IDEAS home Printed from https://ideas.repec.org/a/eee/enepol/v148y2021ipbs0301421520307151.html
   My bibliography  Save this article

Energy transition at local level: Analyzing the role of peer effects and socio-economic factors on UK solar photovoltaic deployment

Author

Listed:
  • Balta-Ozkan, Nazmiye
  • Yildirim, Julide
  • Connor, Peter M.
  • Truckell, Ian
  • Hart, Phil

Abstract

A growing literature highlights the presence of spatial differences in solar photovoltaic (PV) adoption patterns. Central to forward planning is an understanding of what affects PV growth, yet insights into the determinants of PV adoption in the literature are limited. What factors do drive the adoption at local level? Are the effects of these factors geographically uniform or are there nuances? What is the nature of these nuances? Existing studies so far use aggregate macro datasets with limited ability to capture the role of peer effects. This paper considers some established variables but also broadens the base of variables to try to identify new indicators relating to PV adoption. Specifically, it analyses domestic PV adoption in the UK at local level using data on the number of charities as a proxy to capture the opportunities to initiate social interactions and peer effects. A geographically weighted regression model that considers the spatially varying relationship between PV adoption and socio-economic explanatory variables reveals significantly more variability than the global regression. Our results show that charities and self-employment positively influence PV uptake while other socio-economic variables such as population density has bidirectional impacts.

Suggested Citation

  • Balta-Ozkan, Nazmiye & Yildirim, Julide & Connor, Peter M. & Truckell, Ian & Hart, Phil, 2021. "Energy transition at local level: Analyzing the role of peer effects and socio-economic factors on UK solar photovoltaic deployment," Energy Policy, Elsevier, vol. 148(PB).
  • Handle: RePEc:eee:enepol:v:148:y:2021:i:pb:s0301421520307151
    DOI: 10.1016/j.enpol.2020.112004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301421520307151
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.enpol.2020.112004?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Jager, Wander, 2006. "Stimulating the diffusion of photovoltaic systems: A behavioural perspective," Energy Policy, Elsevier, vol. 34(14), pages 1935-1943, September.
    2. Keirstead, James, 2007. "Behavioural responses to photovoltaic systems in the UK domestic sector," Energy Policy, Elsevier, vol. 35(8), pages 4128-4141, August.
    3. Rode, Johannes & Müller, Sven, 2016. "Spatio-Temporal Variation in Peer Effects - The Case of Rooftop Photovoltaic Systems in Germany," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 84765, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    4. Briguglio, Marie & Formosa, Glenn, 2017. "When households go solar: Determinants of uptake of a Photovoltaic Scheme and policy insights," Energy Policy, Elsevier, vol. 108(C), pages 154-162.
    5. J. Richard Snape, 2016. "Spatial and Temporal Characteristics of PV Adoption in the UK and Their Implications for the Smart Grid," Energies, MDPI, vol. 9(3), pages 1-18, March.
    6. Elbert Dijkgraaf & Tom P. van Dorp & Emiel Maasland, 2018. "On the effectiveness of feed-in tariffs in the development of solar photovoltaics," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1).
    7. Laura-Lucia Richter, 2013. "Social Effects in the Diffusion of Solar Photovoltaic Technology in the UK," Working Papers EPRG 1332, Energy Policy Research Group, Cambridge Judge Business School, University of Cambridge.
    8. Robinson, Scott A. & Rai, Varun, 2015. "Determinants of spatio-temporal patterns of energy technology adoption: An agent-based modeling approach," Applied Energy, Elsevier, vol. 151(C), pages 273-284.
    9. Wang, Shaojian & Shi, Chenyi & Fang, Chuanglin & Feng, Kuishuang, 2019. "Examining the spatial variations of determinants of energy-related CO2 emissions in China at the city level using Geographically Weighted Regression Model," Applied Energy, Elsevier, vol. 235(C), pages 95-105.
    10. Nadir Öcal & Jülide Yildirim, 2010. "Regional effects of terrorism on economic growth in Turkey: A geographically weighted regression approach," Journal of Peace Research, Peace Research Institute Oslo, vol. 47(4), pages 477-489, July.
    11. Sardianou, E. & Genoudi, P., 2013. "Which factors affect the willingness of consumers to adopt renewable energies?," Renewable Energy, Elsevier, vol. 57(C), pages 1-4.
    12. Mills, Bradford & Schleich, Joachim, 2012. "Residential energy-efficient technology adoption, energy conservation, knowledge, and attitudes: An analysis of European countries," Energy Policy, Elsevier, vol. 49(C), pages 616-628.
    13. Jayaweera, Nadeeka & Jayasinghe, Chathuri L. & Weerasinghe, Sandaru N., 2018. "Local factors affecting the spatial diffusion of residential photovoltaic adoption in Sri Lanka," Energy Policy, Elsevier, vol. 119(C), pages 59-67.
    14. Marcello Graziano & Kenneth Gillingham, 2015. "Spatial patterns of solar photovoltaic system adoption: The influence of neighbors and the built environment," Journal of Economic Geography, Oxford University Press, vol. 15(4), pages 815-839.
    15. Martin Obschonka & Michael Stuetzer, 2017. "Integrating psychological approaches to entrepreneurship: the Entrepreneurial Personality System (EPS)," Small Business Economics, Springer, vol. 49(1), pages 203-231, June.
    16. Rode, Johannes & Weber, Alexander, 2016. "Does localized imitation drive technology adoption? A case study on rooftop photovoltaic systems in Germany," Journal of Environmental Economics and Management, Elsevier, vol. 78(C), pages 38-48.
    17. Sven Müller & Johannes Rode, 2013. "The adoption of photovoltaic systems in Wiesbaden, Germany," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(5), pages 519-535, July.
    18. Urban, Jan & Ščasný, Milan, 2012. "Exploring domestic energy-saving: The role of environmental concern and background variables," Energy Policy, Elsevier, vol. 47(C), pages 69-80.
    19. Müller, Jonas & Trutnevyte, Evelina, 2020. "Spatial projections of solar PV installations at subnational level: Accuracy testing of regression models," Applied Energy, Elsevier, vol. 265(C).
    20. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    21. Laura-Lucia Richter, 2013. "Social Effects in the Diffusion of solar Photovoltaic Technology in the UK," Cambridge Working Papers in Economics 1357, Faculty of Economics, University of Cambridge.
    22. Zhang, Yu & Song, Junghyun & Hamori, Shigeyuki, 2011. "Impact of subsidy policies on diffusion of photovoltaic power generation," Energy Policy, Elsevier, vol. 39(4), pages 1958-1964, April.
    23. Yefang Huang & Yee Leung, 2002. "Analysing regional industrialisation in Jiangsu province using geographically weighted regression," Journal of Geographical Systems, Springer, vol. 4(2), pages 233-249, June.
    24. Bryan Bollinger & Kenneth Gillingham, 2012. "Peer Effects in the Diffusion of Solar Photovoltaic Panels," Marketing Science, INFORMS, vol. 31(6), pages 900-912, November.
    25. Xu, Bin & Lin, Boqiang, 2017. "Factors affecting CO2 emissions in China’s agriculture sector: Evidence from geographically weighted regression model," Energy Policy, Elsevier, vol. 104(C), pages 404-414.
    26. Rode, Johannes & Weber, Alexander, 2016. "Does localized imitation drive technology adoption? A case study on rooftop photovoltaic systems in Germany," Journal of Environmental Economics and Management, Elsevier, vol. 78(C), pages 38-48.
    27. Sommerfeld, Jeff & Buys, Laurie & Mengersen, Kerrie & Vine, Desley, 2017. "Influence of demographic variables on uptake of domestic solar photovoltaic technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 315-323.
    28. Best, Rohan & Burke, Paul J. & Nishitateno, Shuhei, 2019. "Evaluating the effectiveness of Australia's Small-scale Renewable Energy Scheme for rooftop solar," Energy Economics, Elsevier, vol. 84(C).
    29. Noll, Daniel & Dawes, Colleen & Rai, Varun, 2014. "Solar Community Organizations and active peer effects in the adoption of residential PV," Energy Policy, Elsevier, vol. 67(C), pages 330-343.
    30. Eppstein, Margaret J. & Grover, David K. & Marshall, Jeffrey S. & Rizzo, Donna M., 2011. "An agent-based model to study market penetration of plug-in hybrid electric vehicles," Energy Policy, Elsevier, vol. 39(6), pages 3789-3802, June.
    31. Bridge, Gavin & Bouzarovski, Stefan & Bradshaw, Michael & Eyre, Nick, 2013. "Geographies of energy transition: Space, place and the low-carbon economy," Energy Policy, Elsevier, vol. 53(C), pages 331-340.
    32. Rohan Best & Paul J. Burke & Shuhei Nishitateno, 2019. "Understanding the determinants of rooftop solar installation: evidence from household surveys in Australia," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 63(4), pages 922-939, October.
    33. Balta-Ozkan, Nazmiye & Yildirim, Julide & Connor, Peter M., 2015. "Regional distribution of photovoltaic deployment in the UK and its determinants: A spatial econometric approach," Energy Economics, Elsevier, vol. 51(C), pages 417-429.
    34. Balta-Ozkan, Nazmiye & Watson, Tom & Mocca, Elisabetta, 2015. "Spatially uneven development and low carbon transitions: Insights from urban and regional planning," Energy Policy, Elsevier, vol. 85(C), pages 500-510.
    35. Xiong, Hang & Payne, Diane & Kinsella, Stephen, 2016. "Peer effects in the diffusion of innovations: Theory and simulation," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 63(C), pages 1-13.
    36. Muhammad-Sukki, Firdaus & Ramirez-Iniguez, Roberto & Munir, Abu Bakar & Mohd Yasin, Siti Hajar & Abu-Bakar, Siti Hawa & McMeekin, Scott G. & Stewart, Brian G., 2013. "Revised feed-in tariff for solar photovoltaic in the United Kingdom: A cloudy future ahead?," Energy Policy, Elsevier, vol. 52(C), pages 832-838.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Alderete Peralta, Ali & Balta-Ozkan, Nazmiye & Longhurst, Philip, 2022. "Spatio-temporal modelling of solar photovoltaic adoption: An integrated neural networks and agent-based modelling approach," Applied Energy, Elsevier, vol. 305(C).
    2. Best, Rohan & Burke, Paul J., 2023. "Small-scale solar panel adoption by the non-residential sector: The effects of national and targeted policies in Australia," Economic Modelling, Elsevier, vol. 120(C).
    3. O'Shaughnessy, Eric & Grayson, Alexandra & Barbose, Galen, 2023. "The role of peer influence in rooftop solar adoption inequity in the United States," Energy Economics, Elsevier, vol. 127(PA).
    4. Best, Rohan & Chareunsy, Andrea, 2022. "The impact of income on household solar panel uptake: Exploring diverse results using Australian data," Energy Economics, Elsevier, vol. 112(C).
    5. Junqiao Ma & Wenfeng Zhou & Shili Guo & Xin Deng & Jiahao Song & Dingde Xu, 2022. "Effects of Conformity Tendencies on Farmers’ Willingness to Take Measures to Respond to Climate Change: Evidence from Sichuan Province, China," IJERPH, MDPI, vol. 19(18), pages 1-18, September.
    6. Zhang, Yanquan & Chang, Ruidong & Zuo, Jian & Shabunko, Veronika & Zheng, Xian, 2023. "Regional disparity of residential solar panel diffusion in Australia: The roles of socio-economic factors," Renewable Energy, Elsevier, vol. 206(C), pages 808-819.
    7. Aarakit, Sylvia Manjeri & Ntayi, Joseph M. & Wasswa, Francis & Buyinza, Faisal & Adaramola, Muyiwa S. & Ssennono, Vincent F., 2022. "The role of financial inclusion in adoption of solar photovoltaic systems: A case of Uganda," Renewable Energy, Elsevier, vol. 198(C), pages 984-998.
    8. Zakeri, Behnam & Gissey, Giorgio Castagneto & Dodds, Paul E. & Subkhankulova, Dina, 2021. "Centralized vs. distributed energy storage – Benefits for residential users," Energy, Elsevier, vol. 236(C).
    9. Daniel Fett & Joris Dehler-Holland & Markus Schmutz, 2021. "A survey on the user acceptance of PV battery storage systems," NachhaltigkeitsManagementForum | Sustainability Management Forum, Springer, vol. 29(2), pages 161-171, June.
    10. Maren Springsklee & Fabian Scheller, 2022. "Exploring non-residential technology adoption: an empirical analysis of factors associated with the adoption of photovoltaic systems by municipal authorities in Germany," Papers 2212.05281, arXiv.org.
    11. Yu, Bolin & Fang, Debin & Meng, Jingxuan, 2021. "Analysis of the generation efficiency of disaggregated renewable energy and its spatial heterogeneity influencing factors: A case study of China," Energy, Elsevier, vol. 234(C).
    12. Sovacool, Benjamin K. & Barnacle, Max Lacey & Smith, Adrian & Brisbois, Marie Claire, 2022. "Towards improved solar energy justice: Exploring the complex inequities of household adoption of photovoltaic panels," Energy Policy, Elsevier, vol. 164(C).
    13. Tran, Thuc Han & Egermann, Markus, 2022. "Land-use implications of energy transition pathways towards decarbonisation – Comparing the footprints of Vietnam, New Zealand and Finland," Energy Policy, Elsevier, vol. 166(C).
    14. Kolade, Oluwaseun & Odumuyiwa, Victor & Abolfathi, Soroush & Schröder, Patrick & Wakunuma, Kutoma & Akanmu, Ifeoluwa & Whitehead, Timothy & Tijani, Bosun & Oyinlola, Muyiwa, 2022. "Technology acceptance and readiness of stakeholders for transitioning to a circular plastic economy in Africa," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    15. Zhang, Jianhua & Ballas, Dimitris & Liu, Xiaolong, 2023. "Neighbourhood-level spatial determinants of residential solar photovoltaic adoption in the Netherlands," Renewable Energy, Elsevier, vol. 206(C), pages 1239-1248.
    16. Wang, Bo & Yang, Zihan & Le Hoa Pham, Thi & Deng, Nana & Du, Heran, 2023. "Can social impacts promote residents’ pro-environmental intentions and behaviour: Evidence from large-scale demand response experiment in China," Applied Energy, Elsevier, vol. 340(C).
    17. Tan, Yutong & Peng, Jinqing & Luo, Yimo & Li, Houpei & Wang, Meng & Zhang, Fujia & Ji, Jie & Song, Aotian, 2023. "Daylight-electrical-thermal coupling model for real-time zero-energy potential analysis of vacuum-photovoltaic glazing," Renewable Energy, Elsevier, vol. 205(C), pages 1040-1056.
    18. Razmjoo, Armin & Mirjalili, Seyedali & Aliehyaei, Mehdi & Østergaard, Poul Alberg & Ahmadi, Abolfazl & Majidi Nezhad, Meysam, 2022. "Development of smart energy systems for communities: technologies, policies and applications," Energy, Elsevier, vol. 248(C).
    19. Anita M. Bunea & Mariangela Guidolin & Piero Manfredi & Pompeo Della Posta, 2022. "Diffusion of Solar PV Energy in the UK: A Comparison of Sectoral Patterns," Forecasting, MDPI, vol. 4(2), pages 1-21, April.
    20. Alt, Marius & Berger, Marius & Bersch, Johannes, 2023. "Investor responses to information updates on peer behavior and public investment policy: The case of green investments," ZEW Discussion Papers 23-024, ZEW - Leibniz Centre for European Economic Research.
    21. Stewart, Fraser, 2022. "Friends with benefits: How income and peer diffusion combine to create an inequality “trap” in the uptake of low-carbon technologies," Energy Policy, Elsevier, vol. 163(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Balta-Ozkan, Nazmiye & Yildirim, Julide & Connor, Peter M., 2015. "Regional distribution of photovoltaic deployment in the UK and its determinants: A spatial econometric approach," Energy Economics, Elsevier, vol. 51(C), pages 417-429.
    2. Moon-Hyun Kim & Tae-Hyoung Tommy Gim, 2021. "Spatial Characteristics of the Diffusion of Residential Solar Photovoltaics in Urban Areas: A Case of Seoul, South Korea," IJERPH, MDPI, vol. 18(2), pages 1-16, January.
    3. Balta-Ozkan, Nazmiye & Le Gallo, Julie, 2018. "Spatial variation in energy attitudes and perceptions: Evidence from Europe," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2160-2180.
    4. Lan, Haifeng & Gou, Zhonghua & Lu, Yi, 2021. "Machine learning approach to understand regional disparity of residential solar adoption in Australia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 136(C).
    5. Takanobu Kosugi & Yoshiyuki Shimoda & Takayuki Tashiro, 2019. "Neighborhood influences on the diffusion of residential photovoltaic systems in Kyoto City, Japan," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 21(4), pages 477-505, October.
    6. Rode, Johannes & Müller, Sven, 2016. "Spatio-Temporal Variation in Peer Effects - The Case of Rooftop Photovoltaic Systems in Germany," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 84765, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    7. Collier, Samuel H.C. & House, Jo I. & Connor, Peter M. & Harris, Richard, 2023. "Distributed local energy: Assessing the determinants of domestic-scale solar photovoltaic uptake at the local level across England and Wales," Renewable and Sustainable Energy Reviews, Elsevier, vol. 171(C).
    8. Fabian Scheller & Isabel Doser & Daniel Sloot & Russell McKenna & Thomas Bruckner, 2020. "Exploring the Role of Stakeholder Dynamics in Residential Photovoltaic Adoption Decisions: A Synthesis of the Literature," Energies, MDPI, vol. 13(23), pages 1-31, November.
    9. Alderete Peralta, Ali & Balta-Ozkan, Nazmiye & Longhurst, Philip, 2022. "Spatio-temporal modelling of solar photovoltaic adoption: An integrated neural networks and agent-based modelling approach," Applied Energy, Elsevier, vol. 305(C).
    10. Hansen, Anders Rhiger & Jacobsen, Mette Hove & Gram-Hanssen, Kirsten, 2022. "Characterizing the Danish energy prosumer: Who buys solar PV systems and why do they buy them?," Ecological Economics, Elsevier, vol. 193(C).
    11. Müller, Jonas & Trutnevyte, Evelina, 2020. "Spatial projections of solar PV installations at subnational level: Accuracy testing of regression models," Applied Energy, Elsevier, vol. 265(C).
    12. Jan Paul Baginski & Christoph Weber, "undated". "Coherent estimations for residential photovoltaic uptake in Germany including spatial spillover effects," EWL Working Papers 1902, University of Duisburg-Essen, Chair for Management Science and Energy Economics.
    13. Curtius, Hans Christoph & Hille, Stefanie Lena & Berger, Christian & Hahnel, Ulf Joachim Jonas & Wüstenhagen, Rolf, 2018. "Shotgun or snowball approach? Accelerating the diffusion of rooftop solar photovoltaics through peer effects and social norms," Energy Policy, Elsevier, vol. 118(C), pages 596-602.
    14. Shandelle Steadman & Anna Rita Bennato & Monica Giulietti, 2023. "From energy consumers to prosumers: the role of peer effects in the diffusion of residential microgeneration technology," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 50(2), pages 321-346, June.
    15. Zhang, Jianhua & Ballas, Dimitris & Liu, Xiaolong, 2023. "Neighbourhood-level spatial determinants of residential solar photovoltaic adoption in the Netherlands," Renewable Energy, Elsevier, vol. 206(C), pages 1239-1248.
    16. Best, Rohan & Chareunsy, Andrea, 2022. "The impact of income on household solar panel uptake: Exploring diverse results using Australian data," Energy Economics, Elsevier, vol. 112(C).
    17. Irwin, Nicholas B., 2021. "Sunny days: Spatial spillovers in photovoltaic system adoptions," Energy Policy, Elsevier, vol. 151(C).
    18. Esplin, Ryan & Nelson, Tim, 2022. "Redirecting solar feed in tariffs to residential battery storage: Would it be worth it?," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 373-389.
    19. Zander, Kerstin K., 2020. "Unrealised opportunities for residential solar panels in Australia," Energy Policy, Elsevier, vol. 142(C).
    20. Alipour, M. & Salim, H. & Stewart, Rodney A. & Sahin, Oz, 2020. "Predictors, taxonomy of predictors, and correlations of predictors with the decision behaviour of residential solar photovoltaics adoption: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 123(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:enepol:v:148:y:2021:i:pb:s0301421520307151. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/enpol .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.