Roles of Technological Knowledge and Self-Efficacy in Influencing Consumer Adoption of Smart Grid Technologies: A Path Analysis

With the help of various smart energy technologies, consumers are envisioned to become active participants in the energy systems of the future. However, the lack of knowledge and confidence among the public pose significant barriers to the widespread adoption of many smart grid technologies. This study investigates the relationships between technological knowledge, self-efficacy and consumer adoption of smart grid technologies. We conducted an online survey of Finnish households and analyzed the data using structural equation modeling. We examined the direct effects of knowledge and self-efficacy, the mediating role of self-efficacy and the extent to which sociodemographic factors of age, gender and level of education may influence these study variables. Our results show that both technological knowledge and self-efficacy positively influence the adoption of smart grid technologies and that the effect of knowledge is partially mediated by self-efficacy. We also found significant relationships between sociodemographic factors and the main study variables.

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Publication Details

Journal
Environment and Behavior
Published
2026-02-19
DOI
https://doi.org/10.1177/00139165261419601
Primary Topic
Social Acceptance of Renewable Energy
Type
article
Field-Weighted Citation Impact
0.00
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article

Roles of Technological Knowledge and Self-Efficacy in Influencing Consumer Adoption of Smart Grid Technologies: A Path Analysis

Samuli Honkapuro, Annika Wolff, Salla Annala, Petteri Siitonen
Environment and Behavior
Social Acceptance of Renewable Energy
article

Roles of Technological Knowledge and Self-Efficacy in Influencing Consumer Adoption of Smart Grid Technologies: A Path Analysis

Samuli Honkapuro, Annika Wolff, Salla Annala, Petteri Siitonen
article en

Abstract

With the help of various smart energy technologies, consumers are envisioned to become active participants in the energy systems of the future. However, the lack of knowledge and confidence among the public pose significant barriers to the widespread adoption of many smart grid technologies. This study investigates the relationships between technological knowledge, self-efficacy and consumer adoption of smart grid technologies. We conducted an online survey of Finnish households and analyzed the data using structural equation modeling. We examined the direct effects of knowledge and self-efficacy, the mediating role of self-efficacy and the extent to which sociodemographic factors of age, gender and level of education may influence these study variables. Our results show that both technological knowledge and self-efficacy positively influence the adoption of smart grid technologies and that the effect of knowledge is partially mediated by self-efficacy. We also found significant relationships between sociodemographic factors and the main study variables.

Environment and BehaviorVol. 58(3)
Lappeenranta-Lahti University of Technology (FI)
Openalex Percentile: Top 56%
Social Acceptance of Renewable Energy
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Roles of Technological Knowledge and Self-Efficacy in Influencing Consumer Adoption of Smart Grid Technologies: A Path Analysis — Samuli Honkapuro, Annika Wolff, et al. · Environment and Behavior (2026) | TGRS Research Map | TGRS