IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v211y2025ics1364032124009109.html
   My bibliography  Save this article

Assessing the behavioral realism of energy system models in light of the consumer adoption literature

Author

Listed:
  • Ball-Burack, Ari
  • Sun, Ruixiao
  • Stack, Stephen
  • Ou, Shiqi (Shawn)
  • Bose, Ranjan
  • Yang, Hung-Chia

Abstract

Effective policymaking to achieve net zero greenhouse gas emissions demands an understanding of the complex drivers of, and barriers to, consumer adoption behavior via behaviorally realistic energy system models. Existing models tend to oversimplify by focusing on homogenized financial factors while neglecting consumer heterogeneity and non-monetary influences. This study develops and applies a comprehensive framework for evaluating the behavioral realism of consumer adoption models, informed by the adoption literature. It introduces a typology for factors influencing low-carbon technology adoption decisions: monetary and non-monetary factors relating to household characteristics, psychology, technological attributes, and contextual conditions. Next, reviews of the consumer adoption and decision-making literature identify the most influential adoption factor categories for distributed solar photovoltaics, electric vehicles, and air-source heat pumps. Finally, the extent to which a selection of energy system models accounts for these adoption factors is assessed. Existing models predominantly emphasize the economic aspects of technology, which are generally identified as the most important factors. Where the models fall short — in considering moderately important factor categories — sector-specific and agent-based models can offer more behaviorally realistic insights. This study sheds light on which types of factors are most important for consumer adoption decisions and investigates how well current models rise to the challenge of behavioral realism. The end-to-end analysis presented enables internally consistent comparisons across models and energy technologies. This research advances timely conversations on consumer adoption. It could inform more behaviorally realistic energy system modeling, and thereby more effective decarbonization policymaking.

Suggested Citation

  • Ball-Burack, Ari & Sun, Ruixiao & Stack, Stephen & Ou, Shiqi (Shawn) & Bose, Ranjan & Yang, Hung-Chia, 2025. "Assessing the behavioral realism of energy system models in light of the consumer adoption literature," Renewable and Sustainable Energy Reviews, Elsevier, vol. 211(C).
  • Handle: RePEc:eee:rensus:v:211:y:2025:i:c:s1364032124009109
    DOI: 10.1016/j.rser.2024.115184
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032124009109
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.rser.2024.115184?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Egbue, Ona & Long, Suzanna, 2012. "Barriers to widespread adoption of electric vehicles: An analysis of consumer attitudes and perceptions," Energy Policy, Elsevier, vol. 48(C), pages 717-729.
    2. Javid, Roxana J. & Nejat, Ali, 2017. "A comprehensive model of regional electric vehicle adoption and penetration," Transport Policy, Elsevier, vol. 54(C), pages 30-42.
    3. Lucas W. Davis, 2024. "The Economic Determinants of Heat Pump Adoption," Environmental and Energy Policy and the Economy, University of Chicago Press, vol. 5(1), pages 162-199.
    4. Mukherjee, Sanghamitra Chattopadhyay & Ryan, Lisa, 2020. "Factors influencing early battery electric vehicle adoption in Ireland," Renewable and Sustainable Energy Reviews, Elsevier, vol. 118(C).
    5. Fattahi, A. & Sijm, J. & Faaij, A., 2020. "A systemic approach to analyze integrated energy system modeling tools: A review of national models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
    6. Sheldon, Tamara L. & DeShazo, J.R., 2017. "How does the presence of HOV lanes affect plug-in electric vehicle adoption in California? A generalized propensity score approach," Journal of Environmental Economics and Management, Elsevier, vol. 85(C), pages 146-170.
    7. Curtis, John & McCoy, Daire & Aravena, Claudia, 2018. "Heating system upgrades: The role of knowledge, socio-demographics, building attributes and energy infrastructure," Energy Policy, Elsevier, vol. 120(C), pages 183-196.
    8. Decuypere, Robbe & Robaeyst, Ben & Hudders, Liselot & Baccarne, Bastiaan & Van de Sompel, Dieneke, 2022. "Transitioning to energy efficient housing: Drivers and barriers of intermediaries in heat pump technology," Energy Policy, Elsevier, vol. 161(C).
    9. Debnath, Ramit & Bardhan, Ronita & Reiner, David M. & Miller, J.R., 2021. "Political, economic, social, technological, legal and environmental dimensions of electric vehicle adoption in the United States: A social-media interaction analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    10. Weiss, Julika & Dunkelberg, Elisa & Vogelpohl, Thomas, 2012. "Improving policy instruments to better tap into homeowner refurbishment potential: Lessons learned from a case study in Germany," Energy Policy, Elsevier, vol. 44(C), pages 406-415.
    11. Maya Abou-Zeid & Moshe Ben-Akiva, 2014. "Hybrid choice models," Chapters, in: Stephane Hess & Andrew Daly (ed.), Handbook of Choice Modelling, chapter 17, pages 383-412, Edward Elgar Publishing.
    12. Varun Rai & Adam Douglas Henry, 2016. "Agent-based modelling of consumer energy choices," Nature Climate Change, Nature, vol. 6(6), pages 556-562, June.
    13. Kristian S. Nielsen & Viktoria Cologna & Jan M. Bauer & Sebastian Berger & Cameron Brick & Thomas Dietz & Ulf J. J. Hahnel & Laura Henn & Florian Lange & Paul C. Stern & Kimberly S. Wolske, 2024. "Realizing the full potential of behavioural science for climate change mitigation," Nature Climate Change, Nature, vol. 14(4), pages 322-330, April.
    14. Brown, David P., 2022. "Socioeconomic and demographic disparities in residential battery storage adoption: Evidence from California," Energy Policy, Elsevier, vol. 164(C).
    15. Brown, Marilyn A. & Kale, Snehal & Cha, Min-Kyeong & Chapman, Oliver, 2023. "Exploring the willingness of consumers to electrify their homes," Applied Energy, Elsevier, vol. 338(C).
    16. Xueying Lyu, 2023. "Are Electric Cars and Solar Panels Complements?," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 10(4), pages 1019-1057.
    17. Michael Grubb & Alexandra Poncia & Paul Drummond & Karsten Neuhoff & Jean-Charles Hourcade, 2023. "Policy complementarity and the paradox of carbon pricing," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 39(4), pages 711-730.
    18. Alipour, M. & Irannezhad, Elnaz & Stewart, Rodney A. & Sahin, Oz, 2022. "Exploring residential solar PV and battery energy storage adoption motivations and barriers in a mature PV market," Renewable Energy, Elsevier, vol. 190(C), pages 684-698.
    19. Priessner, Alfons & Sposato, Robert & Hampl, Nina, 2018. "Predictors of electric vehicle adoption: An analysis of potential electric vehicle drivers in Austria," Energy Policy, Elsevier, vol. 122(C), pages 701-714.
    20. Fifer, Simon & Rose, John M., 2016. "Can you ever be certain? Reducing hypothetical bias in stated choice experiments via respondent reported choice certaintyAuthor-Name: Beck, Matthew J," Transportation Research Part B: Methodological, Elsevier, vol. 89(C), pages 149-167.
    21. Rai, Varun & Reeves, D. Cale & Margolis, Robert, 2016. "Overcoming barriers and uncertainties in the adoption of residential solar PV," Renewable Energy, Elsevier, vol. 89(C), pages 498-505.
    22. Xingchi Shen & Yueming Lucy Qiu & Pengfei Liu & Anand Patwardhan, 2022. "The Effect of Rebate and Loan Incentives on Residential Heat Pump Adoption: Evidence from North Carolina," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 82(3), pages 741-789, July.
    23. Best, Rohan & Burke, Paul J. & Nishitateno, Shuhei, 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), July.
    24. ., 1999. "Bounded rationality," Chapters, in: The Economics of the Mind, chapter 4, pages 41-49, Edward Elgar Publishing.
    25. Maria Kamargianni & Moshe Ben-Akiva & Amalia Polydoropoulou, 2014. "Incorporating social interaction into hybrid choice models," Transportation, Springer, vol. 41(6), pages 1263-1285, November.
    26. Palm, Alvar & Lantz, Björn, 2020. "Information dissemination and residential solar PV adoption rates: The effect of an information campaign in Sweden," Energy Policy, Elsevier, vol. 142(C).
    27. Ou, Shiqi & Lin, Zhenhong & Qi, Liang & Li, Jie & He, Xin & Przesmitzki, Steven, 2018. "The dual-credit policy: Quantifying the policy impact on plug-in electric vehicle sales and industry profits in China," Energy Policy, Elsevier, vol. 121(C), pages 597-610.
    28. 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).
    29. Mishra, Gouri S. & Kyle, Page & Teter, Jacob & Morrison, Geoffrey M. & Kim, Son H. & Yeh, Sonia, 2013. "Transportation Module of Global Change Assessment Model (GCAM): Model Documentation- Version 1.0," Institute of Transportation Studies, Working Paper Series qt8nk2c96d, Institute of Transportation Studies, UC Davis.
    30. Li, Lixu & Wang, Zhiqiang & Xie, Xiaoqing, 2022. "From government to market? A discrete choice analysis of policy instruments for electric vehicle adoption," Transportation Research Part A: Policy and Practice, Elsevier, vol. 160(C), pages 143-159.
    31. Meles, Tensay Hadush & Ryan, Lisa & Mukherjee, Sanghamitra C., 2022. "Heterogeneity in preferences for renewable home heating systems among Irish households," Applied Energy, Elsevier, vol. 307(C).
    32. Ledna, Catherine & Muratori, Matteo & Brooker, Aaron & Wood, Eric & Greene, David, 2022. "How to support EV adoption: Tradeoffs between charging infrastructure investments and vehicle subsidies in California," Energy Policy, Elsevier, vol. 165(C).
    33. 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).
    34. Canepa, Kathryn & Hardman, Scott & Tal, Gil, 2019. "An early look at plug-in electric vehicle adoption in disadvantaged communities in California," Transport Policy, Elsevier, vol. 78(C), pages 19-30.
    35. Muratori, Matteo & Jadun, Paige & Bush, Brian & Bielen, David & Vimmerstedt, Laura & Gonder, Jeff & Gearhart, Chris & Arent, Doug, 2020. "Future integrated mobility-energy systems: A modeling perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    36. Auke Hoekstra & Maarten Steinbuch & Geert Verbong, 2017. "Creating Agent-Based Energy Transition Management Models That Can Uncover Profitable Pathways to Climate Change Mitigation," Complexity, Hindawi, vol. 2017, pages 1-23, December.
    37. Fodstad, Marte & Crespo del Granado, Pedro & Hellemo, Lars & Knudsen, Brage Rugstad & Pisciella, Paolo & Silvast, Antti & Bordin, Chiara & Schmidt, Sarah & Straus, Julian, 2022. "Next frontiers in energy system modelling: A review on challenges and the state of the art," Renewable and Sustainable Energy Reviews, Elsevier, vol. 160(C).
    38. Vasseur, Véronique & Kemp, René, 2015. "The adoption of PV in the Netherlands: A statistical analysis of adoption factors," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 483-494.
    39. Sierzchula, William & Bakker, Sjoerd & Maat, Kees & van Wee, Bert, 2014. "The influence of financial incentives and other socio-economic factors on electric vehicle adoption," Energy Policy, Elsevier, vol. 68(C), pages 183-194.
    40. White, Lee V. & Sintov, Nicole D., 2017. "You are what you drive: Environmentalist and social innovator symbolism drives electric vehicle adoption intentions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 99(C), pages 94-113.
    41. 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.
    42. Adnan, Nadia & Md Nordin, Shahrina & Hadi Amini, M. & Langove, Naseebullah, 2018. "What make consumer sign up to PHEVs? Predicting Malaysian consumer behavior in adoption of PHEVs," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 259-278.
    43. Li, Francis G.N. & Trutnevyte, Evelina & Strachan, Neil, 2015. "A review of socio-technical energy transition (STET) models," Technological Forecasting and Social Change, Elsevier, vol. 100(C), pages 290-305.
    44. 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).
    45. Bryan Bollinger & Kenneth Gillingham, 2012. "Peer Effects in the Diffusion of Solar Photovoltaic Panels," Marketing Science, INFORMS, vol. 31(6), pages 900-912, November.
    46. Li, Wenbo & Long, Ruyin & Chen, Hong & Geng, Jichao, 2017. "A review of factors influencing consumer intentions to adopt battery electric vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 78(C), pages 318-328.
    47. Dong, Changgui & Sigrin, Benjamin & Brinkman, Gregory, 2017. "Forecasting residential solar photovoltaic deployment in California," Technological Forecasting and Social Change, Elsevier, vol. 117(C), pages 251-265.
    48. Meles, Tensay Hadush & Ryan, Lisa, 2022. "Adoption of renewable home heating systems: An agent-based model of heat pumps in Ireland," Renewable and Sustainable Energy Reviews, Elsevier, vol. 169(C).
    49. 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.
    50. Liao, Fanchao & Molin, Eric & Timmermans, Harry & van Wee, Bert, 2019. "Consumer preferences for business models in electric vehicle adoption," Transport Policy, Elsevier, vol. 73(C), pages 12-24.
    51. Lemay, Amélie C. & Wagner, Sigurd & Rand, Barry P., 2023. "Current status and future potential of rooftop solar adoption in the United States," Energy Policy, Elsevier, vol. 177(C).
    52. Bunea, Anita M. & Della Posta, Pompeo & Guidolin, Mariangela & Manfredi, Piero, 2020. "What do adoption patterns of solar panels observed so far tell about governments’ incentive? Insights from diffusion models," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    53. J.-F. Mercure & A. Lam & S. Billington & H. Pollitt, 2018. "Integrated assessment modelling as a positive science: private passenger road transport policies to meet a climate target well below 2 ∘C," Climatic Change, Springer, vol. 151(2), pages 109-129, November.
    54. Xie, Fei & Lin, Zhenhong, 2017. "Market-driven automotive industry compliance with fuel economy and greenhouse gas standards: Analysis based on consumer choice," Energy Policy, Elsevier, vol. 108(C), pages 299-311.
    55. Vergis, Sydney & Chen, Belinda, 2015. "Comparison of plug-in electric vehicle adoption in the United States: A state by state approach," Research in Transportation Economics, Elsevier, vol. 52(C), pages 56-64.
    56. Chen, Chien-fei & Zarazua de Rubens, Gerardo & Noel, Lance & Kester, Johannes & Sovacool, Benjamin K., 2020. "Assessing the socio-demographic, technical, economic and behavioral factors of Nordic electric vehicle adoption and the influence of vehicle-to-grid preferences," Renewable and Sustainable Energy Reviews, Elsevier, vol. 121(C).
    Full references (including those not matched with items on IDEAS)

    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. Peng, Ruoqing & Tang, Justin Hayse Chiwing G. & Yang, Xiong & Meng, Meng & Zhang, Jie & Zhuge, Chengxiang, 2024. "Investigating the factors influencing the electric vehicle market share: A comparative study of the European Union and United States," Applied Energy, Elsevier, vol. 355(C).
    2. Patyal, Vishal Singh & Kumar, Ravi & Kushwah, Shiksha, 2021. "Modeling barriers to the adoption of electric vehicles: An Indian perspective," Energy, Elsevier, vol. 237(C).
    3. San-Martín, Enrique & Elizalde, Patxi, 2024. "Determinants of rooftop solar uptake: A comparative analysis of the residential and non-residential sectors in the Basque Country (Spain)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 203(C).
    4. Cardol, Hanna & Mignon, Ingrid & Lantz, Björn, 2025. "Rethinking the forecasting of innovation diffusion: A combined actor- and system approach," Technological Forecasting and Social Change, Elsevier, vol. 214(C).
    5. Du, Hua & Han, Qi & de Vries, Bauke & Sun, Jun, 2024. "Community solar PV adoption in residential apartment buildings: A case study on influencing factors and incentive measures in Wuhan," Applied Energy, Elsevier, vol. 354(PA).
    6. Qiu, Shoufeng & Wu, Xiangyou & Lin, Boqiang & Lin, Ping, 2025. "Factors on regional installations of residential photovoltaics in China," Energy, Elsevier, vol. 316(C).
    7. Alipour, Mohammad & Taghikhah, Firouzeh & Irannezhad, Elnaz & Stewart, Rodney A. & Sahin, Oz, 2022. "How the decision to accept or reject PV affects the behaviour of residential battery system adopters," Applied Energy, Elsevier, vol. 318(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. 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.
    10. Goel, Pooja & Kumar, Aalok & Parayitam, Satyanarayana & Luthra, Sunil, 2023. "Understanding transport users' preferences for adopting electric vehicle based mobility for sustainable city: A moderated moderated-mediation model," Journal of Transport Geography, Elsevier, vol. 106(C).
    11. Wen, Le & Sheng, Mingyue Selena & Sharp, Basil & Meng, Tongyu & Du, Bo & Yi, Ming & Suomalainen, Kiti & Gkritza, Konstantina, 2023. "Exploration of the nexus between solar potential and electric vehicle uptake: A case study of Auckland, New Zealand," Energy Policy, Elsevier, vol. 173(C).
    12. Palm, A., 2020. "Early adopters and their motives: Differences between earlier and later adopters of residential solar photovoltaics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
    13. Chenlei Xue & Huaguo Zhou & Qunqi Wu & Xueying Wu & Xingbo Xu, 2021. "Impact of Incentive Policies and Other Socio-Economic Factors on Electric Vehicle Market Share: A Panel Data Analysis from the 20 Countries," Sustainability, MDPI, vol. 13(5), pages 1-12, March.
    14. 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).
    15. Plananska, Jana & Gamma, Karoline, 2022. "Product bundling for accelerating electric vehicle adoption: A mixed-method empirical analysis of Swiss customers," Renewable and Sustainable Energy Reviews, Elsevier, vol. 154(C).
    16. Best, Rohan, 2023. "Assets power solar and battery uptake in Kenya," Energy Economics, Elsevier, vol. 123(C).
    17. Wee, Sherilyn & Coffman, Makena & Allen, Scott, 2020. "EV driver characteristics: Evidence from Hawaii," Transport Policy, Elsevier, vol. 87(C), pages 33-40.
    18. Furqan A. Bhat & Ashish Verma, 2025. "Consumer intention to accept electric two-wheelers in India: a valence theory approach to unveil the role of identity and utility," Transportation, Springer, vol. 52(2), pages 537-577, April.
    19. Haidar, Bassem & Aguilar Rojas, Maria Teresa, 2022. "The relationship between public charging infrastructure deployment and other socio-economic factors and electric vehicle adoption in France," Research in Transportation Economics, Elsevier, vol. 95(C).
    20. Yang, Anni & Liu, Chenhui & Yang, Di & Lu, Chaoru, 2023. "Electric vehicle adoption in a mature market: A case study of Norway," Journal of Transport Geography, Elsevier, vol. 106(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:rensus:v:211:y:2025:i:c:s1364032124009109. 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/wps/find/journaldescription.cws_home/600126/description#description .

    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.