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Too old for a circular solar economy? Age dynamics in the acceptance of solar and circular value propositions

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  • Van Opstal, Wim

Abstract

Population ageing and the sustainable energy transition are significant transformations of the twenty-first century. In this paper, we use household survey data to assess the interplay between age, the adoption of solar photovoltaics (PV), and interest in circular value propositions. Circular business models may mitigate the upcoming PV waste stream while enabling access to renewables. As a sustainable transition towards a circular economy and society requires the participation of all groups in society, this work contributes to understanding age-related dynamics in customer acceptance of solar and circular value propositions. We apply Tobit, logit, and multinomial logit regressions, controlling for covariates that have been identified as important moderators in earlier research, including income and educational attainment. Our findings reveal an increasing adoption of solar PV up to the age of 65, and a negative relationship between age and interest in circular solar value propositions. Older consumers report lower interest in technology and in financial considerations and report differential perspectives of environmental benefits compared to their younger counterparts. Our results highlight differences in value propositions and barriers across age groups, enabling the identification of recommendations for policymakers aiming for intergenerational inclusiveness and business managers serving multigenerational market segments in a sustainable transition.

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  • Van Opstal, Wim, 2025. "Too old for a circular solar economy? Age dynamics in the acceptance of solar and circular value propositions," Technological Forecasting and Social Change, Elsevier, vol. 212(C).
    • Handle: RePEc:eee:tefoso:v:212:y:2025:i:c:s0040162525000320
    DOI: 10.1016/j.techfore.2025.124001
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    as
    1. Tadas Radavičius & Arvid van Der Heide & Wolfram Palitzsch & Tom Rommens & Julius Denafas & Manuela Tvaronavičienė, 2021. "Circular solar industry supply chain through product technological design changes," Post-Print hal-03583961, HAL.
    2. Verbruggen, Aviel, 2004. "Tradable green certificates in Flanders (Belgium)," Energy Policy, Elsevier, vol. 32(2), pages 165-176, January.
    3. Qiu, Yueming & Colson, Gregory & Grebitus, Carola, 2014. "Risk preferences and purchase of energy-efficient technologies in the residential sector," Ecological Economics, Elsevier, vol. 107(C), pages 216-229.
    4. Fabrice MURTIN & Johan P. MACKENBACH & Domantas JASILIONIS & Marco MIRA d’ERCOLE, 2022. "Educational Inequalities in Longevity in 18 OECD Countries," JODE - Journal of Demographic Economics, Cambridge University Press, vol. 88(1), pages 1-29, March.
    5. Best, Rohan & Chareunsy, Andrea & Taylor, Madeline, 2023. "Changes in inequality for solar panel uptake by Australian homeowners," Ecological Economics, Elsevier, vol. 209(C).
    6. Bente Halvorsen, 2008. "Effects of Norms and Opportunity Cost of Time on Household Recycling," Land Economics, University of Wisconsin Press, vol. 84(3), pages 501-516.
    7. Kinnaman, Thomas C., 2014. "Determining the socially optimal recycling rate," Resources, Conservation & Recycling, Elsevier, vol. 85(C), pages 5-10.
    8. Paroissien, Emmanuel & Beatty, Timothy K.M. & Nebout, Antoine, 2024. "Household food waste and the opportunity cost of time," Ecological Economics, Elsevier, vol. 216(C).
    9. Best, Rohan, 2022. "Energy inequity variation across contexts," Applied Energy, Elsevier, vol. 309(C).
    10. Coad, Alex & de Haan, Peter & Woersdorfer, Julia Sophie, 2009. "Consumer support for environmental policies: An application to purchases of green cars," Ecological Economics, Elsevier, vol. 68(7), pages 2078-2086, May.
    11. Kwan, Calvin Lee, 2012. "Influence of local environmental, social, economic and political variables on the spatial distribution of residential solar PV arrays across the United States," Energy Policy, Elsevier, vol. 47(C), pages 332-344.
    12. Hosany, A. R. Shaheen & Hosany, Sameer & He, Hongwei, 2022. "Children sustainable behaviour: A review and research agenda," Journal of Business Research, Elsevier, vol. 147(C), pages 236-257.
    13. Bao, Qifang & Sinitskaya, Ekaterina & Gomez, Kelley J. & MacDonald, Erin F. & Yang, Maria C., 2020. "A human-centered design approach to evaluating factors in residential solar PV adoption: A survey of homeowners in California and Massachusetts," Renewable Energy, Elsevier, vol. 151(C), pages 503-513.
    14. Lars Strupeit & Nancy Bocken & Wim Opstal, 2024. "Towards a Circular Solar Power Sector: Experience with a Support Framework for Business Model Innovation," Circular Economy and Sustainability, Springer, vol. 4(3), pages 2093-2118, September.
    15. Halleck Vega, Solmaria & van Leeuwen, Eveline & van Twillert, Nienke, 2022. "Uptake of residential energy efficiency measures and renewable energy: Do spatial factors matter?," Energy Policy, Elsevier, vol. 160(C).
    16. Kirchherr, Julian & Reike, Denise & Hekkert, Marko, 2017. "Conceptualizing the circular economy: An analysis of 114 definitions," Resources, Conservation & Recycling, Elsevier, vol. 127(C), pages 221-232.
    17. Irfan, Mohd & Yadav, Sarvendra & Shaw, Krishnendu, 2021. "The adoption of solar photovoltaic technology among Indian households: Examining the influence of entrepreneurship," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    18. Bauwens, Thomas, 2019. "Analyzing the determinants of the size of investments by community renewable energy members: Findings and policy implications from Flanders," Energy Policy, Elsevier, vol. 129(C), pages 841-852.
    19. Van Opstal, Wim & Smeets, Anse, 2023. "When do circular business models resolve barriers to residential solar PV adoption? Evidence from survey data in flanders," Energy Policy, Elsevier, vol. 182(C).
    20. Fernando Luis Abegao Neto & Julio César Bastos de Figueiredo, 2022. "Effects of age and income moderation on adoption of mobile payments in Brazil," Innovation & Management Review, Emerald Group Publishing Limited, vol. 20(4), pages 353-364, August.
    21. Willis, Ken & Scarpa, Riccardo & Gilroy, Rose & Hamza, Neveen, 2011. "Renewable energy adoption in an ageing population: Heterogeneity in preferences for micro-generation technology adoption," Energy Policy, Elsevier, vol. 39(10), pages 6021-6029, October.
    22. De Groote, Olivier & Pepermans, Guido & Verboven, Frank, 2016. "Heterogeneity in the adoption of photovoltaic systems in Flanders," Energy Economics, Elsevier, vol. 59(C), pages 45-57.
    23. Ping He & Xiaoqing Hu, 2010. "Household Investment ‐ The Horizon Effect," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 2(2), pages 81-105, September.
    24. Murat Okumah & Ata Senior Yeboah & Isaac Asante-Wusu, 2020. "Unpacking the moderating role of age and gender in the belief–behaviour link: a study within the context of water resources pollution," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 63(14), pages 2607-2626, December.
    25. Xu, Zeshui & Ge, Zijing & Wang, Xinxin & Skare, Marinko, 2021. "Bibliometric analysis of technology adoption literature published from 1997 to 2020," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    26. Ping He & Xiaoqing Hu, 2010. "Household Investment ‐ The Horizon Effect," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 2(2), pages 81-105, September.
    27. Bortamuly, Alin Borah & Goswami, Kishor, 2015. "Determinants of the adoption of modern technology in the handloom industry in Assam," Technological Forecasting and Social Change, Elsevier, vol. 90(PB), pages 400-409.
    28. Garvin A. Heath & Timothy J. Silverman & Michael Kempe & Michael Deceglie & Dwarakanath Ravikumar & Timothy Remo & Hao Cui & Parikhit Sinha & Cara Libby & Stephanie Shaw & Keiichi Komoto & Karsten Wam, 2020. "Research and development priorities for silicon photovoltaic module recycling to support a circular economy," Nature Energy, Nature, vol. 5(7), pages 502-510, July.
    29. Gurtner, Sebastian & Reinhardt, Ronny & Soyez, Katja, 2014. "Designing mobile business applications for different age groups," Technological Forecasting and Social Change, Elsevier, vol. 88(C), pages 177-188.
    30. 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.
    31. Amemiya, Takeshi, 1984. "Tobit models: A survey," Journal of Econometrics, Elsevier, vol. 24(1-2), pages 3-61.
    32. Alipour, M. & Salim, H. & Stewart, Rodney A. & Sahin, Oz, 2021. "Residential solar photovoltaic adoption behaviour: End-to-end review of theories, methods and approaches," Renewable Energy, Elsevier, vol. 170(C), pages 471-486.
    33. Best, Rohan & Kent, Danielle & Lee, Maggie, 2023. "Solar battery rebates for Victorian homes: Eligibility and impacts," Energy Policy, Elsevier, vol. 178(C).
    34. Chiara Franco & Claudia Ghisetti, 2022. "What shapes the “value-action” gap? The role of time perception reconsidered," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 39(3), pages 1023-1053, October.
    35. Tadas RadaviÄ ius & Arvid van der Heide & Wolfram Palitzsch & Tom Rommens & Julius Denafas & Julius Denafas & Manuela TvaronaviÄ ienÄ— & Manuela TvaronaviÄ ienÄ—, 2021. "Circular solar industry supply chain through product technological design changes," Insights into Regional Development, VsI Entrepreneurship and Sustainability Center, vol. 3(3), pages 10-30, September.
    36. Pannhorst, Matthias & Dost, Florian, 2019. "Marketing innovations to old-age consumers: A dynamic Bass model for different life stages," Technological Forecasting and Social Change, Elsevier, vol. 140(C), pages 315-327.
    37. 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.
    38. 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).
    39. Sabina Scarpellini, 2022. "Social impacts of a circular business model: An approach from a sustainability accounting and reporting perspective," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(3), pages 646-656, May.
    40. Sinclair, Gary & Tinson, Julie, 2017. "Psychological ownership and music streaming consumption," Journal of Business Research, Elsevier, vol. 71(C), pages 1-9.
    41. Bigerna, Simona & Micheli, Silvia & Polinori, Paolo, 2021. "New generation acceptability towards durability and repairability of products: Circular economy in the era of the 4th industrial revolution," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    42. Mostaghel, Rana & Chirumalla, Koteshwar, 2021. "Role of customers in circular business models," Journal of Business Research, Elsevier, vol. 127(C), pages 35-44.
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