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Mobilizing household adoption of climate-smart electric technologies: Lessons from the U.S

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  • Kale, Snehal
  • Brown, Marilyn A.

Abstract

The electrification tech triad—electric vehicles (EVs), rooftop photovoltaics (RPVs), and heat pumps (HPs)—enables affordable and feasible pathways to significant decarbonization. However, their adoption varies across U.S. states, with some states and metropolitan areas providing remarkable leadership. Current literature fails to identify whether similar policies and market strategies work equally well across technologies and geographies or if customization may be necessary. Our analysis, based on an expansive dataset from 1,782 households and geographic market penetration data from Georgia, offers insights for mobilizing climate-smart electrification. First, a combination of parametric and non-parametric tests is used to identify technology-specific motivations and explore their relationship with required savings thresholds. We then build a novel dependent variable – the multi-dimensional measure of interest in adopting the tech triad (0–7 scale) – that enhances the conventional metric by including policy-driven and knowledge-driven dimensions. A theory-driven range of predictors is used to identify four latent factors (affluence, sustainable lifestyle, climate attitude, and demographics) and their correlation with our new measure is estimated using an OLS regression. Sustainable lifestyles and climate concern correlate with higher interest levels in EVs and RPVs, whereas affluence finds significance for interest in HPs. Observational familiarity is positively correlated with interest in all three technologies. Overall, the findings indicate unique drivers of adoption, which suggest the need for tailored and targeted policies that align with differentiated household motivations and characteristics. Finally, we benchmark Georgia's electrification policies against U.S. leaders to offer customized recommendations.

Suggested Citation

  • Kale, Snehal & Brown, Marilyn A., 2025. "Mobilizing household adoption of climate-smart electric technologies: Lessons from the U.S," Applied Energy, Elsevier, vol. 400(C).
  • Handle: RePEc:eee:appene:v:400:y:2025:i:c:s0306261925011961
    DOI: 10.1016/j.apenergy.2025.126466
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    1. Hidrue, Michael K. & Parsons, George R. & Kempton, Willett & Gardner, Meryl P., 2011. "Willingness to pay for electric vehicles and their attributes," Resource and Energy Economics, Elsevier, vol. 33(3), pages 686-705, September.
    2. Stephen J. Ciccone & Huimin Li & Yixin Liu, 2025. "The effect of employee mobility on firm innovation," The Financial Review, Eastern Finance Association, vol. 60(2), pages 417-452, May.
    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. Zhai, Pei & Williams, Eric D., 2012. "Analyzing consumer acceptance of photovoltaics (PV) using fuzzy logic model," Renewable Energy, Elsevier, vol. 41(C), pages 350-357.
    5. Featherman, Mauricio & Jia, Shizhen (Jasper) & Califf, Christopher B. & Hajli, Nick, 2021. "The impact of new technologies on consumers beliefs: Reducing the perceived risks of electric vehicle adoption," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    6. Anna Alberini & Silvia Banfi & Celine Ramseier, 2013. "Energy Efficiency Investments in the Home: Swiss Homeowners and Expectations about Future Energy Prices," The Energy Journal, , vol. 34(1), pages 49-86, January.
    7. Michelsen, Carl Christian & Madlener, Reinhard, 2012. "Homeowners' preferences for adopting innovative residential heating systems: A discrete choice analysis for Germany," Energy Economics, Elsevier, vol. 34(5), pages 1271-1283.
    8. Mahapatra, Krushna & Gustavsson, Leif, 2008. "An adopter-centric approach to analyze the diffusion patterns of innovative residential heating systems in Sweden," Energy Policy, Elsevier, vol. 36(2), pages 577-590, February.
    9. Yael Parag & Benjamin K. Sovacool, 2016. "Electricity market design for the prosumer era," Nature Energy, Nature, vol. 1(4), pages 1-6, April.
    10. Chao Li & Alexander Ryota Keeley & Shunsuke Managi, 2025. "Human mobility and environmental factors," Journal of Industrial Ecology, Yale University, vol. 29(3), pages 982-996, June.
    11. 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.
    12. Musti, Sashank & Kockelman, Kara M., 2011. "Evolution of the household vehicle fleet: Anticipating fleet composition, PHEV adoption and GHG emissions in Austin, Texas," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(8), pages 707-720, October.
    13. Deborah A. Sunter & Sergio Castellanos & Daniel M. Kammen, 2019. "Disparities in rooftop photovoltaics deployment in the United States by race and ethnicity," Nature Sustainability, Nature, vol. 2(1), pages 71-76, January.
    14. Hassan Harajli & Ali Chalak, 2019. "Willingness to Pay for Energy Efficient Appliances: The Case of Lebanese Consumers," Sustainability, MDPI, vol. 11(20), pages 1-20, October.
    15. Timothy Besley & Torsten Persson, 2023. "The Political Economics of Green Transitions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(3), pages 1863-1906.
    16. Lukanov, Boris R. & Krieger, Elena M., 2019. "Distributed solar and environmental justice: Exploring the demographic and socio-economic trends of residential PV adoption in California," Energy Policy, Elsevier, vol. 134(C).
    17. Greene, David & Hossain, Anushah & Hofmann, Julia & Helfand, Gloria & Beach, Robert, 2018. "Consumer willingness to pay for vehicle attributes: What do we Know?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 258-279.
    18. Michelsen, Carl Christian & Madlener, Reinhard, 2016. "Switching from fossil fuel to renewables in residential heating systems: An empirical study of homeowners' decisions in Germany," Energy Policy, Elsevier, vol. 89(C), pages 95-105.
    19. 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.
    20. Srivastava, Abhishek & Kumar, Rajeev Ranjan & Chakraborty, Abhishek & Mateen, Arqum & Narayanamurthy, Gopalakrishnan, 2022. "Design and selection of government policies for electric vehicles adoption: A global perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 161(C).
    21. Jenn, Alan & Lee, Jae Hyun & Hardman, Scott & Tal, Gil, 2020. "An in-depth examination of electric vehicle incentives: Consumer heterogeneity and changing response over time," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 97-109.
    22. 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).
    23. 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.
    24. Makena Coffman & Paul Bernstein & Sherilyn Wee, 2017. "Electric vehicles revisited: a review of factors that affect adoption," Transport Reviews, Taylor & Francis Journals, vol. 37(1), pages 79-93, January.
    25. Sexton, Steven E. & Sexton, Alison L., 2014. "Conspicuous conservation: The Prius halo and willingness to pay for environmental bona fides," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 303-317.
    26. 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).
    27. Bryan Bollinger & Kenneth Gillingham, 2012. "Peer Effects in the Diffusion of Solar Photovoltaic Panels," Marketing Science, INFORMS, vol. 31(6), pages 900-912, November.
    28. Akhatova, A. & Derkenbaeva, E. & van Leeuwen, E. & Kranzl, L. & Halleck Vega, S. & Hofstede, G.J., 2024. "Who invests in energy retrofits? Mining Dutch homeowners’ data," Energy Policy, Elsevier, vol. 189(C).
    29. 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).
    30. Pothitou, Mary & Hanna, Richard F. & Chalvatzis, Konstantinos J., 2016. "Environmental knowledge, pro-environmental behaviour and energy savings in households: An empirical study," Applied Energy, Elsevier, vol. 184(C), pages 1217-1229.
    31. repec:aen:journl:ej34-1-03 is not listed on IDEAS
    32. Natalya Kostandova & Ronan Corgel & Shweta Bansal & Sophie Bérubé & Eimear Cleary & Chelsea Hansen & Matt D. T. Hitchings & Bernardo García-Carreras & Lauren Gardner & Moritz U. G. Kraemer & Shengjie , 2025. "Improving mobility data for infectious disease research," Nature Human Behaviour, Nature, vol. 9(7), pages 1309-1312, July.
    33. Qian, Xiaodong & Gkritza, Konstantina, 2024. "Spatial and temporal variance in public perception of electric vehicles: A comparative analysis of adoption pioneers and laggards using twitter data," Transport Policy, Elsevier, vol. 149(C), pages 150-162.
    34. Banfi, Silvia & Farsi, Mehdi & Filippini, Massimo & Jakob, Martin, 2008. "Willingness to pay for energy-saving measures in residential buildings," Energy Economics, Elsevier, vol. 30(2), pages 503-516, March.
    35. John Bailey Jones & Yue Li & Urvi Neelakantan, 2025. "Why Is Geographic Mobility Declining?," Richmond Fed Economic Brief, Federal Reserve Bank of Richmond, vol. 25(19), May.
    36. Kimberly S. Wolske & Kenneth T. Gillingham & P. Wesley Schultz, 2020. "Peer influence on household energy behaviours," Nature Energy, Nature, vol. 5(3), pages 202-212, March.
    37. 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.
    38. Loo, Becky P.Y. & Lian, Ting, 2025. "Slow mobility & medicine: A critical review," Social Science & Medicine, Elsevier, vol. 382(C).
    39. 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).
    40. Benjamin K. Sovacool & Peter Newell & Sanya Carley & Jessica Fanzo, 2022. "Equity, technological innovation and sustainable behaviour in a low-carbon future," Nature Human Behaviour, Nature, vol. 6(3), pages 326-337, March.
    41. Korcaj, Liridon & Hahnel, Ulf J.J. & Spada, Hans, 2015. "Intentions to adopt photovoltaic systems depend on homeowners' expected personal gains and behavior of peers," Renewable Energy, Elsevier, vol. 75(C), pages 407-415.
    42. Herberz, Mario & Hahnel, Ulf J.J. & Brosch, Tobias, 2020. "The importance of consumer motives for green mobility: A multi-modal perspective," Transportation Research Part A: Policy and Practice, Elsevier, vol. 139(C), pages 102-118.
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