Journal of Strategic Information Systems最新文献_第2页

A process model for design-oriented machine learning research in information systems 面向设计的信息系统机器学习研究流程模型

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-10-29 DOI: 10.1016/j.jsis.2024.101868

Hamed Zolbanin , Benoit Aubert

{"title":"A process model for design-oriented machine learning research in information systems","authors":"Hamed Zolbanin , Benoit Aubert","doi":"10.1016/j.jsis.2024.101868","DOIUrl":"10.1016/j.jsis.2024.101868","url":null,"abstract":"<div><div>This paper proposes a process model for design-oriented machine learning (DS-ML) research in the area of information systems (IS). As DS-ML studies become more prevalent in addressing complex business and societal challenges, there is a need for a standardized framework to conduct, communicate, and evaluate such research. We integrate elements from the design science research (DSR) process model, action design research (ADR), and the Cross Industry Standard Process for Data Mining (CRISP-DM) to develop a comprehensive Machine Learning Process Model (MLPM) tailored for academic DS-ML studies. The MLPM outlines eight key phases, including: problem identification; objective formulation; data understanding; data preparation; design, development, and refinement; evaluation; reflection and learning; and communication. We discuss the unique aspects of each phase in the context of DS-ML research and highlight the iterative nature of the process. By providing this structured approach, we aim to enhance the rigor, transparency, and comparability of DS-ML studies in IS research. This model serves as a step towards establishing consistent standards for DS-ML research, facilitating its integration into mainstream IS literature, and unlocking new opportunities for innovation and impact in the field.</div></div>","PeriodicalId":50037,"journal":{"name":"Journal of Strategic Information Systems","volume":"34 1","pages":"Article 101868"},"PeriodicalIF":8.7,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142554371","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A socio-cognitive perspective of knowledge integration in digital innovation networks 从社会认知角度看数字创新网络中的知识整合

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-10-25 DOI: 10.1016/j.jsis.2024.101871

Stephen McCarthy , Paidi O’Raghallaigh , Carol Kelleher , Frédéric Adam

{"title":"A socio-cognitive perspective of knowledge integration in digital innovation networks","authors":"Stephen McCarthy , Paidi O’Raghallaigh , Carol Kelleher , Frédéric Adam","doi":"10.1016/j.jsis.2024.101871","DOIUrl":"10.1016/j.jsis.2024.101871","url":null,"abstract":"<div><div>Digital innovation is a complex process in which actors seek to create new value pathways by combining digital resources in a layered modular architecture. While IS scholarship has a rich tradition of research on developing and implementing digital artefacts within intra-organisational contexts, our understanding of knowledge integration across distributed innovation networks is nascent and under-theorised. This is an important area of research given the rising importance of digital innovation networks and the challenges faced in integrating specialised knowledge, especially given the greater diversity, speed, reach, and scope made possible by digital technologies. Drawing on in-depth case study findings from a health IoT project involving multiple organisations and disciplines, we explore how knowledge is integrated across boundaries during the initiation stage of a digital innovation network. Our findings point to boundaries related to the digital platform’s organising vision, resource allocation, delivery roadmap, technical architecture, and intellectual property, to name but a few challenges. We then reveal five socio-cognitive modes of knowledge integration which actors strategically enact to cross syntactic, semantic, and pragmatic boundaries: <em>Signalling</em>, <em>Assembling</em>, <em>Contesting</em>, <em>Discounting</em>, and <em>Finalising</em>. The choice of mode depends on the perceived knowledge status (‘what they know’) and social status (‘who they are’) of network actors, which highlight the salience of both social <em>and</em> cognitive dependencies for knowledge integration. We further discuss the contribution of design objects for overcoming differences and distinctions between specialist actors in a digital innovation network.</div></div>","PeriodicalId":50037,"journal":{"name":"Journal of Strategic Information Systems","volume":"34 1","pages":"Article 101871"},"PeriodicalIF":8.7,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142534991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Is AI a strategic IS? Reflections and opportunities for research 人工智能是战略性基础设施服务吗？思考与研究机会

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-10-25 DOI: 10.1016/j.jsis.2024.101866

Shan-Ling Pan , Rohit Nishant , Tuure Tuunanen , Jyoti Choudrie

引用次数: 0

The complementary and substitutional effects of forced and emergent mechanisms in multisourcing 强迫机制和新兴机制在多方采购中的互补和替代效应

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-10-22 DOI: 10.1016/j.jsis.2024.101869

Eleni Lioliou , Oliver Krancher , Ilan Oshri

{"title":"The complementary and substitutional effects of forced and emergent mechanisms in multisourcing","authors":"Eleni Lioliou , Oliver Krancher , Ilan Oshri","doi":"10.1016/j.jsis.2024.101869","DOIUrl":"10.1016/j.jsis.2024.101869","url":null,"abstract":"<div><div>This paper examines the effect of forced and emergent competition- and cooperation-enhancing mechanisms on joint multisourcing performance. We draw on research on coopetition in IS multisourcing and the literature on the crowding-out effect to theorise the interplay between these mechanisms. We argue that the key to understanding whether these mechanisms complement or substitute each other lies in the distinction between forced and emergent mechanisms, as these respectively invoke either an economic or a social logic among vendors.We test these ideas through a survey study of 108 multisourcing arrangements. Our results show that while a forced competition and an emergent cooperation mechanism can individually improve joint performance inmultisourcing, the co-existence of economic and social logics results in a substitutional effect.A complementaryeffect is achieved when competition andcooperation mechanisms are of the same logic. Our study extends the existing IS outsourcingliterature by shedding light on the role of forced andemergent mechanisms, either as competition or cooperation-enhancing, in enhancingmultisourcingperformance.</div></div>","PeriodicalId":50037,"journal":{"name":"Journal of Strategic Information Systems","volume":"34 1","pages":"Article 101869"},"PeriodicalIF":8.7,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142534990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Welcome to the fourth issue of volume 33 of the Journal of Strategic Information Systems 欢迎阅读《战略信息系统期刊》第 33 卷第四期

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-10-21 DOI: 10.1016/j.jsis.2024.101867

Yolande E. Chan (JSIS Editor-in-Chief)

引用次数: 0

Digital transformation in disaster management: A literature review 灾害管理中的数字化转型：文献综述

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-10-18 DOI: 10.1016/j.jsis.2024.101865

Diana Fischer-Preßler , Dario Bonaretti , Deborah Bunker

引用次数: 0

Time to reassess data value: The many faces of data in organizations 是时候重新评估数据价值了：数据在组织中的多面性

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-10-09 DOI: 10.1016/j.jsis.2024.101863

Daisy Xu , Marta Indulska , Ida Asadi Someh , Graeme Shanks

引用次数: 0

Four roles of physicality in digital innovation: A theoretical review 物理性在数字创新中的四种作用：理论综述

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-09-30 DOI: 10.1016/j.jsis.2024.101862

Lucas Goebeler , Philipp Hukal , Xiao Xiao

引用次数: 0

The whole of cyber defense: Syncing practice and theory 整体网络防御：实践与理论同步

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-09-25 DOI: 10.1016/j.jsis.2024.101861

Kristel M. de Nobrega , Anne-F. Rutkowski , Carol Saunders

引用次数: 0

Harnessing the Potential of Artificial Intelligence: Affordances, Constraints, and Strategic Implications for Professional Services 利用人工智能的潜力：对专业服务的影响、制约因素和战略意义

IF 8.7 2区管理学

Journal of Strategic Information Systems Pub Date : 2024-09-22 DOI: 10.1016/j.jsis.2024.101864

Jiaqi Yang, Alireza Amrollahi, Mauricio Marrone

{"title":"Harnessing the Potential of Artificial Intelligence: Affordances, Constraints, and Strategic Implications for Professional Services","authors":"Jiaqi Yang, Alireza Amrollahi, Mauricio Marrone","doi":"10.1016/j.jsis.2024.101864","DOIUrl":"10.1016/j.jsis.2024.101864","url":null,"abstract":"<div><div>While Artificial Intelligence (AI) promises to transform business models and enable novel service propositions, it also ushers in intricate managerial challenges. To comprehend AI’s disruption as well as harness its potential, we conducted a developmental review of 92 scholarly works centred on financial auditing, the chosen professional service domain. Drawing on the corpus of literature, we applied the Technology Affordance and Constraints Theory (TACT) to dissect the opportunities and challenges that AI introduces to professional services. Our analysis led to conceptualising AI’s affordances and constraints for individual practitioners, firms, and professional associations within the auditing domain. Subsequently, we compared these with the affordances and constraints of typical non-AI, classic IT tools in the same domain, highlighting the disruptive essence of AI. Our findings further revealed the reciprocal and tensional relationship between AI affordances and constraints, where actualising AI affordance at the firm level may impose constraints on individual practitioners. Based on our findings, we argue for integrating AI into decision-making by practitioners, propose a dynamic view of task automation and augmentation for firms, and urge an AI-calibrated knowledge system for professional associations. This study contributes to both theory and practice, laying the foundation for a more nuanced discourse on the strategic significance of harnessing AI in professional services.</div></div>","PeriodicalId":50037,"journal":{"name":"Journal of Strategic Information Systems","volume":"33 4","pages":"Article 101864"},"PeriodicalIF":8.7,"publicationDate":"2024-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0963868724000465/pdfft?md5=9b6c570f98d4140a4e9d24abbf308139&pid=1-s2.0-S0963868724000465-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142275721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0