Abstract
Encouraging rural residents to adopt biogas is of great practical significance in tackling environmental degradation in China. Based on the survey data of 540 rural households in Sichuan Province, China, this paper studies the peer effects of biogas adoption in rural households, focusing on the influence of relatives and friends on the biogas adoption behavior of rural households. According to whether there is a Chinese New Year visit, the relatives and friends of rural households are divided into strong ties and weak ties. The peer effects are further discussed from the perspective of strong and weak ties, and the probability score matching (PSM) method is used to correct the estimation errors that may be caused by selection bias. In addition, the study further revealed the internal mechanism of peer effects through heterogeneity analysis. The results found that (1) the adoption of biogas by relatives and friends significantly promotes the adoption of biogas in rural households. (2) Compared with relatives and friends who did not visit during the Chinese New Year (weak ties), relatives and friends who visited (strong ties) had a more significant impact on the biogas adoption behavior of rural families. (3) Farmer groups with lower education levels and farther from the market are more affected by the peer effects and are more likely to adopt biogas. The driving effect of biogas behavior choice of relatives and friends on biogas behavior decision of rural households can provide a reference for decision-makers to make relevant measures.
Similar content being viewed by others
Data availability
I can provide raw data and code if needed.
References
Abbasi T, Tauseef S, Abbasi SA (2011) Biogas energy (Vol. 2): Springer Science & Business Media
Aker JC (2011) Dial “A” for agriculture: a review of information and communication technologies for agricultural extension in developing countries. Agric Econ 42(6):631–647. https://doi.org/10.1111/j.1574-0862.2011.00545.x
Akimoto H (2003) Global air quality and pollution. Science 302(5651):1716–1719. https://doi.org/10.1126/science.1092666
Bao X, Zhang F, Deng X, Xu D (2021) Can trust motivate farmers to purchase natural disaster insurance? Evidence from earthquake-stricken areas of Sichuan, China. Agriculture 11(8):783. https://doi.org/10.3390/agriculture11080783
Banerjee AV (1992) A simple model of herd behavior. Q J Econ 107(3):797–817. https://doi.org/10.2307/2118364
Bauer TK, Epstein GS, Gang IN (2002) Herd effects or migration networks? The location choice of Mexican immigrants in the US. The Location Choice of Mexican Immigrants in the US (August 2002)
Bian Y (1997) Bringing strong ties back in: Indirect ties, network bridges, and job searches in China. Am Sociol Rev 366–385. https://doi.org/10.2307/2657311
Bian Y, Yi H (2005) Occupation, class and network of Chinese cities. Open Era 4:98–118. (In Chinese)
Bikhchandani S, Sharma S (2000) Herd behavior in financial markets. IMF Staff papers 47(3):279–310
Brown MA, Levine MD, Short W, Koomey JG (2001) Scenarios for a clean energy future. Energy Policy 29(14):1179–1196. https://doi.org/10.1016/S0301-4215(01)00066-0
Cao M, Xu D, Xie F, Liu E, Liu S (2016) The influence factors analysis of households’ poverty vulnerability in southwest ethnic areas of China based on the hierarchical linear model: a case study of Liangshan Yi autonomous prefecture. Appl Geogr 66:144–152. https://doi.org/10.1016/j.apgeog.2015.11.016
Chan KW (2010) The global financial crisis and migrant workers in China:‘there is no future as a labourer; returning to the village has no meaning.’ Int J Urban Reg Res 34(3):659–677. https://doi.org/10.1111/j.1468-2427.2010.00987.x
Chen Q, Liu T (2017) Biogas system in rural China: upgrading from decentralized to centralized? Renew Sustain Energy Rev 78:933–944. https://doi.org/10.1016/j.rser.2017.04.113
Chen Y, Shen H, Zhong Q, Chen H, Huang T, Liu J, Cheng H, Zeng EY, Smith KR, Tao S (2016) Transition of household cookfuels in China from 2010 to 2012. Appl Energy 184:800–809. https://doi.org/10.1016/j.apenergy.2016.07.136
Chen Y, Yang G, Sweeney S, Feng Y (2010) Household biogas use in rural China: a study of opportunities and constraints. Renew Sustain Energy Rev 14(1):545–549. https://doi.org/10.1016/j.rser.2009.07.019
Christakis NA, Fowler JH (2013) Social contagion theory: examining dynamic social networks and human behavior. Stat Med 32(4):556–577. https://doi.org/10.1002/sim.5408
Du J, Zeng M, Xie Z, Wang S (2019) Power of agricultural credit in farmland abandonment: evidence from rural China. Land 8(12):184. https://doi.org/10.3390/land8120184
Duroy QM (2005) The determinants of environmental awareness and behavior. J Environ Dev
Emmann CH, Arens L, Theuvsen L (2013) Individual acceptance of the biogas innovation: a structural equation model. Energy Policy 62:372–378. https://doi.org/10.1016/j.enpol.2013.07.083
Feng Y, Guo Y, Yang G, Qin X, Song Z (2012) Household biogas development in rural China: on policy support and other macro sustainable conditions. Renew Sustain Energy Rev 16(8):5617–5624. https://doi.org/10.1016/j.rser.2012.06.019
Gardezi M, Arbuckle JG (2020) Techno-optimism and farmers’ attitudes toward climate change adaptation. Environ Behav 52(1):82–105. https://doi.org/10.1177/0013916518793482
Gosens J, Lu Y, He G, Bluemling B, Beckers TA (2013) Sustainability effects of household-scale biogas in rural China. Energy Policy 54:273–287. https://doi.org/10.1016/j.enpol.2012.11.032
Granovetter MS (1973) The strength of weak ties. Am J Sociol 78(6):1360–1380. https://doi.org/10.1086/225469
Harvey WS (2008) Strong or weak ties? British and Indian expatriate scientists finding jobs in Boston. Global Netw 8(4):453–473. https://doi.org/10.1111/j.1471-0374.2008.00234.x
He C, Peng L, Liu S, Xu D, Xue P (2016a) Factors influencing the efficiency of rural public goods investments in mountainous areas of China——based on micro panel data from three periods. J Rural Stud 47:612–621. https://doi.org/10.1016/j.jrurstud.2016.05.015
He K, Zhang J, Zeng Y, Zhang L (2016b) Households’ willingness to accept compensation for agricultural waste recycling: taking biogas production from livestock manure waste in Hubei, PR China as an example. J Clean Prod 131:410–420. https://doi.org/10.1016/j.jclepro.2016.05.009
Henning C, Lieberg M (1996) Strong ties or weak ties? Neighbourhood networks in a new perspective. Scand Hous Plan Res 13(1):3–26. https://doi.org/10.1080/02815739608730394
Huanyun D, Rui X, Jianchang L, Yage Y, Qiuxia W, Intekhab Hadi N (2013) Analysis on sustainable development countermeasures and barriers of rural household biogas in China. J Renew Sustain Energy 5(4):043116. https://doi.org/10.1063/1.4816690
Haihua Hu (2016) The impact of social network strength on the diffusion of agricultural technology: from an individual to a system perspective. J Huazhong Agric Univ: Soc Sci Ed 5:47–54 (In Chinese)
Xiaoqin J (2016) Evaluation of the implementation effect of rural household biogas projects: based on the empirical evidence of Sichuan Province. Rural Econ 000(008):90–94 (In Chinese)
Jin Y (2008) Ecological civilization: from conception to practice in China. Clean Technol Environ Policy 10(2):111–112. https://doi.org/10.1007/s10098-008-0147-6
Kabir H, Yegbemey RN, Bauer S (2013) Factors determinant of biogas adoption in Bangladesh. Renew Sustain Energy Rev 28:881–889. https://doi.org/10.1016/j.rser.2013.08.046
Kalkbrenner BJ, Roosen J (2016) Citizens’ willingness to participate in local renewable energy projects: the role of community and trust in Germany. Energy Res Soc Sci 13:60–70. https://doi.org/10.1016/j.erss.2015.12.006
Kelebe HE, Ayimut KM, Berhe GH, Hintsa K (2017) Determinants for adoption decision of small scale biogas technology by rural households in Tigray, Ethiopia. Energy Econ 66:272–278. https://doi.org/10.1016/j.eneco.2017.06.022
Kimutai KS (2019) Effects of renewable energy and accessibility on household’s fuel choices: a case study in Kenya. https://doi.org/10.7176/JETP/9-7-04
Krackhardt D, Nohria N, Eccles B (2003) The strength of strong ties. Netw Knowl Econ 82. https://doi.org/10.1093/oso/9780195159509.003.0008
Lei Y, Liu C, Zhang L, Luo S (2016) How smallholder farmers adapt to agricultural drought in a changing climate: a case study in southern China. Land Use Policy 55:300–308. https://doi.org/10.1016/j.landusepol.2016.04.012
Liu J, Wang J, Zhai T, Li Z, Huang L, Yuan S (2021) Gradient characteristics of China’s land use patterns and identification of the east-west natural-socio-economic transitional zone for national spatial planning. Land Use Policy 109:105671. https://doi.org/10.1016/j.landusepol.2021.105671
Liu W, Wang C, Mol AP (2013) Rural public acceptance of renewable energy deployment: the case of Shandong in China. Appl Energy 102:1187–1196. https://doi.org/10.1016/j.apenergy.2012.06.057
Lwiza F, Mugisha J, Walekhwa PN, Smith J, Balana B (2017) Dis-adoption of household biogas technologies in Central Uganda. Energy Sustain Dev 37:124–132. https://doi.org/10.1016/j.esd.2017.01.006
McPherson M, Smith-Lovin L, Cook JM (2001) Birds of a feather: homophily in social networks. Ann Rev Sociol 27(1):415–444. https://doi.org/10.1146/annurev.soc.27.1.415
Mengistu MG, Simane B, Eshete G, Workneh TS (2016) Factors affecting households’ decisions in biogas technology adoption, the case of Ofla and Mecha Districts, northern Ethiopia. Renew Energy 93:215–227. https://doi.org/10.1016/j.renene.2016.02.066
Peng L, Tan J, Lin L, Xu D (2019) Understanding sustainable disaster mitigation of stakeholder engagement: risk perception, trust in public institutions, and disaster insurance. Sustain Dev 27(5):885–897. https://doi.org/10.1002/sd.1948
Peng G, Zhang X, Liu F, Ruan L, Tian K (2021) Spatial–temporal evolution and regional difference decomposition of urban environmental governance efficiency in China. Environ Dev Sustain 23(6):8974–8990. https://doi.org/10.1007/s10668-020-01007-2
Pfeffer MJ, Parra PA (2009) Strong ties, weak ties, and human capital: Latino immigrant employment outside the enclave. Rural Sociol 74(2):241–269. https://doi.org/10.1111/j.1549-0831.2009.tb00391.x
Qing C, Guo S, Deng X, Xu D (2021) Farmers’ awareness of environmental protection and rural residential environment improvement: a case study of Sichuan province, China. Environ Dev Sustain 1–19. https://doi.org/10.1007/s10668-021-01909-9
Qu W, Tu Q, Bluemling B (2013) Which factors are effective for farmers’ biogas use?–Evidence from a large-scale survey in China. Energy Policy 63:26–33. https://doi.org/10.1016/j.enpol.2013.07.019
Rosenbaum PR, Rubin DB (1983) The central role of the propensity score in observational studies for causal effects. Biometrika 70(1):41–55. https://doi.org/10.1093/biomet/70.1.41
Sarker SA, Wang S, Adnan KM, Sattar MN (2020) Economic feasibility and determinants of biogas technology adoption: evidence from Bangladesh. Renew Sustain Energy Rev 123:109766. https://doi.org/10.1016/j.rser.2020.109766
Shen XL, Zhang KZ, Zhao SJ (2016) Herd behavior in consumers’ adoption of online reviews. J Am Soc Inf Sci 67(11):2754–2765. https://doi.org/10.1002/asi.23602
Shi T, Gill R (2005) Developing effective policies for the sustainable development of ecological agriculture in China: the case study of Jinshan County with a systems dynamics model. Ecol Econ 53(2):223–246. https://doi.org/10.1016/j.ecolecon.2004.08.006
Shiller RJ (1995) Conversation, information, and herd behavior. Am Econ Rev 85(2):181–185
Shui Y, Xu D, Liu Y, Liu S (2021) The influence of human capital and social capital on the gendered division of labor in peasant family in Sichuan, China. Soc Indic Res 155(2):505–522. https://doi.org/10.1007/s11205-020-02598-z
Spalter-Roth R, Van Vooren N, Kisielewski M, Senter MS (2013) Strong ties, weak ties, or no ties: what helped sociology majors find career-level jobs?
Srirangan K, Akawi L, Moo-Young M, Chou CP (2012) Towards sustainable production of clean energy carriers from biomass resources. Appl Energy 100:172–186. https://doi.org/10.1016/j.apenergy.2012.05.012
Sue-Chan C, Au AK, Hackett RD (2012) Trust as a mediator of the relationship between leader/member behavior and leader-member-exchange quality. J World Bus 47(3):459–468. https://doi.org/10.1016/j.jwb.2011.05.012
Sun D, Bai J, Qiu H, Cai Y (2014) Impact of government subsidies on household biogas use in rural China. Energy Policy 73:748–756. https://doi.org/10.1016/j.enpol.2014.06.009
Yishui T (2020) China’s rural energy policy, current situation assessment and development direction research. China Energy 42(5):25–30 (In Chinese)
Trieu P, Bayer JB, Ellison NB, Schoenebeck S, Falk E (2019) Who likes to be reachable? Availability preferences, weak ties, and bridging social capital. Inf Commun Soc 22(8):1096–1111. https://doi.org/10.1080/1369118X.2017.1405060
Van Dijk JA (2005) The deepening divide: inequality in the information society: Sage Publications
Vedadi A, Warkentin M (2020) Can secure behaviors be contagious? A two-stage investigation of the influence of herd behavior on security decisions. J Assoc Inf Syst 21(2):3
Vennemo H, Aunan K, Lindhjem H, Seip HM (2009) Environmental pollution in China: status and trends. Rev Environ Econ Policy 3(2):209–230. https://doi.org/10.1093/reep/rep009
Walden EA, Browne GJ (2009) Sequential adoption theory: a theory for understanding herding behavior in early adoption of novel technologies. J Assoc Inf Syst 10(1):1. https://doi.org/10.1002/asi.20950
Walekhwa PN, Mugisha J, Drake L (2009) Biogas energy from family-sized digesters in Uganda: critical factors and policy implications. Energy Policy 37(7):2754–2762. https://doi.org/10.1016/j.enpol.2009.03.018
Wall WP, Khalid B, Urbański M, Kot M (2021) Factors influencing consumer’s adoption of renewable energy. Energies 14(17):5420. https://doi.org/10.3390/en14175420
Wang H, Yu F, Reardon T, Huang J, Rozelle S (2013) Social learning and parameter uncertainty in irreversible investments: evidence from greenhouse adoption in northern China. China Econ Rev 27:104–120. https://doi.org/10.1016/j.chieco.2013.09.003
Wang X, Lu W, Ester M, Wang C, Chen C (2016) Social recommendation with strong and weak ties. Paper presented at the Proceedings of the 25th ACM International on Conference on Information and Knowledge Management
Wang X, Tu M, Liu W (2019) Household biogas digesters or medium–large-scale biogas plants: a conflicting issue in rural China. Environ Sci Pollut Res 26(32):32919–32927. https://doi.org/10.1007/s11356-019-06426-x
Wang Y, Liu Q, Wu Y, Wu H (2017) Can relationship bring more provision in rural public goods? Empirical evidence from rural China. China Agric Econ Rev. https://doi.org/10.1108/CAER-07-2016-0098
Weiland P (2010) Biogas production: current state and perspectives. Appl Microbiol Biotechnol 85(4):849–860. https://doi.org/10.1007/s00253-009-2246-7
Wu S (2020) The evolution of rural energy policies in China: a review. Renew Sustain Energy Rev 119:109584. https://doi.org/10.1016/j.rser.2019.109584
Xie M, Cai X, Xu Z, Zhou N, Yan D (2021) Factors contributing to abandonment of household biogas digesters in rural China: a study of stakeholder perspectives using Q-methodology. Environ Dev Sustain 1–27
Xiong H, Payne D, Kinsella S (2016) Peer effects in the diffusion of innovations: theory and simulation. J Behav Exp Econ 63:1–13. https://doi.org/10.1016/j.socec.2016.04.017
Xu D, Deng X, Huang K, Liu Y, Yong Z, Liu S (2019a) Relationships between labor migration and cropland abandonment in rural China from the perspective of village types. Land Use Policy 88:104164. https://doi.org/10.1016/j.landusepol.2019.104164
Xu D, Deng X, Guo S, Liu S (2019b) Labor migration and farmland abandonment in rural China: empirical results and policy implications. J Environ Manage 232:738–750. https://doi.org/10.1016/j.jenvman.2018.11.136
Xu DD, Zhang JF, Xie FT, Liu SQ, Cao MT, Liu EL (2015) Influential factors in employment location selection based on “push-pull” migration theory—a case study in Three Gorges Reservoir area in China. J Mt Sci 12(6):1562–1581. https://doi.org/10.1007/s11629-014-3371-z
Xue K, Xu D, Liu S (2019) Social network influences on non-agricultural employment quality for part-time peasants: a case study of Sichuan province, China. Sustainability 11(15):4134. https://doi.org/10.3390/su11154134
Yang Guoshu (2004) Chinese psychology and behavior: indigenization research: Chinese psychology and behavior: Indigenization research. (In Chinese)
Zeng Y, Zhang J, He K (2019) Effects of conformity tendencies on households’ willingness to adopt energy utilization of crop straw: evidence from biogas in rural China. Renew Energy 138:573–584. https://doi.org/10.1016/j.renene.2019.02.003
Zhang R, Wei T, Glomsrød S, Shi Q (2014) Bioenergy consumption in rural China: evidence from a survey in three provinces. Energy Policy 75:136–145. https://doi.org/10.1016/j.enpol.2014.08.036
Zheng L, Qunhui H, Tie L, Weifu Z (2007) The process and problems of industrialization and urbanization in China: the status of the tenth five-year plan and recommendations for the Eleventh Five-year Plan. Chin Econ 40(1):6–30. https://doi.org/10.2753/CES1097-1475400101
Zhuang L, He J, Deng X, Xu D (2021) The influence of professionals on the general public in the choice of earthquake disaster preparedness: based on the perspective of peer effects. Int J Disaster Risk Reduct 102593
Yandong Z (2003) Job-seekers’ social network and employment retention wages: an example of the reemployment process of underemployed workers. Sociol Res 4:51–60 (In Chinese)
Wenhong Z (2011) 30 years of research on social networks and social capital in China (Part 1). Jianghai Acad J 2:104–112 (In Chinese)
Acknowledgements
The authors extend great gratitude to the anonymous reviewers and editors for their helpful review and critical comments.
Funding
We received financial support from the National Natural Science Foundation of China (41801221), the Special Program for Cultivating Excellent Young Talents under the Dual Support Plan of Sichuan Agricultural University, and the Fundamental Research Funds for the Central Universities (JBK2102018).
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. Material preparation, data collection, and analysis were performed by Chen Qing, Jia He, Shili Guo, Wenfeng Zhou, Xin Deng, and Dingde Xu. The first draft of the manuscript was written by Chen Qing and Dingde Xu, and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Communicated by Baojing Gu
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Qing, C., He, J., Guo, S. et al. Peer effects on the adoption of biogas in rural households of Sichuan Province, China. Environ Sci Pollut Res 29, 61488–61501 (2022). https://doi.org/10.1007/s11356-022-20232-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-20232-y