Regional Sustainability ›› 2020, Vol. 1 ›› Issue (1): 68-81.doi: 10.1016/j.regsus.2020.07.002
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Jianjun Ding, Zhang Wang*(), Yanhong Liu, Fangwei Yu
Received:
2020-05-30
Revised:
2020-08-18
Accepted:
2020-08-24
Online:
2020-01-20
Published:
2020-09-30
Contact:
Zhang Wang
E-mail:phwz1994@163.com
Jianjun Ding, Zhang Wang, Yanhong Liu, Fangwei Yu. Rural households’ livelihood responses to industry-based poverty alleviation as a sustainable route out of poverty[J]. Regional Sustainability, 2020, 1(1): 68-81.
Table 1
Characteristics of rural households sampled in this study"
County | Number of towns | Number of villages | Proportion of the number of villages in a certain county to the total number of villages (%) | Number of households | Proportion of the number of households in a certain county to the total number of households (%) | Number of poor households | Proportion of the number of poor households in a certain county to the total number of poor households (%) |
---|---|---|---|---|---|---|---|
County H | 4 | 15 | 27.2727 | 640 | 27.0842 | 296 | 28.0569 |
County G | 6 | 10 | 18.1818 | 480 | 20.3132 | 342 | 32.4171 |
County W | 13 | 15 | 27.2727 | 609 | 25.7723 | 261 | 24.7393 |
County L | 5 | 15 | 27.2727 | 634 | 26.8303 | 156 | 14.7867 |
Total | 28 | 55 | 100.0000 | 2363 | 100.0000 | 1055 | 100.0000 |
Table 2
Weighted rural households’ livelihood responses index"
Response dimension | Response intensity | Subjective weight | Objective weight | Comprehensive weight | |
---|---|---|---|---|---|
Livelihood capital response | Natural capital | Perception | 0.1000 | 0.1376 | 0.1184 |
Willingness | 0.3000 | 0.1657 | 0.2328 | ||
Action | 0.6000 | 0.6976 | 0.6488 | ||
Capital dimension weight | 0.2000 | 0.3465 | 0.2732 | ||
Physical capital | Perception | 0.1000 | 0.2755 | 0.1877 | |
Willingness | 0.3000 | 0.3074 | 0.3037 | ||
Action | 0.6000 | 0.4172 | 0.5086 | ||
Capital dimension weight | 0.2000 | 0.1640 | 0.1820 | ||
Human capital | Perception | 0.1000 | 0.2683 | 0.1842 | |
Willingness | 0.3000 | 0.2961 | 0.2980 | ||
Action | 0.6000 | 0.4356 | 0.5178 | ||
Capital dimension weight | 0.2000 | 0.1839 | 0.1919 | ||
Social capital | Perception | 0.1000 | 0.2855 | 0.1928 | |
Willingness | 0.3000 | 0.3604 | 0.3302 | ||
Action | 0.6000 | 0.3540 | 0.4770 | ||
Capital dimension weight | 0.2000 | 0.1210 | 0.1605 | ||
Financial capital | Perception | 0.1000 | 0.2715 | 0.1858 | |
Willingness | 0.3000 | 0.3430 | 0.3215 | ||
Action | 0.6000 | 0.3855 | 0.4927 | ||
Capital dimension weight | 0.2000 | 0.1846 | 0.1923 | ||
Dimension weight | 0.2500 | 0.1852 | 0.2176 | ||
Livelihood strategy response | Perception | 0.1000 | 0.2600 | 0.1800 | |
Willingness | 0.3000 | 0.2238 | 0.2619 | ||
Action | 0.6000 | 0.5163 | 0.5581 | ||
Dimension weight | 0.2500 | 0.2292 | 0.2396 | ||
Livelihood output response | Perception | 0.1000 | 0.2793 | 0.1897 | |
Willingness | 0.3000 | 0.3038 | 0.3019 | ||
Action | 0.6000 | 0.4169 | 0.5085 | ||
Dimension weight | 0.2500 | 0.3520 | 0.3010 | ||
Livelihood space response | Perception | 0.1000 | 0.2962 | 0.1981 | |
Willingness | 0.3000 | 0.3088 | 0.3044 | ||
Action | 0.6000 | 0.3950 | 0.4975 | ||
Dimension weight | 0.2500 | 0.2336 | 0.2418 |
Table 3
Rural households’ livelihood response indices by dimension"
County | Livelihood capital response | Livelihood strategy response | Livelihood output response | Livelihood space response | Comprehensive livelihood response |
---|---|---|---|---|---|
H | 3.5528±0.5572 | 3.5460±0.7170 | 3.1737±0.9114 | 3.7548±0.8853 | 3.4816±0.5948 |
G | 3.5923±0.4836 | 4.0693±0.7372 | 3.8251±0.7249 | 4.2143±0.5746 | 3.9285±0.4652 |
W | 4.6793±0.4552 | 4.7742±0.4739 | 4.6929±0.5474 | 4.7276±0.5036 | 4.7179±0.4269 |
L | 3.6068±0.5626 | 4.3897±0.6145 | 4.1983±0.6311 | 3.7957±0.6249 | 3.9856±0.4741 |
All | 3.9127±0.6840 | 4.1955±0.7910 | 3.9736±0.9177 | 4.1152±0.7785 | 4.0477±0.6670 |
County | Natural capital response | Physical capital response | Human capital response | Social capital response | Financial capital response |
H | 3.9470±0.9538 | 3.5559±0.9921 | 3.3074±0.9885 | 3.7437±0.8493 | 3.2529±0.7364 |
G | 3.2742±1.0727 | 3.8398±0.7630 | 3.7808±0.7805 | 3.7857±0.7743 | 3.4875±0.8756 |
W | 4.7408±0.5028 | 4.7369±0.5228 | 4.6944±0.5328 | 4.7177±0.4827 | 4.5819±0.7796 |
L | 2.6371±0.9863 | 4.2424±0.8007 | 3.9522±0.7758 | 4.1483±0.6263 | 4.1679±0.7072 |
All | 3.6556±1.2060 | 4.1096±0.9078 | 3.9388±0.9381 | 4.1155±0.7944 | 3.8965±0.9361 |
Table 4
Rural households’ livelihood response indices by intensity"
Livelihood capital response | Livelihood strategy response | Livelihood output response | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
County | Perception | Willingness | Action | Perception | Willingness | Action | Perception | Willingness | Action | |||||
H | 3.8548 | 3.6470 | 3.4091 | 3.8203 | 3.9250 | 3.2578 | 3.4719 | 3.3859 | 2.9344 | |||||
G | 3.6953 | 3.7900 | 3.5277 | 4.0771 | 4.2979 | 3.9708 | 3.8667 | 3.7333 | 3.8708 | |||||
W | 4.7028 | 4.6982 | 4.6617 | 4.8095 | 4.8046 | 4.7471 | 4.6847 | 4.7110 | 4.6864 | |||||
L | 4.1920 | 4.1768 | 3.2644 | 4.5300 | 4.7461 | 4.1940 | 4.2918 | 4.4353 | 4.0268 | |||||
All | 4.1561 | 4.1228 | 3.7696 | 4.3178 | 4.4477 | 4.0377 | 4.0846 | 4.0796 | 3.8692 | |||||
County | Livelihood space response | Comprehensive livelihood response | ||||||||||||
Perception | Willingness | Action | Perception | Willingness | Action | |||||||||
H | 3.9781 | 3.8031 | 3.6438 | 3.7552 | 3.6657 | 3.2832 | ||||||||
G | 4.1625 | 4.1000 | 4.3438 | 3.9535 | 3.9826 | 3.9283 | ||||||||
W | 4.7619 | 4.7438 | 4.7044 | 4.7381 | 4.7387 | 4.6998 | ||||||||
L | 3.8281 | 3.9842 | 3.6703 | 4.1965 | 4.3206 | 3.7783 | ||||||||
All | 4.1773 | 4.1545 | 4.0664 | 4.1785 | 4.1953 | 3.9356 | ||||||||
County | Natural capital response | Physical capital response | Human capital response | |||||||||||
Perception | Willingness | Action | Perception | Willingness | Action | Perception | Willingness | Action | ||||||
H | 4.4219 | 4.3125 | 3.6953 | 3.8266 | 3.6219 | 3.4109 | 3.6672 | 3.4078 | 3.1141 | |||||
G | 3.6188 | 4.2750 | 2.8563 | 3.8083 | 3.7396 | 3.9208 | 3.7792 | 3.6979 | 3.8354 | |||||
W | 4.8079 | 4.7865 | 4.7011 | 4.7865 | 4.7307 | 4.7241 | 4.7028 | 4.7274 | 4.6732 | |||||
L | 4.0442 | 3.8202 | 1.9527 | 4.4006 | 4.5237 | 4.0678 | 4.0899 | 4.2003 | 3.7965 | |||||
All | 4.2569 | 4.2950 | 3.3165 | 4.2243 | 4.1735 | 4.0292 | 4.0702 | 4.0195 | 3.8455 | |||||
County | Social capital response | Financial capital response | ||||||||||||
Perception | Willingness | Action | Perception | Willingness | Action | |||||||||
H | 3.9078 | 3.6719 | 3.7313 | 3.4719 | 3.2516 | 3.1594 | ||||||||
G | 3.7292 | 3.6854 | 3.8813 | 3.6042 | 3.3542 | 3.5354 | ||||||||
W | 4.7077 | 4.7143 | 4.7241 | 4.5928 | 4.6043 | 4.5632 | ||||||||
L | 4.2776 | 4.2319 | 4.0599 | 4.3249 | 4.5063 | 3.9558 | ||||||||
All | 4.1769 | 4.0935 | 4.1058 | 4.0165 | 3.9577 | 3.8113 |
Fig. 5.
Responses of poor and non-poor households to industry-based poverty alleviation. (a), mean of industry-based poverty alleviation response; (b), standard deviation of industry-based poverty alleviation response. C1, natural capital response index; C2, physical capital response index; C3, human capital response index; C4, social capital response index; C5, financial capital response index; Ca, livelihood capital perception response index; Ci, livelihood capital willingness response index; Cb, livelihood capital action response index; C, livelihood capital response index; W, livelihood strategy response index; P, livelihood output response index; S, livelihood space response index; T, comprehensive livelihood response index; A, perception response index; I, willingness response index; B, action response index."
Table 5
Variable settings of external environmental factors and internal family factors in this study"
Factor | Dummy variable | Corresponding description | Factor | Dummy variable | Corresponding description |
---|---|---|---|---|---|
Location | R group | More than 2.0 h to the nearest town | Age structure | R group | There are children under 14 years old and elderly over 60 years old |
dlqw1 | Within 0.5 h to the nearest town | nljg1 | There are children under 14 years old | ||
dlqw2 | About 0.5-1.0 h to the nearest town | nljg2 | There are elderly over 60 years old | ||
dlqw3 | About 1.0-2.0 h to the nearest town | nljg3 | Everyone in the family is 14-60 years old | ||
Industry type | R group | Planting and forestry | Health | R group | Healthy |
fpcy1 | Aquaculture industry | jkzk | Someone has a chronic disease | ||
fpcy2 | Tourism industry | Education level | R group | Primary school and below | |
fpcy3 | Processing industry | jycd1 | Junior high school | ||
fpcy4 | Small-scale mixed industry | jycd2 | High school | ||
Village organizational capacity | R group | Weak ability and unfair | jycd3 | Vocational education or undergraduate | |
jcnl1 | Ability and fair | jycd4 | Postgraduate and above | ||
jcnl2 | Average ability and fair | Labor force quantity | R group | 0 | |
jcnl3 | Ability and unfair | ldls1 | 1 | ||
Village atmosphere | R group | Bad atmosphere | ldls2 | 2-3 | |
xcfq1 | Good atmosphere | ldls3 | ≥3 | ||
xcfq2 | General atmosphere | Policy trust | R group | Neither join new rural cooperative medical system nor new rural social security | |
xcfq3 | Poor atmosphere | zcxr1 | Join new rural cooperative medical system | ||
Status of poor | R group | Non-poor households | zcxr2 | Join new rural social security | |
poor | Poor households | zcxr3 | Participate in both | ||
Resource endowment | R group | Low quantity and poor quality | Credit availability | R group | Difficult |
zybf1 | Moderate quantity and quality | xdkd1 | Easy | ||
zybf2 | Large quantity and poor quality or small quantity and good quality | xdkd2 | Relatively easy | ||
zybf3 | Large quantity and good quality | xdkd3 | Moderate | ||
Income source | R group | Other | xdkd4 | Relatively difficult | |
srly1 | Agricultural income | Social network | R group | No relatives or friends are poverty alleviation workers | |
srly2 | Employment income | shwl1 | Relatives and friends are poverty alleviation workers and contact frequently | ||
srly3 | Business income | shwl2 | Relatives and friends are poverty alleviation workers but contact seldom | ||
srly4 | Government transfer income | shwl3 | Relatives and friends are poverty alleviation workers but do not contact at all |
Table 6
Regression results of external environmental factors and internal family factors in this study"
Factor | Dummy variable | Model 1 (LHR) | Model 2 (LHRc) | Model 3 (LHRw) | Model 4 (LHRp) | Model 5 (LHRs) |
---|---|---|---|---|---|---|
Location | dlqw1 | 0.1695* | 0.3513*** | 0.1509 | 0.1514 | 0.0470 |
dlqw2 | 0.2292** | 0.3427*** | 0.1516 | 0.2900*** | 0.1280 | |
dlqw3 | 0.2358** | 0.2761** | 0.2337* | 0.2628** | 0.1681 | |
Industry type | fpcy1 | -0.0420 | 0.0254 | -0.0528 | -0.0636 | -0.0651 |
fpcy2 | -0.4055*** | -0.2143* | -0.6312*** | -0.4485*** | -0.3006* | |
fpcy3 | 0.0260 | 0.0071 | -0.0786 | 0.2367** | -0.1157 | |
fpcy4 | -0.1087*** | 0.1251*** | -0.2457*** | -0.3085*** | 0.0656* | |
Village Organizational ability | jcnl1 | 0.5439*** | 0.4741*** | 0.5125*** | 0.4404*** | 0.7667*** |
jcnl2 | 0.3394*** | 0.3185*** | 0.2935*** | 0.2100*** | 0.5646*** | |
jcnl3 | 0.2101*** | 0.1929*** | 0.3010*** | 0.1117 | 0.2578*** | |
Village atmosphere | xcfq1 | 0.2306*** | 0.1752** | 0.1243 | 0.2059* | 0.4164*** |
xcfq2 | 0.1856** | 0.0271 | 0.1593 | 0.2273** | 0.3023** | |
xcfq3 | 0.0093 | -0.1100 | -0.1534 | -0.0584 | 0.3621** | |
Poverty | poor | 0.0103 | -0.0055 | 0.0075 | -0.0078 | 0.0497 |
Resource endowment | zybf1 | 0.2125*** | 0.1374*** | 0.2146*** | 0.3316*** | 0.1297*** |
zybf2 | 0.0164 | -0.0215 | -0.0115 | 0.0580 | 0.0262 | |
zybf3 | 0.2455*** | 0.1961*** | 0.2213*** | 0.3298*** | 0.2092*** | |
Income source | srly1 | 0.1952*** | 0.0396 | 0.3445*** | 0.2799*** | 0.0818 |
srly2 | 0.0670 | 0.0087 | 0.0883 | 0.1011 | 0.0560 | |
srly3 | 0.0726 | -0.0482 | 0.1467 | 0.1262 | 0.0410 | |
srly4 | 0.2465*** | 0.1733* | 0.2235* | 0.2812** | 0.2919** | |
Age structure | nljg1 | 0.0220 | 0.0459 | 0.0003 | 0.0304 | 0.0114 |
nljg2 | -0.0507* | -0.0299 | -0.0293 | -0.0237 | -0.1244*** | |
nljg3 | 0.0380 | 0.0509 | 0.0434 | 0.0577 | -0.0033 | |
Health | jkzk | -0.0926*** | -0.0769** | -0.1446*** | -0.1144*** | -0.0280 |
Education | jycd1 | 0.0699* | 0.0279 | 0.1018** | 0.0607 | 0.0875* |
jycd2 | 0.1146*** | 0.0505 | 0.1460*** | 0.1061 | 0.1517*** | |
jycd3 | 0.0877** | 0.0682 | 0.0758 | 0.0942 | 0.1090** | |
jycd4 | -0.1030 | -0.1247 | -0.2786 | -0.0912 | 0.0759 | |
Labor quantity | ldls1 | 0.0316 | 0.0356 | 0.0274 | 0.0651 | -0.0094 |
ldls2 | 0.1758** | 0.1508** | 0.1829** | 0.2748*** | 0.0679 | |
ldls3 | 0.0911 | 0.0967 | 0.1095 | 0.1771 | -0.0391 | |
Policy trust | zcxr1 | 0.2316** | 0.1966** | -0.0677 | 0.3697** | 0.3876*** |
zcxr2 | 0.2023* | 0.1160 | 0.0063 | 0.4527** | 0.1623 | |
zcxr3 | 0.2418** | 0.0970 | 0.0535 | 0.4810*** | 0.2609** | |
Credit availability | xdkd1 | 0.5593*** | 0.5458*** | 0.5146*** | 0.6813*** | 0.4641*** |
xdkd2 | 0.3297*** | 0.2801*** | 0.3163*** | 0.4326*** | 0.2595*** | |
xdkd3 | 0.2212*** | 0.1524*** | 0.2036*** | 0.3156*** | 0.1828*** | |
xdkd4 | 0.0121 | -0.0489 | -0.0420 | 0.0688 | 0.0501 | |
Social network | shwl1 | 0.2398*** | 0.3331*** | 0.2072*** | 0.2930*** | 0.1220** |
shwl2 | 0.1425*** | 0.2008*** | 0.1511*** | 0.1866*** | 0.0265 | |
shwl3 | -0.0107 | 0.0214 | -0.0257 | 0.0153 | -0.0570 | |
Log likelihood | -1755.2980 | -1929.5910 | -2347.8870 | -2660.5530 | -2317.0110 | |
Adjusted R2 | 0.4080 | 0.3477 | 0.3049 | 0.3272 | 0.3010 | |
Probability (F-statistic) | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
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