| Literature DB >> 34068567 |
Siyang Zhang1, Minjuan Zhao1, Qi Ni1, Yu Cai1.
Abstract
Encouraging farmers to protect their environment is of great significance in improving watershed ecological environments and promoting the sustainable development of the watershed economy. To explore the factors influencing farmers' ecological protection behaviours in the river basin, we constructed a structural equation model to analyse the survey questionnaire responses of 719 farmers in the Wei River Basin, Shaanxi Province, China. The theoretical framework incorporated farmers' watershed belonging and social capital into an extended value-belief-norm model. Robustness tests revealed that incorporating these variables was valid. Personality norms, watershed belonging, and social capital all had direct positive effects on farmers' watershed ecological protection behaviour. Value orientation, environmental concern, consequences awareness, and responsibility attribution influenced the next variable in a causal chain and finally acted on watershed ecological protection behaviour indirectly through personality norms. Farmers' watershed belonging and social capital positively impacted individual norm; through this, there was an indirect positive impact on their watershed ecological protection behaviour. Moreover, watershed belonging and social capital reinforced each other.Entities:
Keywords: Wei River Basin; extended value-belief-norm theory; individual norm; social capital; watershed belonging; watershed ecological protection behaviour
Year: 2021 PMID: 34068567 PMCID: PMC8126068 DOI: 10.3390/ijerph18095023
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1A map showing the geographical location of the Wei River.
Figure 2Initial value-belief-norm theory model.
Figure 3Extended value-belief-norm theory model.
Questionnaire distribution.
| Province | Cities | Counties (Districts) | Number Distributed | Number of Valid Responses | Response Rate (%) |
|---|---|---|---|---|---|
| Shaanxi | Baoji | Chencang | 188 | 181 | 96.28 |
| Mei | 194 | 187 | 96.39 | ||
| Weinan | Linwei | 185 | 176 | 95.14 | |
| Tongguan | 183 | 175 | 95.63 | ||
| Total | 750 | 719 | 95.87 |
Basic characteristics of the interviewed farmers.
| Basic Information | Classification | Number of Persons | Proportion (%) |
|---|---|---|---|
| Sex | Male | 388 | 53.96 |
| Female | 331 | 46.04 | |
| Age (years) | ≤25 | 42 | 5.84 |
| 26–35 | 142 | 19.75 | |
| 36–45 | 115 | 15.99 | |
| 46–55 | 153 | 21.28 | |
| 55–65 | 156 | 21.70 | |
| >65 | 111 | 15.44 | |
| Education | Never attended any school | 29 | 4.03 |
| Primary school | 102 | 14.19 | |
| Junior high school | 246 | 34.21 | |
| High school or technical secondary school | 151 | 21.00 | |
| Junior college | 100 | 13.91 | |
| Bachelor’s degree or above | 91 | 12.66 | |
| Engaged in a career related to environmental protection | Yes | 28 | 3.89 |
| No | 691 | 96.11 | |
| Annual farmer income (10,000 Yuan, 1277 Euros) | ≤3 | 166 | 23.09 |
| 3–6 | 228 | 31.71 | |
| 6–9 | 154 | 21.42 | |
| 9–12 | 88 | 12.24 | |
| >12 | 83 | 11.54 |
Measurement items and descriptive statistics of variables.
| Variable Category | Measurement Items | Code | Mean | SD |
|---|---|---|---|---|
| Watershed ecological protection behaviour | If someone destroys the ecological environment of the Wei River Basin, I will not hesitate to complain or report this to the relevant administrative departments | PB1 | 3.277 | 1.049 |
| If someone destroys the ecological environment of the Wei River Basin, I will question whoever s/he is | PB2 | 3.092 | 0.901 | |
| If ecological protection and pollution control are performed in the Wei River Basin upstream, the ecological environment of this region will be improved, and I am willing to pay certain fees to the upstream region for this | PB3 | 3.057 | 0.438 | |
| Value orientation | Pollution control and environmental protection can increase the amount of water available in my daily life | VO1 | 3.708 | 1.027 |
| Pollution control and environmental protection can increase the amount of water available for agricultural irrigation in the surrounding areas | VO2 | 3.644 | 1.042 | |
| Pollution control and environmental protection can increase the variety of rare aquatic life in the river basin | VO3 | 3.631 | 1.147 | |
| Environmental concern | In the past five years, the ecological environment of the Wei River Basin in my region has become very good | EC1 | 3.769 | 0.809 |
| In the past five years, the water quality of the Wei River Basin in my area has become very good | EC2 | 3.139 | 0.920 | |
| In the past five years, the amount of water in the Wei River Basin in my area has increased | EC3 | 2.704 | 0.870 | |
| In the past five years, the number of fish species in the main stream of the Wei River Basin in my area has increased | EC4 | 2.677 | 0.884 | |
| Consequence awareness | If pollution control measures are not taken, it will lead to pollution of livestock and poultry breeding, and dirty urban water bodies with a foul smell | CA1 | 3.623 | 1.088 |
| If we do not increase investment in environmental protection, we will fail change to drought-tolerant economic crops, reduce agricultural irrigation water consumption, and thus will fail better develop the environmental protection industry | CA2 | 3.670 | 0.973 | |
| If there is no pollution control and environmental protection work upstream, the water quality of the incoming section will become worse | CA3 | 3.997 | 1.011 | |
| If pollution control and environmental protection are not performed upstream, the area for eco-tourism and recreation will be reduced | CA4 | 4.028 | 0.939 | |
| Responsibility attribution | I have the responsibility to improve the ecological environment of the Wei River Basin and prevent water pollution | RA1 | 4.433 | 0.714 |
| I have the responsibility to pay a certain fee to the protectors of the ecological environment in the Wei River Basin (the groups who have made certain sacrifices to protect the ecological environment) | RA2 | 3.262 | 0.723 | |
| It is my duty to understand the term “watershed ecological compensation” | RA3 | 3.572 | 0.818 | |
| Individual norm | I should contribute to the ecological environment improvement of the Wei River Basin | IN1 | 3.104 | 1.032 |
| I should improve the ecological environment of the Wei River Basin by changing my daily production activities and lifestyle | IN2 | 3.604 | 0.949 | |
| I should make some changes to improve the ecological environment of the Wei River Basin (such as saving water, reducing the use of fertilisers and pesticides in agricultural production) | IN3 | 3.727 | 0.902 | |
| Watershed belonging | My family lived in the Wei River Basin for a long time | WB1 | 3.672 | 1.003 |
| I have a strong sense of belonging to the Wei River Basin | WB2 | 4.134 | 0.859 | |
| Social capital | I have great trust in my friends and neighbours | SC1 | 2.210 | 1.159 |
| I have frequent contact with friends and neighbours | SC2 | 2.320 | 1.197 | |
| I often take part in group activities in the village | SC3 | 2.633 | 1.227 | |
| I often give suggestions or opinions when making public affairs decisions in the village | SC4 | 2.298 | 1.219 | |
| Control variable | Sex (male = 1, female = 0) | SEX | 0.540 | 0.499 |
| Age (years) | AGE | 48.775 | 15.216 | |
| Education (Never attended any school = 1, Primary school = 2, Junior high school = 3, High school or technical secondary school = 4, Junior college = 5, Bachelor’s degree and above = 6) | EDU | 3.644 | 1.343 | |
| Annual farmer income (10,000 Yuan) | INC | 6.901 | 5.805 | |
| Engaged in a career related to environmental protection (yes = 1, no = 0) | ENV | 0.039 | 0.194 |
Note: SD = standard deviation.
Results of reliability and validity tests.
| Latent Variable | Observational Variable | Factor Loading | Cronbach’s α | KMO | Bartlett Sphericity Test | Significance Level |
|---|---|---|---|---|---|---|
| Watershed ecological protection behaviour | PB1 | 0.846 | 0.752 | 0.682 | 454.452 | <0.001 |
| PB2 | 0.815 | |||||
| PB3 | 0.714 | |||||
| Value orientation | VO1 | 0.624 | 0.738 | 0.661 | 340.180 | <0.001 |
| VO2 | 0.716 | |||||
| VO3 | 0.725 | |||||
| Environmental concern | EC1 | 0.713 | 0.702 | 0.670 | 319.051 | <0.001 |
| EC2 | 0.742 | |||||
| EC3 | 0.609 | |||||
| EC4 | 0.705 | |||||
| Consequence awareness | CA1 | 0.707 | 0.749 | 0.701 | 493.217 | <0.001 |
| CA2 | 0.711 | |||||
| CA3 | 0.664 | |||||
| Responsibility attribution | RA1 | 0.755 | 0.697 | 0.681 | 213.379 | <0.001 |
| RA2 | 0.636 | |||||
| RA3 | 0.741 | |||||
| Individual norm | IN1 | 0.802 | 0.807 | 0.785 | 771.288 | <0.001 |
| IN2 | 0.893 | |||||
| IN3 | 0.860 | |||||
| Watershed belonging | WB1 | 0.768 | 0.631 | 0.500 | 183.801 | <0.001 |
| WB2 | 0.768 | |||||
| Social capital | SC1 | 0.745 | 0.633 | 0.639 | 730.555 | <0.001 |
| SC2 | 0.726 | |||||
| SC3 | 0.660 | |||||
| SC4 | 0.672 | |||||
| Total | 0.732 | 0.692 | 3702.403 | <0.001 |
Result of model overall fitness test.
| Index | Initial Model Index Values | Extended Model Index Values | Fitness Requirement | Fitness Evaluation |
|---|---|---|---|---|
|
| 2.888 | 1.813 | 1 < 1.813 < 3 | Ideal |
| NFI | 0.864 | 0.927 | 0.927 > 0.9 | Ideal |
| RFI | 0.852 | 0.910 | 0.910 > 0.9 | Ideal |
| IFI | 0.907 | 0.950 | 0.950 > 0.9 | Ideal |
| TLI | 0.884 | 0.937 | 0.937 > 0.9 | Ideal |
| CFI | 0.906 | 0.950 | 0.950 > 0.9 | Ideal |
| PNFI | 0.700 | 0.712 | 0.712 > 0.5 | Ideal |
| PCFI | 0.734 | 0.754 | 0.754 > 0.5 | Ideal |
| RMSEA | 0.051 | 0.034 | 0.034 < 0.05 | Ideal |
Note: df = degrees of freedom, NFI = normed fit index, RFI = relative fit index, IFI = incremental fit index, TLI = Tucker–Lewis index, CFI = comparative fit index, PNFI = parsimony normed fit index, PCFI = parsimony comparative fit index, RMSEA = root mean square error of approximation.
Results of model estimates.
| Paths | Non-Standardised Path Coefficient | S.E. | C.R. | Standardised Path Coefficient |
|---|---|---|---|---|
| Value orientation→Environmental concern | 0.488 ** | 0.227 | 2.148 | 0.216 |
| Environmental concern→Consequence awareness | 0.532 *** | 0.134 | 3.977 | 0.314 |
| Consequence awareness→Responsibility attribution | 0.531 *** | 0.199 | 2.671 | 0.284 |
| Responsibility attribution→Individual norm | 0.733 *** | 0.279 | 2.633 | 0.448 |
| Watershed belonging→Individual norm | 0.128 *** | 0.033 | 3.897 | 0.160 |
| Social capital→Individual norm | 0.448 *** | 0.092 | 4.869 | 0.209 |
| Watershed belonging→Watershed ecological protection behaviour | 1.144 *** | 0.104 | 11.023 | 0.872 |
| Watershed belonging→Social capital | 1.031 *** | 0.241 | 4.286 | 0.694 |
| Social capital→Watershed belonging | 0.757 *** | 0.279 | 2.712 | 0.469 |
| Social capital→Watershed ecological protection behaviour | 1.044 *** | 0.104 | 10.026 | 0.788 |
| Individual norm→Watershed ecological protection behaviour | 1.203 *** | 0.070 | 17.079 | 0.874 |
| Value orientation→Watershed ecological protection behaviour | 0.110 | 0.145 | 0.758 | 0.156 |
| Environmental concern→Watershed ecological protection behaviour | 0.036 | 0.024 | 1.531 | 0.019 |
| Consequence awareness→Watershed ecological protection behaviour | 0.090 | 0.099 | 0.914 | 0.045 |
| Responsibility attribution→Watershed ecological protection behaviour | 2.938 | 2.628 | 1.118 | 0.473 |
Note: S. E. = standard error, C. R. = critical ratio. ** and *** indicate significance at the 5% and 1% levels, respectively.
Results of the mediating effect test.
| Paths | Mediating Effect |
|---|---|
| Watershed belonging→Individual norm→Watershed ecological protection behaviour | 0.140 *** |
| Social capital→Individual norm→Watershed ecological protection behaviour | 0.183 *** |
Note: *** indicates significance at the 1% level.