Factors Influencing the Intention to Purchase Electric Vehicles Using an Extended TPB Model Approach
DOI:
https://doi.org/10.36555/almana.v10i1.2985Keywords:
Customer Innovativeness, Extended TPB, DSI Scale, Perceived Risk, Perceived Benefits, EV Adoption IntentionAbstract
Electric vehicles are currently being predicted to become a potential solution towards the air pollution crisis occurring in major cities, such as Bandung. This study investigates factors that influence people’s intention to purchase electric vehicles using Extended TPB approach. The method employed is a descriptive quantitative approach using Partial Least Square–Structural Equation Modeling (PLS-SEM). SmartPLS V3 purposely served as the main analytical tool. The sample population of this study consists of residents of Greater Bandung, with a sample of 137 respondents. The results of the study indicate the influence and significance of Customer Innovativeness and Perceived Benefits on EV Adoption Intention, as well as the roles of Attitude Toward EV Adoption and Perceived Behavioral Control as its mediators
References
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T
Annur, C. M. (2023). Thailand pasar kendaraan listrik terbesar di Asia Tenggara pada kuartal I-2023, Databoks. https://databoks.katadata.co.id/transportasi-logistik/statistik/b0b47f393ba469d/thailand-pasar-kendaraan-listrik-terbesar-di-asia-tenggara-pada-kuartal-i-2023 (accessed on March 20, 2025)
Block, S., Emerson, J. W., Esty, D. C., Sherbinin, A. de, & Wendling, Z. A. (2024). Environmental Performance Index. https://epi.yale.edu/downloads/2024-epi-report-20250106.pdf (accessed on March 5, 2025)
Boo, S. Y., & Tan, C. (2024). Electric vehicles adoption intention: the role of mediators using an extended TPB model. Journal of Contemporary Marketing Science. https://doi.org/10.1108/JCMARS-11-2023-0042
Buhmann, K. M., Rialp-Criado, J., & Rialp-Criado, A. (2024). Predicting consumer intention to adopt battery electric vehicles: Extending the theory of planned behavior. Sustainability, 16(3), 1284. https://doi.org/10.3390/su16031284
Chauhan, H., Pandey, A., Mishra, S., & Rai, S. K. (2021). Modeling the predictors of consumers’ online adoption intention of green products: the role of personal innovativeness and environmental drive. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-021-01337-9
Cialdini, R. B., Reno, R. R., & Kallgren, C. A. (1990). A focus theory of normative conduct: Recycling the concept of norms to reduce littering in public places. Journal of Personality and Social Psychology, 58, 1015–1026. https://doi.org/10.1037/0022-3514.58.6.1015
Cohen, J. (1992). A power primer. Psychological Bulletin, 112(1), 155–159. https://doi.org/10.1037/0033-2909.112.1.155
Dutta, B., & Hwang, H.-G. (2021). Consumers adoption intentions of green electric vehicles: The influence of consumers technological and environmental considerations. Sustainability, 13(21), 12025. https://doi.org/10.3390/su132112025
Energy Policy Institute at the University of Chicago (EPIC). (2024). Indonesia Fact Sheet. In Air Quality Life Index (AQLI). University of Chicago. https://aqli.epic.uchicago.edu/dataInsights/archive?filter=report&search=Indonesia (accessed on March 5, 2025)
Fadhlurrahman, I. (2025). Kualitas Udara Sumatera Barat Pagi Hari (22/1) Terburuk di Indonesia. In Databoks. https://databoks.katadata.co.id/layanan-konsumen-kesehatan/statistik/c257d7e307d32a5/kualitas-udara-sumatera-barat-pagi-hari-221-terburuk-di-indonesia (accessed on March 5, 2025)
Featherman, M., Jia, S., Califf, C. B., & Hajli, N. (2021). The impact of new technologies on consumers beliefs: Reducing the perceived risks of electric vehicle adoption. Technological Forecasting and Social Change, 169, 120847. https://doi.org/10.1016/j.techfore.2021.120847
Fishbein, M., & Ajzen, I. (2010). Predicting and changing behavior: The reasoned action approach. Psychology Press. https://doi.org/10.4324/9780203838020
Gaikindo. (2025, February 26). Penjualan mobil tahun 2018–2025. Kontan. https://pusatdata.kontan.co.id/infografik/43/Penjualan-Mobil-Tahun-2018-2025 (accessed on March 20, 2025)
Goldsmith, R. E., Freiden, J. B., & Eastman, J. K. (1995). The generality/specificity issue in consumer innovativeness research. Technovation, 15(10), 601–612. https://doi.org/10.1016/0166-4972(95)99328-D
Goldsmith, R. E., & Hofacker, C. F. (1991). Measuring consumer innovativeness. Journal of the Academy of Marketing Science, 19(3), 209–221. https://doi.org/10.1007/BF02726497
Gong, S., Ardeshiri, A., & Rashidi, T. H. (2020). Impact of government incentives on the market penetration of electric vehicles in Australia. Transportation Research Part D: Transport and Environment, 83, 102353. https://doi.org/10.1016/j.trd.2020.102353
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate data analysis (8th ed.). Cengage Learning.
Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A primer on partial least squares structural equation modeling (PLS-SEM (2nd ed.). SAGE Publications.
Hawkins, D. I. ., & Mothersbaugh, D. L. . (2016). Consumer behavior : building marketing strategy. McGraw-Hill Education.
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. https://doi.org/10.1007/s11747-014-0403-8
He, Z., Zhou, Y., Wang, J., Shen, W., Li, W., & Lu, W. (2022). Influence of emotion on adoption intention of electric vehicles: a comparative study of consumers with different income levels. Current Psychology, 42(25), 21704–21719. https://doi.org/10.1007/s12144-022-03253-1
Hoffmann. (2007). Diffusion of Innovations – Summary (Rogers, 2003). https://eli.johogo.com/Class/DOI.pdf
Hoque, M. E., Susanto, P., Shah, N. U., Khatimah, H., & Al Mamun, A. (2024). Does perceived behavioral control mediate customers’ innovativeness and continuance intention of e-money? The moderating role of perceived risk and e-security". International Journal of Emerging Markets, 19(12), 4481–4502. https://doi.org/10.1108/IJOEM-06-2022-0914
Javier, F. (2025). Penjualan Sepeda Motor Listrik di Indonesia. In tempo.co. https://www.tempo.co/data/data/penjualan-sepeda-motor-listrik-di-indonesia-1206246 (accessed on March 20, 2025)
Kurniawan, R., & Maulana, A. (2025, January 7). Daftar Lengkap Mobil Listrik Terlaris di Indonesia 2024. Kompas.com. https://otomotif.kompas.com/read/2025/01/17/081200415/daftar-lengkap-mobil-listrik-terlaris-di-indonesia-2024 (accessed on March 20, 2025)
Lee, K., & Greenstone, M. (2021). AIR QUALITY LIFE INDEX ® | MEMPERBARUI SEPTEMBER 2021 Polusi Udara Indonesia dan Dampaknya Terhadap Usia Harapan Hidup. aqli.epic.uchicago.edu/wp content/uploads/2019/03/Indonesia-Report.pdf (accessed on March 20, 2025)
Lee, M. C. (2009). Factors influencing the adoption of internet banking: An integration of TAM and TPB with perceived risk and perceived benefit. Electronic Commerce Research and Applications, 8(3), 130–141. https://doi.org/10.1016/j.elerap.2008.11.006
Maulina, A., Rahmawati, N. F., Ruslan, B., & Patria, Y. M. (2022). Determinants of green purchasing behavior: A scoping review. Business Review and Case Studies, 3(1), 55–62. https://doi.org/10.17358/brcs.3.1.55
Midgley, D. F., & Dowling, G. R. (1978). Innovativeness: The concept and its measurement. Journal of Consumer Research, 4(4), 229–242. https://doi.org/10.1086/208701
Nurdifa, A. R., & Rajendra, R. (2025, January 15). Menilik Tren Penjualan Mobil Hybrid 5 Tahun Terakhir dan Proyeksi 2025. Bisnis.com. https://otomotif.bisnis.com/read/20250115/275/1831996/menilik-tren-penjualan-mobil-hybrid-5-tahun-terakhir-dan-proyeksi-2025 (accessed on March 20, 2025)
Perusahaan Listrik Negara (PLN). (2025). Kesiapan Pengembangan Infrastruktur SPKLU PLN. https://gatrik.esdm.go.id/assets/uploads/download_index/files/ddde0-bahan-pln.pdf (diakses 9 Oktober 2025)
Pietrzak, K., & Pietrzak, O. (2020). Environmental effects of electromobility in a sustainable urban public transport. Sustainability, 12(3). https://doi.org/10.3390/su12031052
Pratminingsih, S. A., Munawar, F., & Rudatin, C. L. (2025). Creative tourism experience: exploring the influence of novelty-seeking, perceived coolness and servicescape on behavioral intention. Cogent Business and Management, 12(1). https://doi.org/10.1080/23311975.2024.2447906
Pravitasari, A. E., Priatama, R. A., Mulya, S. P., Rustiadi, E., Murtadho, A., Kurnia, A. A., Saizen, I., & Widodo, C. E. (2022). Local sustainability performance and its spatial interdependency in urbanizing Java Island: The case of Jakarta–Bandung mega urban region. Sustainability, 14(21), 13913. https://doi.org/10.3390/su142113913
PwC Indonesia. (2024). The road ahead: Indonesia’s electric vehicle readiness and consumer insights 2024. In PricewaterhouseCoopers. https://www.pwc.com/id/en/publications/automotive/indonesia-electric-vehicle-readiness-consumer-insights-2024.pdf (accessed on March 21, 2025)
Raharja, E. (2025, May 5). Ini alasan mobil listrik lebih diterima masyarakat dibandingkan motor listrik. Medcom.id. https://www.medcom.id/otomotif/mobil/8KyZgYvN-ini-alasan-mobil-listrik-lebih-diterima-masyarakat-dibandingkan-motor-listrik (accessed on March 20, 2025)
Rajendra, R. (2025, January 14). Segini Total Penjualan Mobil Listrik 5 Tahun Terakhir di RI. Bisnis.com. https://otomotif.bisnis.com/read/20250114/275/1831369/segini-total-penjualan-mobil-listrik-5-tahun-terakhir-di-ri (accessed on March 20, 2025)
Roehrich, G. (2004). Consumer innovativeness - Concepts and measurements. Journal of Business Research, 57(6), 671–677. https://doi.org/10.1016/S0148-2963(02)00311-9
Sekaran, U., & Bougie, R. (2016). Research methods for business: A skill-building approach (7th ed.). Wiley.
Shalender, K., & Sharma, N. (2021). Using extended theory of planned behaviour (TPB) to predict adoption intention of electric vehicles in India. Environment. Environment, Development and Sustainability, 23(1), 665–681. https://doi.org/10.1007/s10668-020-00602-7
Yang, C. W., & Ho, Y. L. (2016). Assessing carbon reduction effects toward the mode shift of green transportation system. Journal of Advanced Transportation, 50(5), 669–682. https://doi.org/10.1002/atr.1367
Yeğin, T., & Ikram, M. (2022). Analysis of consumers’ electric vehicle adoption intentions: An expansion of the theory of planned behavior. Sustainability, 14(19), 12091. https://doi.org/10.3390/su141912091
Yuan, C., Tanaka, S., Misumi, Y., Chan, S., Kim, J., & Zataka, S. (2024). EV makers to bet 20 billion on South and Southeast Asia. In S&P Global Ratings. https://www.spglobal.com/ratings/en/research/articles/241029-ev-makers-to-bet-20-billion-on-south-and-southeast-asia-13290200 (accessed on March 21, 2025)
Zang, Y., Qian, J., & Jiang, Q. (2022). Research on the Influence Mechanism of Consumers’ Purchase Intention of Electric Vehicles Based on Perceived Endorsement: A Case Study of Chinese Electric Vehicle Start-Ups. World Electric Vehicle Journal, 13(1). https://doi.org/10.3390/wevj13010019
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