energy literacy; energy technologies; electric vehicles; photovoltaic panels; home energy monitoring
Abstract :
[en] As societies transition to renewable energy sources and combat climate change, understanding the factors that drive the adoption of new technologies becomes increasingly important. This paper focuses on how energy literacy—an individual’s understanding of energy concepts and technologies—affects the adoption of Electric Vehicles (EVs), Photovoltaic (PV) systems, and Home Energy Monitoring (HEM), using household-level survey data.
The logistic regression analysis reveals that an increase in energy literacy significantly boosts the probability of adopting these technologies. Specifically, a one-point rise in energy literacy increases the likelihood of adopting any of the three technologies by at least 20.2%. Notably, energy literacy has a heterogeneous impact on individual technologies, significantly enhancing EV adoption by 38.9%, while showing no statistically significant effect on PV adoption.
Our findings highlight the importance of targeted energy education in promoting specific technologies, suggesting that tailored informational campaigns could be more effective in driving the adoption of EVs and HEM.
Research center :
Interdisciplinary Centre for Security, Reliability and Trust (SnT) > FINATRAX - Digital Financial Services and Cross-organizational Digital Transformations
Disciplines :
Computer science Management information systems Microeconomics
Author, co-author :
ANDOLFI, Laura ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > FINATRAX
ORTEGA MORENO, Boris ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > FINATRAX
External co-authors :
no
Language :
English
Title :
Smart Choices: The Influence of Energy Literacy on Energy Technology Adoption
Publication date :
2024
Event name :
16th International Conference on Applied Energy
Event date :
September 1 to 5, 2024
Audience :
International
Main work title :
Energy Proceedings vol. 55
Publisher :
Scanditale AB
Peer review/Selection committee :
Peer reviewed
Focus Area :
Security, Reliability and Trust
Development Goals :
9. Industry, innovation and infrastructure
FnR Project :
FNR13342933 - Paypal-fnr Pearl Chair In Digital Financial Services, 2019 (01/01/2020-31/12/2024) - Gilbert Fridgen
This research was funded in part by the Luxembourg
National Research Fund (FNR) and PayPal, PEARL grant
reference 13342933/Gilbert Fridgen. Additionally it was
funded in part by the Luxembourg National Research
Fund (FNR), grant reference 14783405. The authors
gratefully acknowledge the financial support of Creos
Luxembourg under the research project FlexBeAn. For
the purpose of open access, and in fulfillment of the
obligations arising from the grant agreement, the author
has applied a Creative Commons Attribution 4.0 International
(CC BY 4.0) license to any Author Accepted
Manuscript version arising from this submission.
Schuitema G, Ryan L, and Aravena C. The Consumer's Role in Flexible Energy Systems: An Interdisciplinary Approach to Changing Consumers' Behavior. IEEE Power and Energy Magazine 2017 Jan; 15. Conference Name: IEEE Power and Energy Magazine:53-60. DOI: 10.1109/MPE.2016.2620658
Europe SP. EU Market Outlook for Solar Power 2023-2027-SolarPower Europe. 2022. Available from: https://www.solarpowereurope.org/insights/outlooks/eu-market-outlook-for-solar power-2023-2027/detail [Accessed on: 2024 Jul 4]
Paradies GL, Usmani OA, Lamboo S, and Brink RW van den. Falling short in 2030: Simulating batteryelectric vehicle adoption behaviour in the Netherlands. Energy Research & Social Science 2023 Mar; 97:102968. DOI: 10. 1016/j. erss. 2023. 102968. Available from: https://www.sciencedirect.com/science/article/pii/S2214629623000282 [Accessed on: 2024 Jul 12]
Spandagos C, Tovar Reaños MA, and Lynch MÁ. Public acceptance of sustainable energy innovations in the European Union: A multidimensional comparative framework for national policy. Journal of Cleaner Production 2022 Mar; 340:130721. DOI: 10. 1016/j. jclepro. 2022. 130721. Available from: https://www.sciencedirect.com/science/article/pii/S0959652622003602 [Accessed on: 2024 Jun 25]
Heiskanen E and Matschoss K. Understanding the uneven diffusion of building-scale renewable energy systems: A review of household, local and country level factors in diverse European countries. Renewable and Sustainable Energy Reviews 2017 Aug; 75:580-91. DOI: 10. 1016/j. rser. 2016. 11. 027. Available from: https://www. sciencedirect. com/science/article / pii / S136403211630764X [Accessed on: 2024 Jun 25]
Mukherjee SC and Ryan L. Factors influencing early battery electric vehicle adoption in Ireland. Renewable and Sustainable Energy Reviews 2020 Feb; 118:109504. DOI: 10.1016/j.rser.2019.109504. Available from: https://www . sciencedirect . com / science / article / pii / S1364032119307129 [Accessed on: 2024 Jun 25]
Fleiß E, Hatzl S, and Rauscher J. Smart energy technology: A survey of adoption by individuals and the enabling potential of the technologies. Technology in Society 2024 Mar; 76:102409. DOI: 10. 1016/j. techsoc. 2023. 102409. Available from: https://www.sciencedirect.com/science/article/pii/ S0160791X23002142 [Accessed on: 2024 Jun 25]
Blasch J, Filippini M, and Kumar N. Boundedly rational consumers, energy and investment literacy, and the display of information on household appliances. Resource and Energy Economics. Recent Advances in the Economic Analysis of Energy Demand-Insights for Industries and Households 2019 May; 56:39-58. DOI: 10. 1016/j. reseneeco. 2017. 06. 001. Available from: https://www.sciencedirect.com/science/article/pii/S0928765516302895 [Accessed on: 2023 Nov 21]
Blasch J, Boogen N, Daminato C, and Filippini M. Empower the Consumer! Energy-related Financial Literacy and its Implications for Economic Decision Making. Economics of Energy & Environmental Policy 2021 Apr; 10. DOI: 10. 5547/2160-5890. 10. 2. jbla. Available from: http://www.iaee.org/en/publications/eeeparticle.aspx?id=384 [Accessed on: 2023 Mar 1]
Filippini M, Kumar N, and Srinivasan S. Energyrelated financial literacy and bounded rationality in appliance replacement attitudes: evidence from Nepal. en. Environment and Development Economics 2020 Aug; 25. Publisher: Cambridge University Press:399-422. DOI: 10. 1017/S1355770X20000078. Available from: https://www.cambridge.org/core/journals/environment-and-development-economics/article/energyrelated-financial-literacyand-bounded-rationality-in-appliance replacement-attitudes-evidence-from nepal/C0B8D166EABF0C61239543037E0FA2FA [Accessed on: 2023 Mar 1]
Cha Mk, Struthers CL, Brown MA, Kale S, and Chapman O. Toward residential decarbonization: Analyzing social-psychological drivers of household co-adoption of rooftop solar, electric vehicles, and efficient HVAC systems in Georgia, U.S. Renewable Energy 2024 May; 226:120382. DOI: 10.1016/j.renene.2024.120382. Available from: https://www.sciencedirect.com/science/article/pii/S0960148124004476 [Accessed on: 2024 Jun 27]
Singh V, Singh V, and Vaibhav S. A review and simple meta-analysis of factors influencing adoption of electric vehicles. Transportation Research Part D: Transport and Environment 2020 Sep; 86:102436. DOI: 10. 1016/j. trd. 2020. 102436. Available from: https://www.sciencedirect.com/science/article/pii/ S1361920920306234 [Accessed on: 2024 Jun 29]
Kim MK, Oh J, Park JH, and Joo C. Perceived value and adoption intention for electric vehicles in Korea: Moderating effects of environmental traits and government supports. Energy 2018 Sep; 159:799-809. DOI: 10.1016/j.energy.2018.06.064. Available from: https://www . sciencedirect . com / science / article / pii / S0360544218311290 [Accessed on: 2024 Jul 5]
He X and Zhan W. How to activate moral norm to adopt electric vehicles in China? An empirical study based on extended norm activation theory. Journal of Cleaner Production 2018 Jan; 172:3546-56. DOI: 10. 1016/j. jclepro. 2017. 05. 088. Available from: https://www . sciencedirect . com / science / article / pii / S0959652617310223 Accessed on: 2024 Jul 5]
Axsen J and Kurani KS. Connecting plug-in vehicles with green electricity through consumer demand. en. Environmental Research Letters 2013 Mar; 8:014045. DOI: 10.1088/1748-9326/8/1/014045. Available from: https: / / iopscience . iop . org / article / 10.1088/1748-9326/8/1/014045 [Accessed on: 2024 Jul 5]
Ng M, Law M, and Zhang S. Predicting Purchase Intention of Electric Vehicles in Hong Kong. en. Australasian Marketing Journal 2018 Aug; 26. Publisher: SAGE Publications Ltd:272-80. DOI: 10. 1016/j. ausmj.2018.05.015. Available from: https://doi. org/10.1016/j.ausmj.2018.05.015 [Accessed on: 2024 Jul 5]
Mohamed M, Higgins C, Ferguson M, and Kanaroglou P. Identifying and characterizing potential electric vehicle adopters in Canada: A two-stage modelling approach. Transport Policy 2016 Nov; 52:100-12. DOI: 10.1016/j.tranpol.2016.07.006. Available from: https://www. sciencedirect. com/science/article/pii/S0967070X16304280 [Accessed on: 2024 Jul 5]
Kester J, Noel L, Zarazua de Rubens G, and Sovacool BK. Policy mechanisms to accelerate electric vehicle adoption: A qualitative review from the Nordic region. Renewable and Sustainable Energy Reviews 2018 Oct; 94:719-31. DOI: 10.1016/j.rser.2018.05.067. Available from: https://www.sciencedirect.com/science/article/pii/S136403211830426X [Accessed on: 2024 Jul 5]
Rezvani Z, Jansson J, and Bodin J. Advances in consumer electric vehicle adoption research: A review and research agenda. Transportation Research Part D: Transport and Environment 2015 Jan; 34:122-36. DOI: 10. 1016/j.trd.2014.10.010. Available from: https://www.sciencedirect.com/science/article/pii/S1361920914001515 [Accessed on: 2024 Jul 5]
Shakeel SR, Yousaf H, Irfan M, and Rajala A. Solar PV adoption at household level: Insights based on a systematic literature review. Energy Strategy Reviews 2023 Nov; 50:101178. DOI: 10.1016/j.esr.2023.101178. Available from: https://www.sciencedirect.com/science/article/pii/S2211467X23001281 [Accessed on: 2024 Jun 29]
Chueca E, Weiss M, Celaya R, Ravillard P, Ortega B, Tolmasquim MT, and Hallack M. Early adopters of residential solar PV distributed generation: Evidence from Brazil, Chile and Mexico. Energy for Sustainable Development 2023; 76:101284. Available from: https://www.sciencedirect.com/science/article/pii/S0973082623001412
Sigrin B, Pless J, and Drury E. Diffusion into new markets: evolving customer segments in the solar photovoltaics market. en. Environmental Research Letters 2015 Aug; 10. Publisher: IOP Publishing:084001. DOI: 10.1088/1748-9326/10/8/084001. Available from: https://dx.doi.org/10.1088/1748-9326/10/8/084001 [Accessed on: 2024 Jul 5]
Kowalska-Pyzalska A. An Empirical Analysis of Green Electricity Adoption Among Residential Consumers in Poland. en. Sustainability 2018 Jul; 10. Number: 7 Publisher: Multidisciplinary Digital Publishing Institute:2281. DOI: 10. 3390/su10072281. Available from: https://www. mdpi. com/2071-1050/10/7/2281 [Accessed on: 2024 Jul 5]
Bashiri A and Alizadeh SH. The analysis of demographics, environmental and knowledge factors affecting prospective residential PV system adoption: A study in Tehran. Renewable and Sustainable Energy Reviews 2018 Jan; 81:3131-9. DOI: 10. 1016/j. rser. 2017. 08. 093. Available from: https://www. sciencedirect. com/science/article/pii/S1364032117312376 [Accessed on: 2024 Jul 5]
Zander KK, Simpson G, Mathew S, Nepal R, and Garnett ST. Preferences for and potential impacts of financial incentives to install residential rooftop solar photovoltaic systems in Australia. Journal of Cleaner Production 2019 Sep; 230:328-38. DOI: 10. 1016/j. jclepro.2019.05.133. Available from: https://www.sciencedirect.com/science/article/pii/S0959652619316592 [Accessed on: 2024 Jul 5]
Yuan X, Zuo J, and Ma C. Social acceptance of solar energy technologies in China-End users' perspective. Energy Policy 2011 Mar; 39:1031-6. DOI: 10.1016/j.enpol.2011.01.003. Available from: https://www.sciencedirect.com/science/article/pii/S0301421511000139 [Accessed on: 2024 Jul 5]
Lin B and Kaewkhunok S. The role of socio-Culture in the solar power adoption: The inability to reach government policies of marginalized groups. Renewable and Sustainable Energy Reviews 2021 Jul; 144:111035. DOI: 10.1016/j.rser.2021.111035. Available from: https://www. sciencedirect. com/science/article/pii/S1364032121003257 [Accessed on: 2024 Jul 5]
Jayaweera N, Jayasinghe CL, and Weerasinghe SN. Local factors affecting the spatial diffusion of residential photovoltaic adoption in Sri Lanka. Energy Policy 2018 Aug; 119:59-67. DOI: 10.1016/j.enpol.2018.04. 017. Available from: https://www.sciencedirect. com/science/article/pii/S0301421518302325 [Accessed on: 2024 Jul 5]
Kwan CL. Influence of local environmental, social, economic and political variables on the spatial distribution of residential solar PV arrays across the United States. Energy Policy 2012 Aug; 47:332-44. DOI: 10. 1016/j.enpol.2012.04.074. Available from: https://www.sciencedirect.com/science/article/pii/S0301421512003795 [Accessed on: 2024 Jul 5]
Schelly C. Residential solar electricity adoption: What motivates, and what matters? A case study of early adopters. Energy Research & Social Science 2014 Jun; 2:183-91. DOI: 10.1016/j.erss.2014.01.001. Available from: https://www.sciencedirect.com/science/article/pii/S2214629614000024 [Accessed on: 2024 Jul 5]
Palm A. Early adopters and their motives: Differences between earlier and later adopters of residential solar photovoltaics. Renewable and Sustainable Energy Reviews 2020 Nov; 133:110142. DOI: 10.1016/j. rser. 2020. 110142. Available from: https://www.sciencedirect.com/science/article/pii/S1364032120304330 [Accessed on: 2024 Jul 5]
Faruqui A, Sergici S, and Sharif A. The impact of informational feedback on energy consumption-A survey of the experimental evidence. Energy. Demand Response Resources: the US and International Experience 2010 Apr; 35:1598-608. DOI: 10. 1016/j. energy. 2009. 07. 042. Available from: https://www. sciencedirect. com/science/article/pii/S0360544209003387 [Accessed on: 2024 Jul 5]
Vine D, Buys L, and Morris P. The Effectiveness of Energy Feedback for Conservation and Peak Demand: A Literature Review. en. Open Journal of Energy Efficiency 2013 Mar; 2. Number: 1 Publisher: Scientific Research Publishing:7-15. DOI: 10. 4236/ojee. 2013. 21002. Available from: https://www.scirp.org/journal/paperinformation?paperid=28957 [Accessed on: 2024 Jul 5]
Paneru CP and Tarigan AKM. Reviewing the impacts of smart energy applications on energy behaviours in Norwegian households. Renewable and Sustainable Energy Reviews 2023 Sep; 183:113511. DOI: 10.1016/j. rser. 2023. 113511. Available from: https://www.sciencedirect.com/science/article/pii/S1364032123003684 [Accessed on: 2024 Jul 5]
Energy UD of. Energy Literacy: Essential Principles and Fundamental Concepts for Energy Education. 2017
Dewaters J and Powers S. Establishing Measurement Criteria for an Energy Literacy Questionnaire. The Journal of Environmental Education 2013 Jan; 44:38- 55. DOI: 10.1080/00958964.2012.711378
Asmare F, Giedraitis V, Jaraite J, and Kazukauskas A. Energy-Related Financial Literacy and Retrofits of SovietEra Apartment Buildings: The Case of Lithuania. en. SSRN Scholarly Paper. Rochester, NY, 2022 May. DOI: 10.2139/ssrn.4105003. Available from: https://papers.ssrn.com/abstract=4105003 [Accessed on: 2023 Nov 21]
Ruokamo E, Kopsakangas-Savolainen M, Meriläinen T, and Svento R. Towards flexible energy demand - Preferences for dynamic contracts, services and emissions reductions. Energy Economics 2019 Oct; 84:104522. DOI: 10.1016/j.eneco.2019.104522. Available from: https://www.sciencedirect.com/science/article/pii/S0140988319303111 [Accessed on: 2024 May 3]
Dütschke E and Paetz AG. Dynamic electricity pricing-Which programs do consumers prefer? Energy Policy 2013; 59. Publisher: Elsevier:226-34. Available from: https://econpapers. repec. org/article/eeeenepol/v_3a59_3ay_3a2013_3ai_3ac_3ap_ 3a226-234.htm [Accessed on: 2024 Mar 21]
Andolfi L, Marxen H, and Frank M. Are You Flexible Enough? The Impact of Energy Literacy and Environmental Values on Flexibility Provision. 2024 20th International Conference on the European Energy Market (EEM) 2024; Forthcoming
Grand Duchy of Luxembourg G of the. LUXEMBOURG'S INTEGRATED NATIONAL ENERGY AND CLIMATE PLAN FOR 2021-2030. 2020
Ortega Moreno B and Andolfi L. Digitalizing Whom? On the Early Adopters of Smart Energy Technology. IAEE Energy Forum 2024; Second Quarter 2024 (Forthcoming)
El Gohary F, Nordin M, Juslin P, and Bartusch C. Evaluating user understanding and exposure effects of demand-based tariffs. eng. Renewable & sustainable energy reviews 2022; 155. Available from: http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva466106 [Accessed on: 2023 Feb 16]
Podsakoff PM, MacKenzie SB, Lee JY, and Podsakoff NP. Common method biases in behavioral research: A critical review of the literature and recommended remedies. en. Journal of Applied Psychology 2003; 88:879- 903. DOI: 10.1037/0021-9010.88.5.879. Available from: http://doi.apa.org/getdoi.cfm?doi=10. 1037/0021-9010.88.5.879 [Accessed on: 2024 Jul 3]
Eurostat. Stock of electric vehicles by category and NUTS 2 regions. 2024. Available from: https://ec. europa.eu/eurostat/databrowser/view/tran_ r_elvehst__custom_11945474/default/table? lang=en [Accessed on: 2024 Jun 25]
Hajhashemi E, Sauri Lavieri P, and Nassir N. Modelling interest in co-adoption of electric vehicles and solar photovoltaics in Australia to identify tailored policy needs. en. Scientific Reports 2024 Apr; 14. Publisher: Nature Publishing Group:9422. DOI: 10.1038/s41598024-59318-7. Available from: https://www.nature. com/articles/s41598-024-59318-7 [Accessed on: 2024 Jul 12]
Cramer JS. Logit Models from Economics and Other Fields. Cambridge: Cambridge University Press, 2003. Available from: https://books.google.lu/books? hl = en & lr = &id = 1Od2d72pPXUC & oi = fnd & pg = PR7 & dq = Logit + Models + from + Economics + and + Other + Fields & ots = D49zoPYBy-&sig = 96c uGTHlgmqa678HWIQI-0M7dw & redir _ esc = y # v = onepage&q&f=false