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Beyond Leaders and Laggards: A Typology of Renewable Energy Adoption Trajectories with Evidence from Off-Grid Communities

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  • Roni Blushtein-Livnon
  • Tal Svoray
  • Itai Ficshhendler
  • Havatzelet Yahel
  • Emir Galilee
  • Michael Dorman

Abstract

Understanding the dynamics of renewable energy adoption is essential for designing strategies that accelerate its spread - an urgent priority for advancing climate goals and improving well-being, especially in off-grid regions facing energy poverty. This study introduces a time-series-based analytical framework that quantifies and classifies adoption behaviors of geographic entities within a region. A novel metric, the Adoption over Time Index (ATI), captures cumulative adoption intensity and identifies shifts in adoption trends, improving the ability to distinguish between fundamental adoption paths. By combining ATI with three key features found to be indicative of adoption dynamics, we define a typology of eight distinct paths, including two newly identified trajectories - the decelerating path and the declining moderate path. Applying this framework to a case study of an off-grid Bedouin population in southern Israel reveals that these retreating paths exist in substantial proportions. Identifying such trends is critical for addressing stagnation and preventing backsliding in the diffusion process. The leaping path, by contrast, was nearly absent. We also identify behavioral diversity within both front-runner and trailing groups. Differentiating among these groups can help tailor acceleration strategies. The analysis further reveals significant disparities in adoption levels across the region, with lagging clusters being widespread and overall adoption falling short of the region's potential.

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  • Roni Blushtein-Livnon & Tal Svoray & Itai Ficshhendler & Havatzelet Yahel & Emir Galilee & Michael Dorman, 2025. "Beyond Leaders and Laggards: A Typology of Renewable Energy Adoption Trajectories with Evidence from Off-Grid Communities," Papers 2505.22456, arXiv.org.
    • Handle: RePEc:arx:papers:2505.22456
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    as
    1. Hoicka, Christina E. & Graziano, Marcello & Willard-Stepan, Maya & Zhao, Yuxu, 2025. "Insights to accelerate place-based at scale renewable energy landscapes: An analytical framework to typify the emergence of renewable energy clusters along the energy value chain," Applied Energy, Elsevier, vol. 377(PC).
    2. Azmat, Fara & Lim, Weng Marc & Moyeen, Abdul & Voola, Ranjit & Gupta, Girish, 2023. "Convergence of business, innovation, and sustainability at the tipping point of the sustainable development goals," Journal of Business Research, Elsevier, vol. 167(C).
    3. Marinakis, Yorgos D., 2012. "Forecasting technology diffusion with the Richards model," Technological Forecasting and Social Change, Elsevier, vol. 79(1), pages 172-179.
    4. Edmondson, Duncan L. & Kern, Florian & Rogge, Karoline S., 2019. "The co-evolution of policy mixes and socio-technical systems: Towards a conceptual framework of policy mix feedback in sustainability transitions," Research Policy, Elsevier, vol. 48(10).
    5. Matthew Lockwood, 2022. "Policy feedback and institutional context in energy transitions," Policy Sciences, Springer;Society of Policy Sciences, vol. 55(3), pages 487-507, September.
    6. Corinne Autant-Bernard & Sylvie Chalaye & F. Manca & Rosina Moreno & J. Suriñach,, 2010. "Measuring the adoption of innovation. A typology of EU countries based on the innovation survey," Post-Print halshs-00667681, HAL.
    7. Jean Tirole & Roland Bénabou, 2006. "Incentives and Prosocial Behavior," American Economic Review, American Economic Association, vol. 96(5), pages 1652-1678, December.
    8. Stefan Lamp, 2023. "Sunspots That Matter: The Effect of Weather on Solar Technology Adoption," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 84(4), pages 1179-1219, April.
    9. Best, Rohan & Burke, Paul J., 2018. "Adoption of solar and wind energy: The roles of carbon pricing and aggregate policy support," Energy Policy, Elsevier, vol. 118(C), pages 404-417.
    10. Juliana Subtil Lacerda & Jeroen C. J. M. Van den Bergh, 2014. "International Diffusion of Renewable Energy Innovations: Lessons from the Lead Markets for Wind Power in China, Germany and USA," Energies, MDPI, vol. 7(12), pages 1-28, December.
    11. Jie Mi & Chuanpeng Yao & Xiaoyang Zhao & Fei Li, 2024. "Research on the Diffusion Mechanism of Green Technology Innovation Based on Enterprise Perception," Computational Economics, Springer;Society for Computational Economics, vol. 63(5), pages 1981-2010, May.
    12. 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.
    13. Islam, Towhidul, 2014. "Household level innovation diffusion model of photo-voltaic (PV) solar cells from stated preference data," Energy Policy, Elsevier, vol. 65(C), pages 340-350.
    14. Pfeiffer, Birte & Mulder, Peter, 2013. "Explaining the diffusion of renewable energy technology in developing countries," Energy Economics, Elsevier, vol. 40(C), pages 285-296.
    15. Montoya-Duque, Laura & Arango-Aramburo, Santiago & Arias-Gaviria, Jessica, 2022. "Simulating the effect of the Pay-as-you-go scheme for solar energy diffusion in Colombian off-grid regions," Energy, Elsevier, vol. 244(PB).
    16. Chen, Chien-fei & Li, Jiaxin & Shuai, Jing & Nelson, Hannah & Walzem, Allen & Cheng, Jinhua, 2021. "Linking social-psychological factors with policy expectation: Using local voices to understand solar PV poverty alleviation in Wuhan, China," Energy Policy, Elsevier, vol. 151(C).
    17. Franceschinis, Cristiano & Thiene, Mara & Scarpa, Riccardo & Rose, John & Moretto, Michele & Cavalli, Raffaele, 2017. "Adoption of renewable heating systems: An empirical test of the diffusion of innovation theory," Energy, Elsevier, vol. 125(C), pages 313-326.
    18. Wang, Jianjun & Liu, Fang & Li, Li & Zhang, Jian, 2022. "More than innovativeness: Comparing residents’ motivations for participating renewable energy communities in different innovation segments," Renewable Energy, Elsevier, vol. 197(C), pages 552-563.
    19. Frank M. Bass, 1969. "A New Product Growth for Model Consumer Durables," Management Science, INFORMS, vol. 15(5), pages 215-227, January.
    20. 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.
    21. Dianat, Fateme & Khodakarami, Vahid & Hosseini, Seyed-Hossein & Shakouri G, Hamed, 2022. "Combining game theory concepts and system dynamics for evaluating renewable electricity development in fossil-fuel-rich countries in the Middle East and North Africa," Renewable Energy, Elsevier, vol. 190(C), pages 805-821.
    22. Elena Tarpani & Cristina Piselli & Claudia Fabiani & Ilaria Pigliautile & Eelke J. Kingma & Benedetta Pioppi & Anna Laura Pisello, 2022. "Energy Communities Implementation in the European Union: Case Studies from Pioneer and Laggard Countries," Sustainability, MDPI, vol. 14(19), pages 1-17, October.
    23. Adisu Fanta Bate & Esther Wanjiru Wachira & Sándor Danka, 2023. "The determinants of innovation performance: an income-based cross-country comparative analysis using the Global Innovation Index (GII)," Journal of Innovation and Entrepreneurship, Springer, vol. 12(1), pages 1-27, December.
    24. Hyun, Suk & Taghizadeh-Hesary, Farhad & Shim, Hyoung Suk, 2021. "Modeling solar energy system demand using household-level data in Myanmar," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 629-639.
    25. Diego Comin & Martí Mestieri, 2018. "If Technology Has Arrived Everywhere, Why Has Income Diverged?," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 137-178, July.
    26. Philippe Aghion & Xavier Jaravel, 2015. "Knowledge Spillovers, Innovation and Growth," Economic Journal, Royal Economic Society, vol. 0(583), pages 533-573, March.
    27. 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).
    28. Jacobsson, Staffan & Lauber, Volkmar, 2006. "The politics and policy of energy system transformation--explaining the German diffusion of renewable energy technology," Energy Policy, Elsevier, vol. 34(3), pages 256-276, February.
    29. Rigo, Paula Donaduzzi & Lunardi, Gabriel Machado & Siluk, Julio Cezar Mairesse & Schneider, Paulo Schmidt & Nascimento, Felipe Moraes do & Thomasi, Virgínia & Funke, Edson, 2024. "How explain on-grid PV systems diffusion? Review and application in Brazil," Renewable Energy, Elsevier, vol. 230(C).
    30. Gosens, Jorrit & Hedenus, Fredrik & Sandén, Björn A., 2017. "Faster market growth of wind and PV in late adopters due to global experience build-up," Energy, Elsevier, vol. 131(C), pages 267-278.
    31. Vivien Kizilcec & Priti Parikh & Iwona Bisaga, 2021. "Examining the Journey of a Pay-as-You-Go Solar Home System Customer: A Case Study of Rwanda," Energies, MDPI, vol. 14(2), pages 1-26, January.
    32. 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).
    33. Andrew Westbrook & Daria Kester & Todd S Braver, 2013. "What Is the Subjective Cost of Cognitive Effort? Load, Trait, and Aging Effects Revealed by Economic Preference," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-8, July.
    34. Do, Thang Nam & Burke, Paul J. & Baldwin, Kenneth G.H. & Nguyen, Chinh The, 2020. "Underlying drivers and barriers for solar photovoltaics diffusion: The case of Vietnam," Energy Policy, Elsevier, vol. 144(C).
    35. Duan, Hongbo & Zhang, Gupeng & Wang, Shouyang & Fan, Ying, 2018. "Peer interaction and learning: Cross-country diffusion of solar photovoltaic technology," Journal of Business Research, Elsevier, vol. 89(C), pages 57-66.
    36. Diallo, Arouna & Moussa, Richard K., 2020. "The effects of solar home system on welfare in off-grid areas: Evidence from Côte d’Ivoire," Energy, Elsevier, vol. 194(C).
    37. 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.
    38. Milliou, Chrysovalantou & Petrakis, Emmanuel, 2011. "Timing of technology adoption and product market competition," International Journal of Industrial Organization, Elsevier, vol. 29(5), pages 513-523, September.
    39. Gutiérrez, R. & Nafidi, A. & Gutiérrez Sánchez, R., 2005. "Forecasting total natural-gas consumption in Spain by using the stochastic Gompertz innovation diffusion model," Applied Energy, Elsevier, vol. 80(2), pages 115-124, February.
    40. Ayoub, Martina & Geels, Frank W., 2024. "What happens after positive tipping points? A socio-technical analysis of acceleration and deceleration in solar-PV diffusion in Germany and the UK," Technological Forecasting and Social Change, Elsevier, vol. 207(C).
    41. Khandker, Shahidur R. & Barnes, Douglas F. & Samad, Hussain A., 2012. "Are the energy poor also income poor? Evidence from India," Energy Policy, Elsevier, vol. 47(C), pages 1-12.
    42. Massiani, Jérôme & Gohs, Andreas, 2015. "The choice of Bass model coefficients to forecast diffusion for innovative products: An empirical investigation for new automotive technologies," Research in Transportation Economics, Elsevier, vol. 50(C), pages 17-28.
    43. Saha, Sanjoy Kumar, 2025. "Empowering rural South Asia: Off-grid solar PV, electricity accessibility, and sustainable agriculture," Applied Energy, Elsevier, vol. 377(PC).
    44. Charlie Wilson & Arnulf Grubler, 2011. "Lessons from the history of technological change for clean energy scenarios and policies," Natural Resources Forum, Blackwell Publishing, vol. 35(3), pages 165-184, August.
    45. Wilson, Charlie, 2012. "Up-scaling, formative phases, and learning in the historical diffusion of energy technologies," Energy Policy, Elsevier, vol. 50(C), pages 81-94.
    46. Rui Baptista, 1999. "The Diffusion of Process Innovations: A Selective Review," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 6(1), pages 107-129.
    47. 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.
    48. Jinwen Qiu & Wenjian Liu & Ning Ning, 2020. "Evolution of Regional Innovation with Spatial Knowledge Spillovers: Convergence or Divergence?," Networks and Spatial Economics, Springer, vol. 20(1), pages 179-208, March.
    49. 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.
    50. Aleh Cherp & Vadim Vinichenko & Jale Tosun & Joel A. Gordon & Jessica Jewell, 2021. "National growth dynamics of wind and solar power compared to the growth required for global climate targets," Nature Energy, Nature, vol. 6(7), pages 742-754, July.
    51. Khan, Tahsina & Khanam, Shamsun Nahar & Rahman, Md Habibur & Rahman, Syed Mahbubur, 2019. "Determinants of microfinance facility for installing solar home system (SHS) in rural Bangladesh," Energy Policy, Elsevier, vol. 132(C), pages 299-308.
    52. Schilling, Melissa A. & Esmundo, Melissa, 2009. "Technology S-curves in renewable energy alternatives: Analysis and implications for industry and government," Energy Policy, Elsevier, vol. 37(5), pages 1767-1781, May.
    53. Paul Tobin, 2017. "Leaders and Laggards: Climate Policy Ambition in Developed States," Global Environmental Politics, MIT Press, vol. 17(4), pages 28-47, November.
    54. Asheim, Bjorn T. & Coenen, Lars, 2005. "Knowledge bases and regional innovation systems: Comparing Nordic clusters," Research Policy, Elsevier, vol. 34(8), pages 1173-1190, October.
    55. Gort, Michael & Klepper, Steven, 1982. "Time Paths in the Diffusion of Product Innovations," Economic Journal, Royal Economic Society, vol. 92(367), pages 630-653, September.
    56. 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).
    57. Baldwin, Elizabeth & Carley, Sanya & Nicholson-Crotty, Sean, 2019. "Why do countries emulate each others’ policies? A global study of renewable energy policy diffusion," World Development, Elsevier, vol. 120(C), pages 29-45.
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