ba mountain region of southern shaanxi. Land, 2023, 12(5): 980. |
| [28] | 程先同, 周洪, 刘秀华, 等. 山区农户兼业程度对耕地撂荒的影响研究——以武陵山区为例. 长江流域资源与环境, 2021, 30(1): 246-256. |
| CHENG X, ZHOU H, LIU X, et al. Study on effect of farmers' concurrent business degree on cropland abandonment in mountainous area: A case study in wuling mountain area . Yangtze River Basin Resources and Environment, 2021, 30(1): 246-256. | |
| [29] | 郭新伟, 余斌, 卓蓉蓉, 等. 江汉平原乡村农户就业变迁及其影响因素研究. 地理科学进展, 2020, 39(12): 2094-2104. |
| GUO X, YU B, ZHUO R, et al. Study on employment change and its influencing factors of rural farmers in Jianghan Plain. Progress in Geographical Sciences, 2020, 39(12): 2094-2104. | |
| [30] | 时鹏, 王倩, 余劲. 易地扶贫搬迁对农户收入的影响机理及效应——基于陕南3市8县1712个农户数据的实证分析. 经济地理, 2022, 42(2): 190-202. |
| SHI P, WANG Q, YU J. The mechanism and effect of relocation for poverty alleviation on the income of farm households - An empirical analysis based on the data of 1,712 farm households in 3 cities and 8 counties in southern Shaanxi. Economic Geography, 2022, 42(2): 190-202. | |
| [31] | 赵雪雁, 任娟. 基于生计恢复力的脱贫干预效果评估及其影响因素——以陇南山区为例. 经济地理, 2022, 42(11): 151-162. |
| ZHAO X, REN J. Assessment of the effectiveness of poverty alleviation interventions based on livelihood resilience and its influencing factors - A case study of Longnan mountainous area. Economic Geography, 2022, 42(11): 151-162. | |
| [32] | ROSENBAUM P, RUBIN D. Constructing a control group using multivariate matched sampling methods that incorporate the propensity score. The American Statistician, 1985, 39(1): 33-38. |
| [33] | OUYANG J, ZHANG P, YU H, et al. Analysis on coupling coordination degree between livelihood strategy for peasant households and land use behavior in ecological conservation areas—A case study of the Chang-Zhu-Tan Ecological Greenheart Area. Sustainability, 2025, 17(9): 3996. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||