{"title":"通过负责任的创新确定数字领导在培育竞争优势中的作用:sem -神经网络方法","authors":"Khalid Rasheed Memon, Say Keat Ooi","doi":"10.1016/j.techsoc.2023.102399","DOIUrl":null,"url":null,"abstract":"<div><p><span>Contemporary research suggests that digital leadership (DL) plays a pivotal role in harnessing digital transformation to drive digital development, impacting organisations, society, and the environment. Nonetheless, empirical studies on the role of DL in fostering responsible innovation (RI) for a competitive advantage (CA) remain scarce despite its significance. Drawing on the upper echelons theory, this research examines how DL, operationalised as a reflective-formative higher-order construct, influences CA with RI as the mediator and social orientation (SO) as the moderator. Data were gathered through an online survey from 150 innovative firms, and a dual-stage analysis, combining Partial Least Squares Structural Equation Modelling (PLS-SEM) and Artificial </span>Neural Network (ANN) techniques, was performed. The PLS results indicated that DL positively influences RI, which in turn, positively contributes to CA. Additionally, SO strengthens the link between DL and RI. The subsequent ANN analysis, in alignment with the PLS findings, predicted that the role of “digital innovator” holds the greatest significance, followed by the “digital manager” and “digital enabler” roles within the spectrum of DL. Overall, these findings hold substantial implications for the fields of leadership and RI within digital organisations, shedding light on the crucial relationship between DL, RI, SO and CA.</p></div>","PeriodicalId":47979,"journal":{"name":"Technology in Society","volume":"75 ","pages":"Article 102399"},"PeriodicalIF":10.1000,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Identifying digital leadership's role in fostering competitive advantage through responsible innovation: A SEM-Neural Network approach\",\"authors\":\"Khalid Rasheed Memon, Say Keat Ooi\",\"doi\":\"10.1016/j.techsoc.2023.102399\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p><span>Contemporary research suggests that digital leadership (DL) plays a pivotal role in harnessing digital transformation to drive digital development, impacting organisations, society, and the environment. Nonetheless, empirical studies on the role of DL in fostering responsible innovation (RI) for a competitive advantage (CA) remain scarce despite its significance. Drawing on the upper echelons theory, this research examines how DL, operationalised as a reflective-formative higher-order construct, influences CA with RI as the mediator and social orientation (SO) as the moderator. Data were gathered through an online survey from 150 innovative firms, and a dual-stage analysis, combining Partial Least Squares Structural Equation Modelling (PLS-SEM) and Artificial </span>Neural Network (ANN) techniques, was performed. The PLS results indicated that DL positively influences RI, which in turn, positively contributes to CA. Additionally, SO strengthens the link between DL and RI. The subsequent ANN analysis, in alignment with the PLS findings, predicted that the role of “digital innovator” holds the greatest significance, followed by the “digital manager” and “digital enabler” roles within the spectrum of DL. Overall, these findings hold substantial implications for the fields of leadership and RI within digital organisations, shedding light on the crucial relationship between DL, RI, SO and CA.</p></div>\",\"PeriodicalId\":47979,\"journal\":{\"name\":\"Technology in Society\",\"volume\":\"75 \",\"pages\":\"Article 102399\"},\"PeriodicalIF\":10.1000,\"publicationDate\":\"2023-11-01\",\"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/S0160791X2300204X\",\"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/S0160791X2300204X","RegionNum":1,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"SOCIAL ISSUES","Score":null,"Total":0}
Identifying digital leadership's role in fostering competitive advantage through responsible innovation: A SEM-Neural Network approach
Contemporary research suggests that digital leadership (DL) plays a pivotal role in harnessing digital transformation to drive digital development, impacting organisations, society, and the environment. Nonetheless, empirical studies on the role of DL in fostering responsible innovation (RI) for a competitive advantage (CA) remain scarce despite its significance. Drawing on the upper echelons theory, this research examines how DL, operationalised as a reflective-formative higher-order construct, influences CA with RI as the mediator and social orientation (SO) as the moderator. Data were gathered through an online survey from 150 innovative firms, and a dual-stage analysis, combining Partial Least Squares Structural Equation Modelling (PLS-SEM) and Artificial Neural Network (ANN) techniques, was performed. The PLS results indicated that DL positively influences RI, which in turn, positively contributes to CA. Additionally, SO strengthens the link between DL and RI. The subsequent ANN analysis, in alignment with the PLS findings, predicted that the role of “digital innovator” holds the greatest significance, followed by the “digital manager” and “digital enabler” roles within the spectrum of DL. Overall, these findings hold substantial implications for the fields of leadership and RI within digital organisations, shedding light on the crucial relationship between DL, RI, SO and CA.
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.