The intention to adopt photovoltaic systems: integrating behavioral theories with mediation-moderation analysis

IF 2.1 4区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL
Yang Jun , Manzar Rehman , Tong Zelin , Talib Hussain , Sajjad Hussain
{"title":"The intention to adopt photovoltaic systems: integrating behavioral theories with mediation-moderation analysis","authors":"Yang Jun ,&nbsp;Manzar Rehman ,&nbsp;Tong Zelin ,&nbsp;Talib Hussain ,&nbsp;Sajjad Hussain","doi":"10.1016/j.actpsy.2025.105027","DOIUrl":null,"url":null,"abstract":"<div><div>The swift advancement of photovoltaic (PV) technology, coupled with the increasing emphasis on sustainable energy solutions, has generated interest in understanding the factors that influence consumers' choices to purchase PV systems. This research aims to identify key areas where the intention to acquire photovoltaic systems might be improved. The purchasing intention of Photovoltaic systems is influenced by various individual theories, including the Theory of Planned Behavior, the Model of Technology Acceptance (TAM), and the Theory of the Diffusion of Innovations (DOI). The data we collected came from an online survey that was distributed in May 2024 to a cohort of 1200 persons who are members of a paid panel managed by <span><span>Credamo.com</span><svg><path></path></svg></span>. The eligible participants were limited to individuals who owned homes in China and did not have solar panels. We use Amos and SPSS for data analysis. We choose China since it is one of the major RPV marketplaces globally, offering numerous purchasing opportunities. Since most of the study on China's adoption of PV systems has been theoretical and not cumulative, an additional purpose is to establish a foundation for future research endeavors. The present study introduces a comprehensive framework that aims to explain consumer interest in residential photovoltaics by incorporating aspects from Technology Acceptance Model, Theory of Planned Behavior, and Diffusion of Innovation. The study results demonstrate a robust and favorable impact of the Theory of Planned Behavior, the Technological Acceptance Model, and the Diffusion of Innovations on the intention to purchase photovoltaic systems. As anticipated by the DOI (Diffusion of Innovation) theory, the findings indicate that the innovativeness of DOI is positively associated with the inclination to engage in discussions about a potential purchase of a photovoltaic (PV) system. The results indicate that both the total effect and direct effect are statistically significant (S.E: 0.276, P: 0.000) accounting for 34 % of the overall contribution. Consumer novelty seeking had a significant beneficial impact on interest and also had favorable indirect impacts through perceived relative advantage. The TPB variables explained 31 % of the variance in interest, taking into account household limitations. The inclusion of social curiosity in the model revealed that the belief in the personal benefits of solar panels had the most powerful direct and overall impact on interest. This was demonstrated by the significant (S.E: 0.313, P: 0.000) direct and total effect on the intention to purchase a PV system for household use. The analytical findings demonstrate a direct and favorable relationship between the Technology Acceptance Model, also known as the TAM, and the intention to acquire photovoltaic (PV) systems in China. The findings demonstrate a 35 % variation and emphasize the significance (S.E: 0.070, P: 0.000) of improving the perceived simplicity of use and perceived usefulness of PV systems in order to encourage customer adoption.</div></div>","PeriodicalId":7141,"journal":{"name":"Acta Psychologica","volume":"256 ","pages":"Article 105027"},"PeriodicalIF":2.1000,"publicationDate":"2025-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Acta Psychologica","FirstCategoryId":"102","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0001691825003403","RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PSYCHOLOGY, EXPERIMENTAL","Score":null,"Total":0}
引用次数: 0

Abstract

The swift advancement of photovoltaic (PV) technology, coupled with the increasing emphasis on sustainable energy solutions, has generated interest in understanding the factors that influence consumers' choices to purchase PV systems. This research aims to identify key areas where the intention to acquire photovoltaic systems might be improved. The purchasing intention of Photovoltaic systems is influenced by various individual theories, including the Theory of Planned Behavior, the Model of Technology Acceptance (TAM), and the Theory of the Diffusion of Innovations (DOI). The data we collected came from an online survey that was distributed in May 2024 to a cohort of 1200 persons who are members of a paid panel managed by Credamo.com. The eligible participants were limited to individuals who owned homes in China and did not have solar panels. We use Amos and SPSS for data analysis. We choose China since it is one of the major RPV marketplaces globally, offering numerous purchasing opportunities. Since most of the study on China's adoption of PV systems has been theoretical and not cumulative, an additional purpose is to establish a foundation for future research endeavors. The present study introduces a comprehensive framework that aims to explain consumer interest in residential photovoltaics by incorporating aspects from Technology Acceptance Model, Theory of Planned Behavior, and Diffusion of Innovation. The study results demonstrate a robust and favorable impact of the Theory of Planned Behavior, the Technological Acceptance Model, and the Diffusion of Innovations on the intention to purchase photovoltaic systems. As anticipated by the DOI (Diffusion of Innovation) theory, the findings indicate that the innovativeness of DOI is positively associated with the inclination to engage in discussions about a potential purchase of a photovoltaic (PV) system. The results indicate that both the total effect and direct effect are statistically significant (S.E: 0.276, P: 0.000) accounting for 34 % of the overall contribution. Consumer novelty seeking had a significant beneficial impact on interest and also had favorable indirect impacts through perceived relative advantage. The TPB variables explained 31 % of the variance in interest, taking into account household limitations. The inclusion of social curiosity in the model revealed that the belief in the personal benefits of solar panels had the most powerful direct and overall impact on interest. This was demonstrated by the significant (S.E: 0.313, P: 0.000) direct and total effect on the intention to purchase a PV system for household use. The analytical findings demonstrate a direct and favorable relationship between the Technology Acceptance Model, also known as the TAM, and the intention to acquire photovoltaic (PV) systems in China. The findings demonstrate a 35 % variation and emphasize the significance (S.E: 0.070, P: 0.000) of improving the perceived simplicity of use and perceived usefulness of PV systems in order to encourage customer adoption.
采用光伏系统的意向:将行为理论与中介-调节分析相结合
光伏(PV)技术的迅速发展,加上对可持续能源解决方案的日益重视,使人们对了解影响消费者选择购买光伏系统的因素产生了兴趣。这项研究的目的是确定购买光伏系统的意图可能得到改善的关键领域。光伏系统的购买意愿受到多种个体理论的影响,包括计划行为理论、技术接受模型(TAM)和创新扩散理论(DOI)。我们收集的数据来自于一项在线调查,该调查于2024年5月分发给了由Credamo.com管理的付费小组的1200名成员。符合条件的参与者仅限于在中国拥有住房且没有太阳能电池板的个人。我们使用Amos和SPSS进行数据分析。我们之所以选择中国,是因为它是全球主要的RPV市场之一,提供了大量的采购机会。由于大多数关于中国采用光伏系统的研究都是理论性的,而不是累积性的,因此另一个目的是为未来的研究工作奠定基础。本研究引入了一个综合框架,旨在通过结合技术接受模型、计划行为理论和创新扩散等方面来解释消费者对住宅光伏发电的兴趣。研究结果表明,计划行为理论、技术接受模型和创新扩散对光伏系统购买意愿有显著的正向影响。正如DOI(创新扩散)理论所预测的那样,研究结果表明DOI的创新性与参与讨论潜在购买光伏(PV)系统的倾向呈正相关。结果表明,总效应和直接效应均具有统计学显著性(S.E: 0.276, P: 0.000),占总贡献的34%。消费者求新对兴趣产生了显著的有利影响,并通过感知相对优势产生了有利的间接影响。考虑到家庭限制,TPB变量解释了31%的利息差异。将社会好奇心纳入模型显示,相信太阳能电池板的个人利益对兴趣有最强大的直接和全面的影响。这可以通过显著(标准差:0.313,P: 0.000)直接和总影响购买光伏系统供家庭使用的意愿来证明。分析结果表明,技术接受模型(TAM)与在中国收购光伏系统的意愿之间存在直接和有利的关系。研究结果显示了35%的差异,并强调了提高光伏系统的易用性和实用性的重要性(标准差:0.070,P: 0.000),以鼓励客户采用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Acta Psychologica
Acta Psychologica PSYCHOLOGY, EXPERIMENTAL-
CiteScore
3.00
自引率
5.60%
发文量
274
审稿时长
36 weeks
期刊介绍: Acta Psychologica publishes original articles and extended reviews on selected books in any area of experimental psychology. The focus of the Journal is on empirical studies and evaluative review articles that increase the theoretical understanding of human capabilities.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信