Acta Prataculturae Sinica ›› 2026, Vol. 35 ›› Issue (10): 30-47.DOI: 10.11686/cyxb2025418
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Jing JIANG1(
), Jin-hua HU1, Gong-cheng HUANG1,2, Xin-ling JIANG1, Yu-bing FAN1(
), Zeng TANG1, Hua QIN3
Received:2025-10-17
Revised:2025-12-04
Online:2026-10-20
Published:2026-09-09
Contact:
Yu-bing FAN
Jing JIANG, Jin-hua HU, Gong-cheng HUANG, Xin-ling JIANG, Yu-bing FAN, Zeng TANG, Hua QIN. Livelihood capital and herders’ perception of grassland restoration: An empirical analysis based on the Qilian Mountain pastoral area[J]. Acta Prataculturae Sinica, 2026, 35(10): 30-47.
省份 Province | 样本县 Sample county | 调研乡镇 Surveyed township | 有效样本数 Number of valid samples (No.) | 占比 Proportion (%) |
|---|---|---|---|---|
甘肃 Gansu | 肃南Sunan | 皇城镇、康乐镇、大河乡Huangcheng township, Kangle township, Dahe township | 131 | 16.82 |
| 肃北Subei | 党城湾镇、盐池湾乡、石包城乡Dangchengwan township, Yanchiwan township, Shibaocheng township | 74 | 9.50 | |
| 阿克塞Akesai | 阿克旗乡、阿勒腾乡、阿伊纳乡Akeqi township, Aleteng township, Aina township | 79 | 10.14 | |
| 天祝Tianzhu | 炭山岭镇、石门镇、松山镇等Tanshanling township, Shimen township, Songshan township, etc | 93 | 11.94 | |
青海 Qinghai | 门源Menyuan | 仙米乡、苏吉滩乡、皇城乡等Xianmi township, Sujitan township, Huangcheng township, etc | 87 | 11.17 |
| 祁连Qilian | 默勒镇、阿柔乡、峨堡镇Mole township, Arou township, Ebao township | 102 | 13.09 | |
| 天峻Tianjun | 新源镇、生格乡、快尔玛乡等Xinyuan township, Shengge township, Kuaierma township, etc | 105 | 13.48 | |
德令哈市 Delingha City | 蓄集乡、怀头他拉镇、尕海镇等Xuji township, Huaitoutala township, Gahai township, etc | 108 | 13.86 | |
合计 Total | 8县(市) 8 Countries (city) | 35乡镇35 townships | 779 | 100.00 |
Table 1 Source statistics of the survey questionnaires
省份 Province | 样本县 Sample county | 调研乡镇 Surveyed township | 有效样本数 Number of valid samples (No.) | 占比 Proportion (%) |
|---|---|---|---|---|
甘肃 Gansu | 肃南Sunan | 皇城镇、康乐镇、大河乡Huangcheng township, Kangle township, Dahe township | 131 | 16.82 |
| 肃北Subei | 党城湾镇、盐池湾乡、石包城乡Dangchengwan township, Yanchiwan township, Shibaocheng township | 74 | 9.50 | |
| 阿克塞Akesai | 阿克旗乡、阿勒腾乡、阿伊纳乡Akeqi township, Aleteng township, Aina township | 79 | 10.14 | |
| 天祝Tianzhu | 炭山岭镇、石门镇、松山镇等Tanshanling township, Shimen township, Songshan township, etc | 93 | 11.94 | |
青海 Qinghai | 门源Menyuan | 仙米乡、苏吉滩乡、皇城乡等Xianmi township, Sujitan township, Huangcheng township, etc | 87 | 11.17 |
| 祁连Qilian | 默勒镇、阿柔乡、峨堡镇Mole township, Arou township, Ebao township | 102 | 13.09 | |
| 天峻Tianjun | 新源镇、生格乡、快尔玛乡等Xinyuan township, Shengge township, Kuaierma township, etc | 105 | 13.48 | |
德令哈市 Delingha City | 蓄集乡、怀头他拉镇、尕海镇等Xuji township, Huaitoutala township, Gahai township, etc | 108 | 13.86 | |
合计 Total | 8县(市) 8 Countries (city) | 35乡镇35 townships | 779 | 100.00 |
变量名 Variable name | 变量描述 Variable description | 均值 Mean | 标准差 Standard deviation |
|---|---|---|---|
| 被解释变量Dependent variable | |||
| 自家草场恢复感知Perceived recovery of own grassland | 考虑自家草场,最近3~5年如何变化。1=恢复,0=不变或变差Considering the household’s own grassland, how has the grassland changed in the past 3-5 years. 1=recovered, 0=unchanged or deteriorated | 0.11 | 0.31 |
| 乡镇草场恢复感知Perceived recovery of township grassland | 考虑乡镇草场,最近3~5年如何变化。1=恢复,0=不变或变差Considering the township’s grassland, how has the grassland changed in the past 3-5 years. 1=recovered, 0=unchanged or deteriorated | 0.11 | 0.32 |
| 核心解释变量Core independent variable | |||
| 人力资本因素Human capital factor | |||
| 劳动力数量Number of laborers | 家庭劳动力(人) The number of household laborers (No.) | 2.96 | 1.14 |
| 劳动力平均受教育程度Average education level of laborers | 1=小学及以下;2=初中;3=高中及以上1=primary school and below; 2=junior high school; 3=senior high school and above | 1.87 | 0.70 |
| 自然资本因素Natural capital factor | |||
| 草场面积Grassland area | 实际经营草场面积=承包面积+转入面积-转出面积Actual managed grassland area=contracted area+transferred-in area-transferred out area (666.67 hm2) | 1.76 | 3.74 |
| 草场质量Grassland quality | 1=差;2=一般;3=好 1=poor; 2=average; 3=good | 2.05 | 0.73 |
| 物质资本因素Physical capital factor | |||
| 家畜数量Number of livestock | 年末家畜存栏量Year-end livestock inventory (100 sheep unit) | 5.20 | 5.25 |
| 交通机械数量Number of transportation machinery | 台Units | 1.36 | 1.55 |
| 金融资本因素Financial capital factor | |||
| 家庭经营收入Household operating income | 畜牧收入+其他经营收入Livestock income and other operating income (10000 CNY) | 13.70 | 15.19 |
| 生态补奖收入Ecological compensation and incentive income | 草原生态保护补助奖励Grassland ecological protection subsidy (10000 CNY) | 3.01 | 4.33 |
| 贷款Loan | 1=是;0=否1=yes; 0=no | 0.53 | 0.50 |
| 社会资本因素Social capital factor | |||
| 牧户相互影响程度Degree of mutual influence among herders | 1=非常弱;2=弱;3=一般;4=强;5=非常强1=very weak; 2=weak; 3=average; 4=strong; 5=very strong | 2.65 | 1.19 |
| 与县政府距离Distance from home to county government | 您家距县政府的实际距离Actual distance from your home to the county government (100 km) | 0.63 | 0.92 |
| 环境意识Environmental awareness | 您关心身边的生态环境质量吗?1=非常弱;2=弱;3=一般;4=强;5=非常强You concern about the ecological environment quality around you?1=very weak; 2=weak; 3=average; 4=strong; 5=very strong | 4.14 | 0.99 |
| 户主个人特征Household head’s personal characteristics | |||
| 性别Gender | 1=男;0=女1=male; 0=female | 0.91 | 0.29 |
| 年龄Age | 户主的实际年龄Actual age of the household head (yr) | 52.74 | 10.87 |
| 受教育程度Education level | 1=小学及以下;2=初中;3=高中及以上1=primary school and below; 2=junior high school; 3=senior high school and above | 1.54 | 0.75 |
| 汉语水平Chinese proficiency | 1=不会;2=只能听懂;3=简单交流但不会书写;4=熟练交流但不会书写;5=熟练了解且能书写1=cannot speak; 2=only can understand; 3=simple communication but cannot write; 4=proficient communication but cannot write; 5=proficient in understanding and writing | 4.06 | 1.16 |
| 少数民族Ethnic minority | 1=是;0=否1=yes; 0=no | 0.84 | 0.37 |
| 村干部Village cadre | 1=是;0=否1=yes; 0=no | 0.10 | 0.30 |
| 县级虚拟变量County-level dummy variable | |||
| 肃南县Sunan county | 肃南县=1;其他地区=0 Sunan county =1; Other regions=0 | 0.17 | 0.37 |
| 肃北县Subei county | 肃北县=1;其他地区=0 Subei county =1; Other regions=0 | 0.09 | 0.29 |
| 阿克塞县Akesai county | 阿克塞县=1;其他地区=0 Akesai county =1; Other regions=0 | 0.10 | 0.30 |
| 天祝县Tianzhu county | 天祝县=1;其他地区=0 Tianzhu county =1; Other regions=0 | 0.12 | 0.32 |
| 门源县Menyuan county | 门源县=1;其他地区=0 Menyuan county =1; Other regions=0 | 0.11 | 0.32 |
| 祁连县Qilian county | 祁连县=1;其他地区=0 Qilian county =1; Other regions=0 | 0.13 | 0.34 |
| 天峻县Tianjun county | 天峻县=1;其他地区=0 Tianjun county =1; Other regions=0 | 0.13 | 0.34 |
| 德令哈市Delingha city | 德令哈市=1;其他地区=0 Delingha city=1; Other regions=0 | 0.14 | 0.35 |
Table 2 Variable definition and descriptive statistics
变量名 Variable name | 变量描述 Variable description | 均值 Mean | 标准差 Standard deviation |
|---|---|---|---|
| 被解释变量Dependent variable | |||
| 自家草场恢复感知Perceived recovery of own grassland | 考虑自家草场,最近3~5年如何变化。1=恢复,0=不变或变差Considering the household’s own grassland, how has the grassland changed in the past 3-5 years. 1=recovered, 0=unchanged or deteriorated | 0.11 | 0.31 |
| 乡镇草场恢复感知Perceived recovery of township grassland | 考虑乡镇草场,最近3~5年如何变化。1=恢复,0=不变或变差Considering the township’s grassland, how has the grassland changed in the past 3-5 years. 1=recovered, 0=unchanged or deteriorated | 0.11 | 0.32 |
| 核心解释变量Core independent variable | |||
| 人力资本因素Human capital factor | |||
| 劳动力数量Number of laborers | 家庭劳动力(人) The number of household laborers (No.) | 2.96 | 1.14 |
| 劳动力平均受教育程度Average education level of laborers | 1=小学及以下;2=初中;3=高中及以上1=primary school and below; 2=junior high school; 3=senior high school and above | 1.87 | 0.70 |
| 自然资本因素Natural capital factor | |||
| 草场面积Grassland area | 实际经营草场面积=承包面积+转入面积-转出面积Actual managed grassland area=contracted area+transferred-in area-transferred out area (666.67 hm2) | 1.76 | 3.74 |
| 草场质量Grassland quality | 1=差;2=一般;3=好 1=poor; 2=average; 3=good | 2.05 | 0.73 |
| 物质资本因素Physical capital factor | |||
| 家畜数量Number of livestock | 年末家畜存栏量Year-end livestock inventory (100 sheep unit) | 5.20 | 5.25 |
| 交通机械数量Number of transportation machinery | 台Units | 1.36 | 1.55 |
| 金融资本因素Financial capital factor | |||
| 家庭经营收入Household operating income | 畜牧收入+其他经营收入Livestock income and other operating income (10000 CNY) | 13.70 | 15.19 |
| 生态补奖收入Ecological compensation and incentive income | 草原生态保护补助奖励Grassland ecological protection subsidy (10000 CNY) | 3.01 | 4.33 |
| 贷款Loan | 1=是;0=否1=yes; 0=no | 0.53 | 0.50 |
| 社会资本因素Social capital factor | |||
| 牧户相互影响程度Degree of mutual influence among herders | 1=非常弱;2=弱;3=一般;4=强;5=非常强1=very weak; 2=weak; 3=average; 4=strong; 5=very strong | 2.65 | 1.19 |
| 与县政府距离Distance from home to county government | 您家距县政府的实际距离Actual distance from your home to the county government (100 km) | 0.63 | 0.92 |
| 环境意识Environmental awareness | 您关心身边的生态环境质量吗?1=非常弱;2=弱;3=一般;4=强;5=非常强You concern about the ecological environment quality around you?1=very weak; 2=weak; 3=average; 4=strong; 5=very strong | 4.14 | 0.99 |
| 户主个人特征Household head’s personal characteristics | |||
| 性别Gender | 1=男;0=女1=male; 0=female | 0.91 | 0.29 |
| 年龄Age | 户主的实际年龄Actual age of the household head (yr) | 52.74 | 10.87 |
| 受教育程度Education level | 1=小学及以下;2=初中;3=高中及以上1=primary school and below; 2=junior high school; 3=senior high school and above | 1.54 | 0.75 |
| 汉语水平Chinese proficiency | 1=不会;2=只能听懂;3=简单交流但不会书写;4=熟练交流但不会书写;5=熟练了解且能书写1=cannot speak; 2=only can understand; 3=simple communication but cannot write; 4=proficient communication but cannot write; 5=proficient in understanding and writing | 4.06 | 1.16 |
| 少数民族Ethnic minority | 1=是;0=否1=yes; 0=no | 0.84 | 0.37 |
| 村干部Village cadre | 1=是;0=否1=yes; 0=no | 0.10 | 0.30 |
| 县级虚拟变量County-level dummy variable | |||
| 肃南县Sunan county | 肃南县=1;其他地区=0 Sunan county =1; Other regions=0 | 0.17 | 0.37 |
| 肃北县Subei county | 肃北县=1;其他地区=0 Subei county =1; Other regions=0 | 0.09 | 0.29 |
| 阿克塞县Akesai county | 阿克塞县=1;其他地区=0 Akesai county =1; Other regions=0 | 0.10 | 0.30 |
| 天祝县Tianzhu county | 天祝县=1;其他地区=0 Tianzhu county =1; Other regions=0 | 0.12 | 0.32 |
| 门源县Menyuan county | 门源县=1;其他地区=0 Menyuan county =1; Other regions=0 | 0.11 | 0.32 |
| 祁连县Qilian county | 祁连县=1;其他地区=0 Qilian county =1; Other regions=0 | 0.13 | 0.34 |
| 天峻县Tianjun county | 天峻县=1;其他地区=0 Tianjun county =1; Other regions=0 | 0.13 | 0.34 |
| 德令哈市Delingha city | 德令哈市=1;其他地区=0 Delingha city=1; Other regions=0 | 0.14 | 0.35 |
变量名称 Variable name | 自家草场恢复感知 Perceived recovery of own grassland | 乡镇草场恢复感知 Perceived recovery of township grassland | ||||||
|---|---|---|---|---|---|---|---|---|
系数 Coefficient | 标准误 Standard error | 边际效应 Marginal effect | 标准误 Standard error | 系数 Coefficient | 标准误 Standard error | 边际效应 Marginal effect | 标准误 Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | 0.038 | 0.067 | 0.006 | 0.010 | 0.066 | 0.064 | 0.011 | 0.011 |
| 劳动力平均受教育程度Average education level of laborers | -0.127 | 0.119 | -0.020 | 0.018 | -0.129 | 0.114 | -0.022 | 0.019 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | -0.100*** | 0.037 | -0.015*** | 0.006 | -0.051** | 0.025 | -0.008** | 0.004 |
| 草场质量Grassland quality | 0.112 | 0.095 | 0.017 | 0.015 | 0.125 | 0.091 | 0.021 | 0.015 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.093* | 0.050 | -0.014* | 0.008 | -0.099** | 0.048 | -0.017** | 0.008 |
| 交通机械数量Number of transportation machinery | 0.071 | 0.048 | 0.011 | 0.007 | 0.064 | 0.045 | 0.011 | 0.007 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.016 | 0.034 | -0.003 | 0.005 | -0.030 | 0.031 | -0.005 | 0.005 |
| 生态补奖收入Ecological compensation and incentive income | 0.243*** | 0.087 | 0.038*** | 0.013 | 0.285*** | 0.086 | 0.048*** | 0.014 |
| 贷款Loan | 0.037 | 0.147 | 0.006 | 0.023 | -0.052 | 0.140 | -0.009 | 0.023 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.130** | 0.057 | 0.020** | 0.009 | 0.105* | 0.055 | 0.018* | 0.009 |
| 与县政府距离Distance from home to county government | 0.038 | 0.079 | 0.006 | 0.012 | 0.065 | 0.075 | 0.011 | 0.013 |
| 环境意识Environmental awareness | 0.206** | 0.083 | 0.032** | 0.013 | 0.199** | 0.078 | 0.033** | 0.013 |
| 户主个人特征Household head’s personal characteristics | ||||||||
| 性别Gender | -0.146 | 0.237 | -0.023 | 0.037 | -0.031 | 0.232 | -0.005 | 0.039 |
| 年龄Age | -0.008 | 0.007 | -0.001 | 0.001 | -0.007 | 0.007 | -0.001 | 0.001 |
| 受教育程度Education level | -0.058 | 0.126 | -0.009 | 0.019 | -0.039 | 0.120 | -0.007 | 0.020 |
| 汉语水平Chinese proficiency | -0.046 | 0.072 | -0.007 | 0.011 | -0.026 | 0.070 | -0.004 | 0.012 |
| 少数民族Ethnic minority | -0.350* | 0.196 | -0.054* | 0.030 | -0.151 | 0.193 | -0.025 | 0.032 |
| 村干部Village cadre | 0.189 | 0.236 | 0.029 | 0.037 | 0.027 | 0.233 | 0.005 | 0.039 |
| 县级虚拟变量County-level dummy variable,以肃南县为基准Baseline=Sunan | ||||||||
| 肃北县Subei county | 0.109 | 0.339 | 0.022 | 0.069 | 0.118 | 0.312 | 0.023 | 0.062 |
| 阿克塞县Akesai county | -1.005** | 0.447 | -0.110*** | 0.038 | -0.602* | 0.350 | -0.079* | 0.041 |
| 天祝县Tianzhu county | -0.246 | 0.273 | -0.041 | 0.045 | -0.257 | 0.291 | -0.041 | 0.045 |
| 门源县Menyuan county | -0.311 | 0.405 | -0.050 | 0.060 | 0.147 | 0.379 | 0.029 | 0.077 |
| 祁连县Qilian county | -0.279 | 0.315 | -0.046 | 0.051 | -0.172 | 0.308 | -0.029 | 0.051 |
| 天峻县Tianjun county | -0.053 | 0.296 | -0.010 | 0.054 | -0.046 | 0.294 | -0.008 | 0.052 |
| 德令哈市Delingha city | -0.173 | 0.297 | -0.030 | 0.051 | 0.045 | 0.281 | 0.008 | 0.052 |
| 模型拟合度Model fitting statistics | ||||||||
| 伪R2 Pseudo R2 | 0.159 | 0.128 | ||||||
| 样本量Sample size | 779 | 779 | ||||||
Table 3 Regression results of the Probit model for herders’ grassland restoration perception
变量名称 Variable name | 自家草场恢复感知 Perceived recovery of own grassland | 乡镇草场恢复感知 Perceived recovery of township grassland | ||||||
|---|---|---|---|---|---|---|---|---|
系数 Coefficient | 标准误 Standard error | 边际效应 Marginal effect | 标准误 Standard error | 系数 Coefficient | 标准误 Standard error | 边际效应 Marginal effect | 标准误 Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | 0.038 | 0.067 | 0.006 | 0.010 | 0.066 | 0.064 | 0.011 | 0.011 |
| 劳动力平均受教育程度Average education level of laborers | -0.127 | 0.119 | -0.020 | 0.018 | -0.129 | 0.114 | -0.022 | 0.019 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | -0.100*** | 0.037 | -0.015*** | 0.006 | -0.051** | 0.025 | -0.008** | 0.004 |
| 草场质量Grassland quality | 0.112 | 0.095 | 0.017 | 0.015 | 0.125 | 0.091 | 0.021 | 0.015 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.093* | 0.050 | -0.014* | 0.008 | -0.099** | 0.048 | -0.017** | 0.008 |
| 交通机械数量Number of transportation machinery | 0.071 | 0.048 | 0.011 | 0.007 | 0.064 | 0.045 | 0.011 | 0.007 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.016 | 0.034 | -0.003 | 0.005 | -0.030 | 0.031 | -0.005 | 0.005 |
| 生态补奖收入Ecological compensation and incentive income | 0.243*** | 0.087 | 0.038*** | 0.013 | 0.285*** | 0.086 | 0.048*** | 0.014 |
| 贷款Loan | 0.037 | 0.147 | 0.006 | 0.023 | -0.052 | 0.140 | -0.009 | 0.023 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.130** | 0.057 | 0.020** | 0.009 | 0.105* | 0.055 | 0.018* | 0.009 |
| 与县政府距离Distance from home to county government | 0.038 | 0.079 | 0.006 | 0.012 | 0.065 | 0.075 | 0.011 | 0.013 |
| 环境意识Environmental awareness | 0.206** | 0.083 | 0.032** | 0.013 | 0.199** | 0.078 | 0.033** | 0.013 |
| 户主个人特征Household head’s personal characteristics | ||||||||
| 性别Gender | -0.146 | 0.237 | -0.023 | 0.037 | -0.031 | 0.232 | -0.005 | 0.039 |
| 年龄Age | -0.008 | 0.007 | -0.001 | 0.001 | -0.007 | 0.007 | -0.001 | 0.001 |
| 受教育程度Education level | -0.058 | 0.126 | -0.009 | 0.019 | -0.039 | 0.120 | -0.007 | 0.020 |
| 汉语水平Chinese proficiency | -0.046 | 0.072 | -0.007 | 0.011 | -0.026 | 0.070 | -0.004 | 0.012 |
| 少数民族Ethnic minority | -0.350* | 0.196 | -0.054* | 0.030 | -0.151 | 0.193 | -0.025 | 0.032 |
| 村干部Village cadre | 0.189 | 0.236 | 0.029 | 0.037 | 0.027 | 0.233 | 0.005 | 0.039 |
| 县级虚拟变量County-level dummy variable,以肃南县为基准Baseline=Sunan | ||||||||
| 肃北县Subei county | 0.109 | 0.339 | 0.022 | 0.069 | 0.118 | 0.312 | 0.023 | 0.062 |
| 阿克塞县Akesai county | -1.005** | 0.447 | -0.110*** | 0.038 | -0.602* | 0.350 | -0.079* | 0.041 |
| 天祝县Tianzhu county | -0.246 | 0.273 | -0.041 | 0.045 | -0.257 | 0.291 | -0.041 | 0.045 |
| 门源县Menyuan county | -0.311 | 0.405 | -0.050 | 0.060 | 0.147 | 0.379 | 0.029 | 0.077 |
| 祁连县Qilian county | -0.279 | 0.315 | -0.046 | 0.051 | -0.172 | 0.308 | -0.029 | 0.051 |
| 天峻县Tianjun county | -0.053 | 0.296 | -0.010 | 0.054 | -0.046 | 0.294 | -0.008 | 0.052 |
| 德令哈市Delingha city | -0.173 | 0.297 | -0.030 | 0.051 | 0.045 | 0.281 | 0.008 | 0.052 |
| 模型拟合度Model fitting statistics | ||||||||
| 伪R2 Pseudo R2 | 0.159 | 0.128 | ||||||
| 样本量Sample size | 779 | 779 | ||||||
变量名称 Variable name | 子样本回归 Subsample regression | 缩尾后回归 Tail-shrinking regression | 断尾后回归 Truncated regression | |||
|---|---|---|---|---|---|---|
自家草场 One’s own grassland | 乡镇草场 Township grassland | 自家草场 One’s own grassland | 乡镇草场 Township grassland | 自家草场 One’s own grassland | 乡镇草场 Township grassland | |
| 核心解释变量Core independent variable | ||||||
| 人力资本因素Human capital factor | ||||||
| 劳动力数量Number of laborers | 0.002 | 0.011 | 0.007 | 0.013 | 0.005 | 0.012 |
| (0.012) | (0.012) | (0.010) | (0.011) | (0.011) | (0.012) | |
| 劳动力平均受教育程度Average education level of laborers | -0.001 | -0.013 | -0.019 | -0.020 | -0.024 | -0.023 |
| (0.021) | (0.021) | (0.018) | (0.019) | (0.020) | (0.020) | |
| 自然资本因素Natural capital factor | ||||||
| 草场面积Grassland area | -0.025*** | -0.020*** | -0.016*** | -0.010** | -0.014** | -0.014*** |
| (0.010) | (0.007) | (0.006) | (0.005) | (0.006) | (0.006) | |
| 草场质量Grassland quality | 0.001 | 0.016 | 0.018 | 0.021 | 0.023 | 0.025 |
| (0.016) | (0.016) | (0.015) | (0.015) | (0.016) | (0.016) | |
| 物质资本因素Physical capital factor | ||||||
| 家畜数量Number of livestock | -0.014* | -0.015* | -0.014* | -0.016* | -0.014* | -0.014* |
| (0.008) | (0.009) | (0.008) | (0.008) | (0.008) | (0.008) | |
| 交通机械数量Number of transportation machinery | 0.012 | 0.013 | 0.014 | 0.011 | 0.015 | 0.011 |
| (0.008) | (0.008) | (0.009) | (0.009) | (0.010) | (0.010) | |
| 金融资本因素Financial capital factor | ||||||
| 家庭经营收入Household operating income | 0.005 | 0.003 | -0.003 | -0.005 | -0.003 | -0.005 |
| (0.006) | (0.006) | (0.005) | (0.005) | (0.005) | (0.005) | |
| 生态补奖收入Ecological compensation and incentive income | 0.037*** | 0.037** | 0.034** | 0.039*** | 0.030** | 0.039*** |
| (0.014) | (0.015) | (0.013) | (0.014) | (0.013) | (0.015) | |
| 贷款Loan | 0.023 | 0.013 | 0.005 | -0.010 | 0.011 | -0.011 |
| (0.025) | (0.025) | (0.023) | (0.023) | (0.024) | (0.025) | |
| 社会资本因素Social capital factor | ||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.012 | 0.008 | 0.021** | 0.019** | 0.016* | 0.017* |
| (0.010) | (0.010) | (0.009) | (0.009) | (0.009) | (0.009) | |
| 与县政府距离Distance from home to county government | 0.015 | 0.019 | 0.007 | 0.012 | 0.016 | 0.020 |
| (0.013) | (0.013) | (0.013) | (0.013) | (0.014) | (0.015) | |
| 环境意识Environmental awareness | 0.034** | 0.032** | 0.033** | 0.035*** | 0.037*** | 0.033** |
| (0.014) | (0.014) | (0.013) | (0.013) | (0.014) | (0.014) | |
| 控制变量Controls variable | 是Yes | 是Yes | 是Yes | |||
| 模型拟合度Model fitting statistics | ||||||
| 卡方检验概率值Prob>chi2 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
| 伪R2 Pseudo R2 | 0.176 | 0.184 | 0.156 | 0.121 | 0.142 | 0.131 |
| 样本量Sample size | 610 | 610 | 779 | 779 | 720 | 720 |
Table 4 Robustness test results: marginal effect of grassland restoration perception estimation
变量名称 Variable name | 子样本回归 Subsample regression | 缩尾后回归 Tail-shrinking regression | 断尾后回归 Truncated regression | |||
|---|---|---|---|---|---|---|
自家草场 One’s own grassland | 乡镇草场 Township grassland | 自家草场 One’s own grassland | 乡镇草场 Township grassland | 自家草场 One’s own grassland | 乡镇草场 Township grassland | |
| 核心解释变量Core independent variable | ||||||
| 人力资本因素Human capital factor | ||||||
| 劳动力数量Number of laborers | 0.002 | 0.011 | 0.007 | 0.013 | 0.005 | 0.012 |
| (0.012) | (0.012) | (0.010) | (0.011) | (0.011) | (0.012) | |
| 劳动力平均受教育程度Average education level of laborers | -0.001 | -0.013 | -0.019 | -0.020 | -0.024 | -0.023 |
| (0.021) | (0.021) | (0.018) | (0.019) | (0.020) | (0.020) | |
| 自然资本因素Natural capital factor | ||||||
| 草场面积Grassland area | -0.025*** | -0.020*** | -0.016*** | -0.010** | -0.014** | -0.014*** |
| (0.010) | (0.007) | (0.006) | (0.005) | (0.006) | (0.006) | |
| 草场质量Grassland quality | 0.001 | 0.016 | 0.018 | 0.021 | 0.023 | 0.025 |
| (0.016) | (0.016) | (0.015) | (0.015) | (0.016) | (0.016) | |
| 物质资本因素Physical capital factor | ||||||
| 家畜数量Number of livestock | -0.014* | -0.015* | -0.014* | -0.016* | -0.014* | -0.014* |
| (0.008) | (0.009) | (0.008) | (0.008) | (0.008) | (0.008) | |
| 交通机械数量Number of transportation machinery | 0.012 | 0.013 | 0.014 | 0.011 | 0.015 | 0.011 |
| (0.008) | (0.008) | (0.009) | (0.009) | (0.010) | (0.010) | |
| 金融资本因素Financial capital factor | ||||||
| 家庭经营收入Household operating income | 0.005 | 0.003 | -0.003 | -0.005 | -0.003 | -0.005 |
| (0.006) | (0.006) | (0.005) | (0.005) | (0.005) | (0.005) | |
| 生态补奖收入Ecological compensation and incentive income | 0.037*** | 0.037** | 0.034** | 0.039*** | 0.030** | 0.039*** |
| (0.014) | (0.015) | (0.013) | (0.014) | (0.013) | (0.015) | |
| 贷款Loan | 0.023 | 0.013 | 0.005 | -0.010 | 0.011 | -0.011 |
| (0.025) | (0.025) | (0.023) | (0.023) | (0.024) | (0.025) | |
| 社会资本因素Social capital factor | ||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.012 | 0.008 | 0.021** | 0.019** | 0.016* | 0.017* |
| (0.010) | (0.010) | (0.009) | (0.009) | (0.009) | (0.009) | |
| 与县政府距离Distance from home to county government | 0.015 | 0.019 | 0.007 | 0.012 | 0.016 | 0.020 |
| (0.013) | (0.013) | (0.013) | (0.013) | (0.014) | (0.015) | |
| 环境意识Environmental awareness | 0.034** | 0.032** | 0.033** | 0.035*** | 0.037*** | 0.033** |
| (0.014) | (0.014) | (0.013) | (0.013) | (0.014) | (0.014) | |
| 控制变量Controls variable | 是Yes | 是Yes | 是Yes | |||
| 模型拟合度Model fitting statistics | ||||||
| 卡方检验概率值Prob>chi2 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
| 伪R2 Pseudo R2 | 0.176 | 0.184 | 0.156 | 0.121 | 0.142 | 0.131 |
| 样本量Sample size | 610 | 610 | 779 | 779 | 720 | 720 |
变量名称 Variable name | 祁连山北麓(甘肃) The northern foot of the Qilian Mountains (Gansu) | 祁连山南麓(青海) Southern foot of the Qilian Mountains (Qinghai) | ||||||
|---|---|---|---|---|---|---|---|---|
自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | 自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | -0.011 | 0.017 | 0.001 | 0.018 | 0.022* | 0.013 | 0.027** | 0.014 |
| 劳动力平均受教育程度Average education level of laborers | -0.029 | 0.029 | -0.027 | 0.029 | -0.025 | 0.024 | -0.022 | 0.024 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | -0.017** | 0.007 | -0.010** | 0.005 | -0.012 | 0.012 | -0.006 | 0.009 |
| 草场质量Grassland quality | 0.011 | 0.021 | 0.025 | 0.022 | 0.028 | 0.021 | 0.017 | 0.021 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.023 | 0.018 | -0.011 | 0.018 | -0.013 | 0.008 | -0.018** | 0.008 |
| 交通机械数量Number of transportation machinery | 0.025*** | 0.009 | 0.022** | 0.009 | -0.032 | 0.021 | -0.030 | 0.019 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.012 | 0.011 | -0.017 | 0.012 | -0.003 | 0.006 | -0.005 | 0.006 |
| 生态补奖收入Ecological compensation and incentive income | 0.059*** | 0.022 | 0.049** | 0.023 | 0.021* | 0.012 | 0.051*** | 0.018 |
| 贷款Loan | -0.012 | 0.036 | -0.058 | 0.036 | 0.013 | 0.028 | 0.018 | 0.029 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.024* | 0.013 | 0.001 | 0.013 | 0.026** | 0.013 | 0.042*** | 0.014 |
| 与县政府距离Distance from home to county government | 0.006 | 0.014 | 0.010 | 0.014 | 0.039 | 0.036 | 0.003 | 0.040 |
| 环境意识Environmental awareness | 0.020 | 0.016 | 0.020 | 0.016 | 0.042* | 0.024 | 0.057** | 0.025 |
| 控制变量Controls variables | 是Yes | 是Yes | 是Yes | 是Yes | ||||
| 模型拟合度Model fitting statistics | ||||||||
| 卡方检验概率值Prob>chi2 | <0.001 | 0.001 | 0.007 | 0.001 | ||||
| 伪R2 Pseudo R2 | 0.225 | 0.160 | 0.177 | 0.184 | ||||
| 样本量Sample size | 377 | 377 | 402 | 402 | ||||
Table 5 Marginal effect of grassland restoration perception for herders in the northern and southern foothills of Qilian Mountains
变量名称 Variable name | 祁连山北麓(甘肃) The northern foot of the Qilian Mountains (Gansu) | 祁连山南麓(青海) Southern foot of the Qilian Mountains (Qinghai) | ||||||
|---|---|---|---|---|---|---|---|---|
自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | 自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | -0.011 | 0.017 | 0.001 | 0.018 | 0.022* | 0.013 | 0.027** | 0.014 |
| 劳动力平均受教育程度Average education level of laborers | -0.029 | 0.029 | -0.027 | 0.029 | -0.025 | 0.024 | -0.022 | 0.024 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | -0.017** | 0.007 | -0.010** | 0.005 | -0.012 | 0.012 | -0.006 | 0.009 |
| 草场质量Grassland quality | 0.011 | 0.021 | 0.025 | 0.022 | 0.028 | 0.021 | 0.017 | 0.021 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.023 | 0.018 | -0.011 | 0.018 | -0.013 | 0.008 | -0.018** | 0.008 |
| 交通机械数量Number of transportation machinery | 0.025*** | 0.009 | 0.022** | 0.009 | -0.032 | 0.021 | -0.030 | 0.019 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.012 | 0.011 | -0.017 | 0.012 | -0.003 | 0.006 | -0.005 | 0.006 |
| 生态补奖收入Ecological compensation and incentive income | 0.059*** | 0.022 | 0.049** | 0.023 | 0.021* | 0.012 | 0.051*** | 0.018 |
| 贷款Loan | -0.012 | 0.036 | -0.058 | 0.036 | 0.013 | 0.028 | 0.018 | 0.029 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.024* | 0.013 | 0.001 | 0.013 | 0.026** | 0.013 | 0.042*** | 0.014 |
| 与县政府距离Distance from home to county government | 0.006 | 0.014 | 0.010 | 0.014 | 0.039 | 0.036 | 0.003 | 0.040 |
| 环境意识Environmental awareness | 0.020 | 0.016 | 0.020 | 0.016 | 0.042* | 0.024 | 0.057** | 0.025 |
| 控制变量Controls variables | 是Yes | 是Yes | 是Yes | 是Yes | ||||
| 模型拟合度Model fitting statistics | ||||||||
| 卡方检验概率值Prob>chi2 | <0.001 | 0.001 | 0.007 | 0.001 | ||||
| 伪R2 Pseudo R2 | 0.225 | 0.160 | 0.177 | 0.184 | ||||
| 样本量Sample size | 377 | 377 | 402 | 402 | ||||
变量名称 Variable name | 小规模养殖组 Small-scale breeding group (<400 sheep units) | 大规模养殖组 Big-scale breeding group (≥400 sheep units) | ||||||
|---|---|---|---|---|---|---|---|---|
自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | 自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | -0.012 | 0.016 | 0.011 | 0.016 | 0.013 | 0.015 | 0.009 | 0.016 |
| 劳动力平均受教育程度Average education level of laborers | 0.016 | 0.029 | -0.022 | 0.031 | -0.040 | 0.026 | -0.029 | 0.027 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | -0.022* | 0.012 | -0.029* | 0.015 | -0.012* | 0.007 | -0.007 | 0.005 |
| 草场质量Grassland quality | 0.023 | 0.022 | 0.027 | 0.023 | 0.019 | 0.021 | 0.020 | 0.022 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.024** | 0.011 | -0.028** | 0.011 | -0.044 | 0.038 | -0.034 | 0.038 |
| 交通机械数量Number of transportation machinery | 0.029** | 0.013 | 0.016 | 0.011 | -0.002 | 0.011 | 0.008 | 0.010 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.006 | 0.009 | -0.012 | 0.008 | -0.002 | 0.007 | -0.001 | 0.007 |
| 生态补奖收入Ecological compensation and incentive income | 0.008 | 0.013 | 0.011 | 0.014 | 0.059*** | 0.020 | 0.086*** | 0.023 |
| 贷款Loan | -0.024 | 0.037 | -0.048 | 0.037 | 0.022 | 0.031 | 0.012 | 0.033 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.006 | 0.013 | -0.012 | 0.014 | 0.030** | 0.013 | 0.037*** | 0.013 |
| 与县政府距离Distance from home to county government | -0.009 | 0.016 | 0.001 | 0.017 | 0.026 | 0.018 | 0.025 | 0.018 |
| 环境意识Environmental awareness | 0.040** | 0.020 | 0.037* | 0.021 | 0.028 | 0.018 | 0.035** | 0.018 |
| 控制变量Controls variables | 是Yes | 是Yes | 是Yes | 是Yes | ||||
| 模型拟合度Model fitting statistics | ||||||||
| 卡方检验概率值Prob>chi2 | <0.001 | <0.001 | 0.012 | 0.009 | ||||
| 伪R2 Pseudo R2 | 0.263 | 0.219 | 0.159 | 0.152 | ||||
| 样本量Sample size | 338 | 338 | 409 | 409 | ||||
Table 6 Marginal effect of grassland restoration perception among herders of different livestock scales
变量名称 Variable name | 小规模养殖组 Small-scale breeding group (<400 sheep units) | 大规模养殖组 Big-scale breeding group (≥400 sheep units) | ||||||
|---|---|---|---|---|---|---|---|---|
自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | 自家草场 One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | -0.012 | 0.016 | 0.011 | 0.016 | 0.013 | 0.015 | 0.009 | 0.016 |
| 劳动力平均受教育程度Average education level of laborers | 0.016 | 0.029 | -0.022 | 0.031 | -0.040 | 0.026 | -0.029 | 0.027 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | -0.022* | 0.012 | -0.029* | 0.015 | -0.012* | 0.007 | -0.007 | 0.005 |
| 草场质量Grassland quality | 0.023 | 0.022 | 0.027 | 0.023 | 0.019 | 0.021 | 0.020 | 0.022 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.024** | 0.011 | -0.028** | 0.011 | -0.044 | 0.038 | -0.034 | 0.038 |
| 交通机械数量Number of transportation machinery | 0.029** | 0.013 | 0.016 | 0.011 | -0.002 | 0.011 | 0.008 | 0.010 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.006 | 0.009 | -0.012 | 0.008 | -0.002 | 0.007 | -0.001 | 0.007 |
| 生态补奖收入Ecological compensation and incentive income | 0.008 | 0.013 | 0.011 | 0.014 | 0.059*** | 0.020 | 0.086*** | 0.023 |
| 贷款Loan | -0.024 | 0.037 | -0.048 | 0.037 | 0.022 | 0.031 | 0.012 | 0.033 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.006 | 0.013 | -0.012 | 0.014 | 0.030** | 0.013 | 0.037*** | 0.013 |
| 与县政府距离Distance from home to county government | -0.009 | 0.016 | 0.001 | 0.017 | 0.026 | 0.018 | 0.025 | 0.018 |
| 环境意识Environmental awareness | 0.040** | 0.020 | 0.037* | 0.021 | 0.028 | 0.018 | 0.035** | 0.018 |
| 控制变量Controls variables | 是Yes | 是Yes | 是Yes | 是Yes | ||||
| 模型拟合度Model fitting statistics | ||||||||
| 卡方检验概率值Prob>chi2 | <0.001 | <0.001 | 0.012 | 0.009 | ||||
| 伪R2 Pseudo R2 | 0.263 | 0.219 | 0.159 | 0.152 | ||||
| 样本量Sample size | 338 | 338 | 409 | 409 | ||||
变量名称 Variable name | 小面积草场经营牧户 Small-scale grassland herders (<666.67 hm2) | 大面积草场经营牧户 Big-scale grassland herders (≥666.67 hm2) | ||||||
|---|---|---|---|---|---|---|---|---|
| 自家草场One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | 自家草场One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | 0.003 | 0.013 | 0.014 | 0.012 | 0.015 | 0.018 | -0.005 | 0.023 |
| 劳动力平均受教育程度Average education level of laborers | -0.026 | 0.023 | -0.035 | 0.023 | -0.030 | 0.034 | -0.018 | 0.038 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | 0.032 | 0.081 | 0.173** | 0.072 | -0.012** | 0.005 | -0.009** | 0.004 |
| 草场质量Grassland quality | 0.016 | 0.018 | 0.013 | 0.018 | 0.031 | 0.030 | 0.063* | 0.035 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.012 | 0.010 | -0.019** | 0.009 | -0.021 | 0.014 | -0.017 | 0.018 |
| 交通机械数量Number of transportation machinery | 0.019** | 0.009 | 0.021** | 0.008 | 0.008 | 0.015 | -0.014 | 0.021 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.001 | 0.007 | -0.005 | 0.006 | -0.006 | 0.007 | 0.001 | 0.010 |
| 生态补奖收入Ecological compensation and incentive income | 0.023* | 0.013 | 0.021* | 0.012 | 0.090*** | 0.035 | 0.180*** | 0.040 |
| 贷款Loan | 0.016 | 0.028 | -0.004 | 0.027 | -0.011 | 0.037 | 0.005 | 0.043 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.028** | 0.011 | 0.026** | 0.011 | 0.009 | 0.015 | 0.005 | 0.017 |
| 与县政府距离Distance from home to county government | 0.001 | 0.015 | 0.014 | 0.014 | 0.024 | 0.032 | -0.021 | 0.042 |
| 环境意识Environmental awareness | 0.029* | 0.016 | 0.032* | 0.017 | 0.041* | 0.024 | 0.020 | 0.022 |
| 控制变量Controls variables | 是Yes | 是Yes | 是Yes | 是Yes | ||||
| 模型拟合度Model fitting statistics | ||||||||
| 卡方检验概率值Prob>chi2 | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| 伪R2 Pseudo R2 | 0.146 | 0.151 | 0.462 | 0.396 | ||||
| 样本量Sample size | 552 | 552 | 213 | 213 | ||||
Table 7 The marginal effect of grassland restoration perception among herders with different areas of grassland management
变量名称 Variable name | 小面积草场经营牧户 Small-scale grassland herders (<666.67 hm2) | 大面积草场经营牧户 Big-scale grassland herders (≥666.67 hm2) | ||||||
|---|---|---|---|---|---|---|---|---|
| 自家草场One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | 自家草场One’s own grassland | 标准误Standard error | 乡镇草场Township grassland | 标准误Standard error | |
| 核心解释变量Core independent variable | ||||||||
| 人力资本因素Human capital factor | ||||||||
| 劳动力数量Number of laborers | 0.003 | 0.013 | 0.014 | 0.012 | 0.015 | 0.018 | -0.005 | 0.023 |
| 劳动力平均受教育程度Average education level of laborers | -0.026 | 0.023 | -0.035 | 0.023 | -0.030 | 0.034 | -0.018 | 0.038 |
| 自然资本因素Natural capital factor | ||||||||
| 草场面积Grassland area | 0.032 | 0.081 | 0.173** | 0.072 | -0.012** | 0.005 | -0.009** | 0.004 |
| 草场质量Grassland quality | 0.016 | 0.018 | 0.013 | 0.018 | 0.031 | 0.030 | 0.063* | 0.035 |
| 物质资本因素Physical capital factor | ||||||||
| 家畜数量Number of livestock | -0.012 | 0.010 | -0.019** | 0.009 | -0.021 | 0.014 | -0.017 | 0.018 |
| 交通机械数量Number of transportation machinery | 0.019** | 0.009 | 0.021** | 0.008 | 0.008 | 0.015 | -0.014 | 0.021 |
| 金融资本因素Financial capital factor | ||||||||
| 家庭经营收入Household operating income | -0.001 | 0.007 | -0.005 | 0.006 | -0.006 | 0.007 | 0.001 | 0.010 |
| 生态补奖收入Ecological compensation and incentive income | 0.023* | 0.013 | 0.021* | 0.012 | 0.090*** | 0.035 | 0.180*** | 0.040 |
| 贷款Loan | 0.016 | 0.028 | -0.004 | 0.027 | -0.011 | 0.037 | 0.005 | 0.043 |
| 社会资本因素Social capital factor | ||||||||
| 牧户相互影响程度Degree of mutual influence among herders | 0.028** | 0.011 | 0.026** | 0.011 | 0.009 | 0.015 | 0.005 | 0.017 |
| 与县政府距离Distance from home to county government | 0.001 | 0.015 | 0.014 | 0.014 | 0.024 | 0.032 | -0.021 | 0.042 |
| 环境意识Environmental awareness | 0.029* | 0.016 | 0.032* | 0.017 | 0.041* | 0.024 | 0.020 | 0.022 |
| 控制变量Controls variables | 是Yes | 是Yes | 是Yes | 是Yes | ||||
| 模型拟合度Model fitting statistics | ||||||||
| 卡方检验概率值Prob>chi2 | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| 伪R2 Pseudo R2 | 0.146 | 0.151 | 0.462 | 0.396 | ||||
| 样本量Sample size | 552 | 552 | 213 | 213 | ||||
| [1] | Zhang M Q, Sun J, Wang Y, et al. State-of-the-art and challenges in global grassland degradation studies. Geography and Sustainability, 2025, 6(2):100229. |
| [2] | Hao A H, Xue X, Peng F, et al. Different vegetation and soil degradation characteristics of a typical grassland in the Qinghai-Tibetan Plateau. Acta Ecologica Sinica, 2020, 40(3): 964-975. |
| 郝爱华, 薛娴, 彭飞, 等. 青藏高原典型草地植被退化与土壤退化研究. 生态学报, 2020, 40(3): 964-975. | |
| [3] | Tian H Y, Wang J. Research on the impact of digital financial inclusion on intra-rural income gap-an empirical analysis based on the perspective of livelihood resource diversification. Chinese Journal of Agricultural Resources and Regional Planning, 2024, 45(2): 201-213. |
| 田红宇, 王晶. 数字普惠金融对农村内部收入差距的影响研究-基于生计资源多元化视角的经验分析. 中国农业资源与区划, 2024, 45(2): 201-213. | |
| [4] | Song W H, Huang Z H, Ye C H. The impact of digital finance use on rural household livelihood strategy selection: Evidence from the China rural household panel survey. Chinese Rural Economy, 2023(6): 92-113. |
| 宋文豪, 黄祖辉, 叶春辉. 数字金融使用对农村家庭生计策略选择的影响-来自中国农村家庭追踪调查的证据. 中国农村经济, 2023(6): 92-113. | |
| [5] | Sun J X, Zhang J F, Lv X, et al. Investigation on the choice of livelihood strategies and influencing factors of settled herders in Haragande District, Shawan City, Xinjiang: Based on the theory of livelihood capital. South-Central Agricultural Science and Technology, 2025, 46(10): 144-149. |
| 孙景鑫, 张景烽, 吕雪, 等. 新疆沙湾市哈拉干德区定居牧民生计策略选择及影响因素调查-基于生计资本理论. 中南农业科技, 2025, 46(10): 144-149. | |
| [6] | Wu T M, Wu Y, Wang D B, et al. Influence of herders’ livelihood capital on livelihood strategies in the Three-River Headwaters region. Acta Prataculturae Sinica, 2019, 28(11): 12-21. |
| 吴廷美, 吴渊, 王多斌, 等. 三江源区牧户生计资本对其生计策略的影响研究. 草业学报, 2019, 28(11): 12-21. | |
| [7] | Li L, Jin J J, Zhang C Y, et al. How do livelihood capital affect farmers’ energy-saving behaviors: Evidence from China. Journal of Cleaner Production, 2023, 414: 137769. |
| [8] | Zhao W, Yin Y L, Li S X, et al. The characteristics of bacterial communities in different vegetation types in the Qilian Mountains. Acta Prataculturae Sinica, 2021, 30(12): 161-171. |
| 赵文, 尹亚丽, 李世雄, 等. 祁连山不同类型草地土壤细菌群落特征研究. 草业学报, 2021, 30(12): 161-171. | |
| [9] | Yan Y E, Wang J H, Shi J Z, et al. Analysis on grassland resources and their deterioration situation on north slope of Qilian Mountains. Pratacultural Science, 2010, 27(7): 24-29. |
| 闫月娥, 王建宏, 石建忠, 等. 祁连山北坡草地资源及退化现状分析. 草业科学, 2010, 27(7): 24-29. | |
| [10] | Du Q Q, Sun Y F, Guan Q Y, et al. Vulnerability of grassland ecosystems to climate change in the Qilian Mountains, northwest China. Journal of Hydrology, 2022, 612(part c): 128305. |
| [11] | Xue J, Li Z, Feng Q, et al. Ecological conservation pattern based on ecosystem services in the Qilian Mountains, northwest China. Environmental Development, 2023, 46: 100834. |
| [12] | Wang Y, Yang G J, Zhou L H. The vulnerability diagnosis of the pastoral area social-ecological system in northern Qilian Mountains: A case study on the Sunan Yugur Autonomous County in Gansu Province. Journal of Glaciology and Geocryology, 2021, 43(2): 370-380. |
| 王娅, 杨国靖, 周立华. 祁连山北麓牧区社会-生态系统脆弱性诊断-以甘肃肃南裕固族自治县为例. 冰川冻土, 2021, 43(2): 370-380. | |
| [13] | Wang X Y, Yang D W, Zhang L L, et al. The causes of grassland degradation and restoration strategies in Qilian Mountain National Park. Journal of Grassland and Forage Science, 2020(6): 81-86. |
| 王新源, 杨栋武, 张莉丽, 等. 祁连山国家公园草地退化成因及恢复对策. 草学, 2020(6): 81-86. | |
| [14] | Wang G Z, Ma S J, Yang S W, et al. The ecological assessment of different rangeland types based on rainfall use efficiency in Hexi Corridor area. Journal of Natural Resources, 2017, 32(4): 582-594. |
| 王贵珍, 马素洁, 杨思维, 等. 基于RUE的不同草地类生态评价研究-以河西走廊为例. 自然资源学报, 2017, 32(4): 582-594. | |
| [15] | Qi H, Ji T, He G X, et al. Response of soil physical properties to trace element content and degradation degree in mountain meadow of eastern Qilian Mountains. Acta Agrestia Sinica, 2024, 32(3): 746-753. |
| 漆昊, 纪童, 何国兴, 等. 东祁连山山地草甸土壤物理性质对微量元素含量和退化程度的响应. 草地学报, 2024, 32(3): 746-753. | |
| [16] | Ma H X, Zhang D G, Chen J, et al. Change in factors influencing soil water holding capacity at microsites along a slope transect in alpine meadow in the eastern Qilian Mountains. Acta Prataculturae Sinica, 2020, 29(1): 28-37. |
| 马海霞, 张德罡, 陈瑾, 等. 祁连山东段高寒草甸土壤持水能力在小尺度不同坡面位置的分异特征. 草业学报, 2020, 29(1): 28-37. | |
| [17] | Xiao Y F, Chen W Y, Wang B J, et al. Study on temporal and spatial change of land use and its relationship with climate factors in Qilian Mountain National Nature Reserve. Acta Agrestia Sinica, 2021, 29(9): 2049-2057. |
| 肖云飞, 陈文业, 王斌杰, 等. 祁连山国家级自然保护区土地利用时空变化及与气候因子关系研究. 草地学报, 2021, 29(9): 2049-2057. | |
| [18] | Shi Y X, Yao L Y, Zhao M J. The effect of social capitalon herdsmen’s participation willingness in grassland community governance: An analysis based on Triple-Hurdle model. China Rural Survey, 2018(3): 35-50. |
| 史雨星, 姚柳杨, 赵敏娟. 社会资本对牧户参与草场社区治理意愿的影响-基于Triple-Hurdle模型的分析. 中国农村观察, 2018(3): 35-50. | |
| [19] | Ben-Othmen M A, Ostapchuk M. How diverse are farmers’ preferences for large-scale grassland ecological restoration? Evidence from a discrete choice experiment. Review of Agricultural Food and Environmental Studies, 2023, 104(3/4): 341-375. |
| [20] | Wang M Y, Li M, Jin B, et al. Does livelihood capital influence the livelihood strategy of herdsmen? Evidence from western China. Land, 2021, 10(7): 763. |
| [21] | Jiang Z, Jin L S. Impacts of herdsmen’s livelihood capital on their concurrent business of livestock raising. Journal of Arid Land Resources and Environment, 2021, 35(8): 35-41. |
| 蒋振, 靳乐山. 牧户生计资本对其草原畜牧兼业化的影响研究-以四川省红原县和若尔盖县为例. 干旱区资源与环境, 2021, 35(8): 35-41. | |
| [22] | Belay M, Bewket W. Farmers’ livelihood assets and adoption of sustainable land management practices in north-western highlands of Ethiopia. International Journal of Environmental Studies, 2013, 70(2): 284-301. |
| [23] | Abebaw D, Haile M G. The impact of cooperatives on agricultural technology adoption: Empirical evidence from Ethiopia. Food Policy, 2013, 38: 82-91. |
| [24] | Zhou S D, Zhu H G. Economic analysis of climate change impact on the rice yield in southern China and its adaptive strategy. China Population, Resources and Environment, 2010, 20(10): 152-157. |
| 周曙东, 朱红根. 气候变化对中国南方水稻产量的经济影响及其适应策略. 中国人口·资源与环境, 2010, 20(10): 152-157. | |
| [25] | Yang H Z, Li H M, Zhang A L.Herdsmen’s perception about ecological degeneration of grasslands in the Three-river Source Region China. Arid Zone Research, 2016, 33(4): 822-829. |
| 杨海镇, 李惠梅, 张安录. 牧户对三江源草地生态退化的感知. 干旱区研究, 2016, 33(4): 822-829. | |
| [26] | Wang L J, Liu X Y. Herders’ satisfaction with the grassland ecological reward policy in Gansu rangeland areas. Acta Prataculturae Sinica, 2019, 28(4): 1-11. |
| 王丽佳, 刘兴元. 甘肃牧区牧民对草原生态补奖政策满意度研究. 草业学报, 2019, 28(4): 1-11. | |
| [27] | Kibria A M G, Jashimuddin M, Makoto I. Effects of participatory forest management on livelihood capitals of the community in Cox’s Bazar, Bangladesh. Journal of Forest Research, 2014, 19(1): 42-51. |
| [28] | Liu J H, Xue D Q. Study on the livelihood capital and livelihood strategies of farmers’ in Huangling county of northern Shaanxi. Chinese Journal of Agricultural Resources and Regional Planning, 2019, 40(6): 156-163. |
| 刘精慧, 薛东前. 陕北黄陵县农户生计资本评价及其生计策略研究. 中国农业资源与区划, 2019, 40(6): 156-163. | |
| [29] | Wang Y J, Cao D Y, Liao B. Study on the influence livelihood capital on the adoption behavior of new agricultural social services. Chinese Journal of Agricultural Resources and Regional Planning, 2024, 45(5): 144-154. |
| 王焱剑, 曹大宇, 廖冰. 农户生计资本对新型农业社会化服务采纳行为影响研究. 中国农业资源与区划, 2024, 45(5): 144-154. | |
| [30] | Kuang F, Jin J, He R, et al. Influence of livelihood capital on adaptation strategies: Evidence from rural households in Wushen Banner, China. Land Use Policy, 2019, 89: 104228. |
| [31] | Baffoe G, Matsuda H. An empirical assessment of rural livelihood assets from gender perspective: evidence from Ghana. Sustainability Science, 2018, 13(3): 815-828. |
| [32] | Zeng X Y, Guo S L, Deng X, et al. Livelihood risk and adaptation strategies of farmers in earthquake hazard threatened areas: Evidence from Sichuan province, China. International Journal of Disaster Risk Reduction, 2021, 53: 101971. |
| [33] | Pandey R, Jha S K, Alatalo J M, et al. Sustainable livelihood framework-based indicators for assessing climate change vulnerability and adaptation for Himalayan communities. Ecological Indicators, 2017, 79: 338-346. |
| [34] | Ma J, Wang M. The pathway for implementing sustainable livelihood capital among community residents within the “Three Parallel Rivers” world natural heritage site. International Journal of Geoheritage and Parks, 2023, 11(3): 527-534. |
| [35] | Wu X, Nie X, Chen Z, et al. How to improve the adaptive capacity of coastal zone farm households?-explanation based on complementary and alternative relationships of livelihood capital in a sustainable livelihood framework. Ocean & Coastal Management, 2023, 245: 106853. |
| [36] | Liu L M, Lu J, He S C, et al. Evaluation on the tourist livelihood capitals of herdsmen in Xilamuren grassland area and the influencing factors. Journal of Arid Land Resources and Environment, 2023, 37(1): 194-203. |
| 刘丽梅, 吕君, 何少聪, 等. 希拉穆仁草原牧区牧民的旅游生计资本评估及影响因子分析. 干旱区资源与环境, 2023, 37(1): 194-203. | |
| [37] | Li Y, Xu Y, Sun W. Does household electrification alleviate energy poverty? Empirical evidence from China. Energy, 2024, 313: 133983. |
| [38] | Wang B, Zhang T X, Mao J H. Impact of environmental right perception on public participation in river and lake ecological environment governance under the River Chief System: based on the mediating effect of government-constructed public participation platforms. China Population, Resources and Environment, 2025, 35(7): 134-143. |
| 王博, 张天星, 毛锦凰. 环境权感知对公众参与河长制河湖生态环境治理的影响-基于政府公众参与平台建设中介效应. 中国人口·资源与环境, 2025, 35(7): 134-143. | |
| [39] | Su F, Pu X D, Xu Z M, et al. Analysis about the relationship between livelihood capital and livelihood strategies: take Ganzhou in Zhangye City as a example. China Population, Resources and Environment, 2009, 19(6): 119-125. |
| 苏芳, 蒲欣冬, 徐中民, 等. 生计资本与生计策略关系研究-以张掖市甘州区为例. 中国人口·资源与环境, 2009, 19(6): 119-125. | |
| [40] | Gai Z Y, Huang X, Ma M, et al. Study on the impact of livelihood capital on herding households’ livelihood strategies under the perspective of grassland compensation prize-based on the survey data of 1042 herds in Inner Mongolia pastoral area. Acta Agrestia Sinica, 2025, 33(8): 2627-2640. |
| 盖志毅, 黄霞, 马梅, 等. 草原生态补奖视域下生计资本对牧户生计策略的影响研究-基于内蒙古牧区1042份牧户的调查数据. 草地学报, 2025, 33(8): 2627-2640. | |
| [41] | Tan S H, Liu B, Zhang Q Y, et al. Understanding grassland rental markets and their determinants in eastern Inner Mongolia, China. Land Use Policy, 2017, 67: 733-741. |
| [42] | Xu Z, Qayum M, Afzal J, et al. Availability and access to livelihood capital assets for development of sustainable livelihood strategies of fishermen: A case study of Manchar Lake Pakistan. Heliyon, 2023, 9(12): e22549. |
| [43] | Gao B, Ma R Y, Qiao G H. Grassland ecological reward policy: research on the formation mechanism of “high satisfaction but low execution”. Journal of Agrotechnical Economics, 2021(2): 112-122. |
| 高博, 马如意, 乔光华. 草原补奖政策:“高满意度与低执行度”悖论的形成机理研究. 农业技术经济, 2021(2): 112-122. | |
| [44] | Zhang Y, Zhao W. Social capital’s role in mitigating economic vulnerability: Understanding the impact of income disparities on farmers’ livelihoods. World Development, 2024, 177: 106515. |
| [45] | Tian M L, Liu R F, Wang J. Will farmers adopt environment-friendly agricultural techniques because of their peers: Case study based on evolutionary game model. Agricultural Technology Economics, 2025(3): 65-86. |
| 田梦玲, 刘瑞峰, 王剑. 农户会因同伴而采纳环境友好型农业技术吗-基于演化博弈模型的案例研究. 农业技术经济, 2025(3): 65-86. | |
| [46] | Weeks M. Introductory econometrics: A modern approach. Journal of Applied Econometrics, 2002, 17(2): 191-193. |
| [47] | Fernandez-Gimenez M E. The role of Mongolian nomadic pastoralists’ ecological knowledge in rangeland management. Ecological Applications, 2000, 10(5): 1318-1326. |
| [48] | Calvo P M H, Alexander S. A new perspective on rangelands and pastoralists to reverse their silent demise, which is impacting climate and food supply for billions. Global Change Biology, 2024, 30(6): e17377. |
| [49] | Tolgyesi C, Vadasz C, Kun R, et al. Post-restoration grassland management overrides the effects of restoration methods in propagule-rich landscapes. Ecological Applications, 2022, 32(1): e02463. |
| [50] | Ma Z B, Lin M Y, He J A. Resource network, self-efficacy and local policy innovation an explanatory framework of ‘Context-cognition-action’. Chinese Public Administration, 2024, 40(10): 83-94. |
| 马子博, 林美玉, 何君安. 资源网络、自我效能感与地方政策创新-一个“情境-认知-行动”的解释框架. 中国行政管理, 2024, 40(10): 83-94. | |
| [51] | Chang Q, Deng Y, Zhao M J. Can outsourcing agricultural production help China’s food security?-Evidence from the main food producing areas. Journal of Huazhong Agricultural University (Social Sciences Edition), 2023(4): 11-24. |
| 畅倩, 邓悦, 赵敏娟. 生产环节外包能否助力中国粮食安全?-来自粮食主产区的证据. 华中农业大学学报(社会科学版), 2023(4): 11-24. | |
| [52] | Yu C J, Tang W. Can digital transformation of industrial enterprises contribute to carbon emission reduction: Evidence based on Chinese A-share listed industrial enterprises. Macroeconomics, 2023(7): 97-110, 127. |
| 喻春娇, 唐威. 工业企业数字化转型能否促进碳减排-基于中国A股上市工业企业的证据. 宏观经济研究, 2023(7): 97-110, 127. | |
| [53] | Zhang Y Y, Yuan F Q, Liu D H, et al. Research on the measurement of industrial ecologization level and its influencing factors. Resources and Environment in the Yangtze Basin, 2019, 28(10): 2331-2339. |
| 张媛媛, 袁奋强, 刘东皇, 等. 产业生态化水平的测度及其影响因素研究. 长江流域资源与环境, 2019, 28(10): 2331-2339. | |
| [54] | Zhang H L, Li J Y, Shi D D. Research on the influence of environmental regulation and ecological cognition on farmers’ organic fertilizer adoption behavior. Chinese Journal of Agricultural Resources and Regional Planning, 2021, 42(11): 42-50. |
| 张红丽, 李洁艳, 史丹丹. 环境规制、生态认知对农户有机肥采纳行为影响研究. 中国农业资源与区划, 2021, 42(11): 42-50. | |
| [55] | Zhou S Q, Zhao K. How does the grassland ecological compensation policy affect farmers and herdsmen’s behavior of reducing livestock: an analysis based on the regulatory effect of non-agricultural and pastoral employment. Issues in Agricultural Economy, 2019(11): 108-121. |
| 周升强, 赵凯. 草原生态补奖政策对农牧户减畜行为的影响-基于非农牧就业调解效应的分析. 农业经济问题, 2019(11): 108-121. | |
| [56] | Xu X, Feng X. Does grassland ecological compensation policy really promote herders’ collective action in community-based grassland conservation? evidence from northern China. Land Degradation & Development, 2025, 36(18): 6455-6468. |
| [57] | Ma X L, Jin B H, Du Y Q. Governance mechanism of rural ecological resource value realization from the perspective of scale heterogeneity based on multiple case comparative analysis. Journal of Public Management, 2022, 19(3): 24-34, 166. |
| 马贤磊, 金铂皓, 杜焱强. 规模异质性视角下农村生态资源价值实现的治理机制研究-基于多案例的比较. 公共管理学报, 2022, 19(3): 24-34, 166. | |
| [58] | Le Provost G, Schenk N, Penone C, et al. The supply of multiple ecosystem services requires biodiversity across spatial scales. Nature Ecology & Evolution, 2023, 7(2): 236-249. |
| [59] | Wu X T, Wang S, Fu B J, et al. Land use optimization based on ecosystem service assessment: A case study in the Yanhe watershed. Land Use Policy, 2018, 72: 303-312. |
| [60] | Salleh R, Nordin S M, Moughal W, et al. The role of social environmental networks in influencing environmental knowledge and environmental awareness towards education for sustainable development in Malaysia and Japan. Higher Education Quarterly, 2025, 79(1): e70009. |
| [61] | Prangel E, Kasari-Toussaint L, Neuenkamp L, et al. Afforestation and abandonment of semi-natural grasslands lead to biodiversity loss and a decline in ecosystem services and functions. Journal of Applied Ecology, 2023, 60(5): 825-836. |
| [62] | Wang Q M, Liu H Y, Liang B Y, et al. Will large-scale forestation lead to a soil water deficit crisis in China’s drylands. Science Bulletin, 2024, 69(10): 1506-1514. |
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