{"title":"使用文本到图像生成人工智能(AI)驱动用户行为和价值创造的因素:系统理论视角","authors":"Chih-Lung Hung , Jen-Her Wu , Po-Chuen Chiang , Qi Li , Yi-Cheng Chen","doi":"10.1016/j.techsoc.2025.103005","DOIUrl":null,"url":null,"abstract":"<div><div>The rise of image-generative AI has made it a crucial tool for image creators, gaining popularity in fields such as cartography, design, and photography. As users increasingly rely on AI for image creation, understanding the factors that drive user value becomes essential. Drawing on systems theory, this study proposes a conceptual framework to examine the relationships among integration effort, compatibility, synergy, and value creation. Data from 531 AI image creators supported our hypotheses, revealing that: (1) integration effort significantly enhances both compatibility and synergy; (2) compatibility positively influences synergy; (3) synergy directly and positively impacts user value creation; and (4) synergy serves as a critical mediator in the relationships between the two enablers—compatibility and integration effort—and user value creation, with compatibility also partially mediating the link between integration effort and synergy. These results extend systems theory by integrating it more deeply with the resource-based view and highlighting synergy as a pivotal factor that not only directly drives user value creation but also mediates the effects of compatibility and integration effort. Furthermore, the study empirically confirms that user value can be conceptualized through three key constructs: efficiency, effectiveness, and innovation.</div></div>","PeriodicalId":47979,"journal":{"name":"Technology in Society","volume":"83 ","pages":"Article 103005"},"PeriodicalIF":12.5000,"publicationDate":"2025-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Factors driving user behavior and value creation with text-to-image generative artificial intelligence (AI): A systems theory perspective\",\"authors\":\"Chih-Lung Hung , Jen-Her Wu , Po-Chuen Chiang , Qi Li , Yi-Cheng Chen\",\"doi\":\"10.1016/j.techsoc.2025.103005\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The rise of image-generative AI has made it a crucial tool for image creators, gaining popularity in fields such as cartography, design, and photography. As users increasingly rely on AI for image creation, understanding the factors that drive user value becomes essential. Drawing on systems theory, this study proposes a conceptual framework to examine the relationships among integration effort, compatibility, synergy, and value creation. Data from 531 AI image creators supported our hypotheses, revealing that: (1) integration effort significantly enhances both compatibility and synergy; (2) compatibility positively influences synergy; (3) synergy directly and positively impacts user value creation; and (4) synergy serves as a critical mediator in the relationships between the two enablers—compatibility and integration effort—and user value creation, with compatibility also partially mediating the link between integration effort and synergy. These results extend systems theory by integrating it more deeply with the resource-based view and highlighting synergy as a pivotal factor that not only directly drives user value creation but also mediates the effects of compatibility and integration effort. Furthermore, the study empirically confirms that user value can be conceptualized through three key constructs: efficiency, effectiveness, and innovation.</div></div>\",\"PeriodicalId\":47979,\"journal\":{\"name\":\"Technology in Society\",\"volume\":\"83 \",\"pages\":\"Article 103005\"},\"PeriodicalIF\":12.5000,\"publicationDate\":\"2025-06-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Technology in Society\",\"FirstCategoryId\":\"90\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0160791X25001952\",\"RegionNum\":1,\"RegionCategory\":\"社会学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"SOCIAL ISSUES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Technology in Society","FirstCategoryId":"90","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0160791X25001952","RegionNum":1,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"SOCIAL ISSUES","Score":null,"Total":0}
Factors driving user behavior and value creation with text-to-image generative artificial intelligence (AI): A systems theory perspective
The rise of image-generative AI has made it a crucial tool for image creators, gaining popularity in fields such as cartography, design, and photography. As users increasingly rely on AI for image creation, understanding the factors that drive user value becomes essential. Drawing on systems theory, this study proposes a conceptual framework to examine the relationships among integration effort, compatibility, synergy, and value creation. Data from 531 AI image creators supported our hypotheses, revealing that: (1) integration effort significantly enhances both compatibility and synergy; (2) compatibility positively influences synergy; (3) synergy directly and positively impacts user value creation; and (4) synergy serves as a critical mediator in the relationships between the two enablers—compatibility and integration effort—and user value creation, with compatibility also partially mediating the link between integration effort and synergy. These results extend systems theory by integrating it more deeply with the resource-based view and highlighting synergy as a pivotal factor that not only directly drives user value creation but also mediates the effects of compatibility and integration effort. Furthermore, the study empirically confirms that user value can be conceptualized through three key constructs: efficiency, effectiveness, and innovation.
期刊介绍:
Technology in Society is a global journal dedicated to fostering discourse at the crossroads of technological change and the social, economic, business, and philosophical transformation of our world. The journal aims to provide scholarly contributions that empower decision-makers to thoughtfully and intentionally navigate the decisions shaping this dynamic landscape. A common thread across these fields is the role of technology in society, influencing economic, political, and cultural dynamics. Scholarly work in Technology in Society delves into the social forces shaping technological decisions and the societal choices regarding technology use. This encompasses scholarly and theoretical approaches (history and philosophy of science and technology, technology forecasting, economic growth, and policy, ethics), applied approaches (business innovation, technology management, legal and engineering), and developmental perspectives (technology transfer, technology assessment, and economic development). Detailed information about the journal's aims and scope on specific topics can be found in Technology in Society Briefings, accessible via our Special Issues and Article Collections.