[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-124753-en":3,"doc-seo-124753-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},124753,1649267921044,"Ava Thompson","https://us-avatar.wpscdn.com/avatar/1800007509477c92dfb?_k=1782875107921204101",8,"Research & Report","Machine Learning System Development in Information Systems Development Praxis - Research paper","Advancements in hardware and software have made machine learning (ML) essential components within many information systems. This motivates research into how ML development practices are integrated into, and assessed within, software companies’ information systems development (ISD) work. The study uses expert interviews with software and ML professionals, structured around ISD models as cognitive frameworks. Practice-theory analysis reveals how ML development reshapes these models, including adoption of developer-driven conceptual frameworks such as DevOps and MLOps, and evolving developer roles.","Communications of the Association for Information Systems  \n\n| Volume 54 | Paper in press |\n| --- | --- |\n| 2024\u003Cbr>Machine Learning System Development in Information Systems Development Praxis\u003Cbr>Samuli Laato\u003Cbr>University of Turku, Tampere University\u003Cbr>Matti Minkkinen University of Turku\u003Cbr>Matti Mäntymäki University of Turku\u003Cbr>Denis Dennehy Swansea University\u003Cbr>Follow this and additional works at: [https://aisel.aisnet.org/cais](https://aisel.aisnet.org/cais) |  |\n\nRecommended Citation  \nLaato, S., Minkkinen, M., Mäntymäki, M., & Dennehy, D. (in press) . Machine Learning System Development in Information Systems Development Praxis. Communications of the Association for Information Systems, 54, pp-pp. Retrieved from [https://aisel.aisnet.org/cais/vol54/iss1/10](https://aisel.aisnet.org/cais/vol54/iss1/10)  \n[This material is brought to you by the AIS Journals at AIS Electronic Library](This material is brought to you by the AIS Journals at AIS Electronic Library) ([AISeL](AISeL)) . It has been accepted for inclusion in Communications of the Association for Information Systems by an authorized administrator of AIS Electronic Library (AISeL) . For more information, please [contact](contact elibrary@aisnet.org)[ elibrary@aisnet.org](contact elibrary@aisnet.org).  \nAccepted Manuscript  \nMachine Learning System Development in Information Systems Development  \nPraxis  \nSamuli Laato  \nInformation Systems Science University of Turku Faculty of Information Technology Communication Sciences Tampere University 0000-0003-4285-0073  \nMatti Minkkinen  \nInformation Systems Science University of Turku 0000-0002-6406-8093  \nMatti Mäntymäki  \nInformation Systems Science University of Turku 0000-0002-1981-566X  \nDenis Dennehy  \nSchool of Management Swansea University 0000-0001-9931-762X  \nPlease cite this article as: Laato , S. , Minkkinen, M. , Mäntymäki , M. , & Dennehy , D. (in press) . Machine Learning System Development in Information Systems Development Praxis. Communications of the Association for Information Systems.  \nThis is a PDF file of an unedited manuscript that has been accepted for publication in the Communications of the Association for Information Systems. We are providing this early version of the manuscript to allow for expedited dissemination to interested readers. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered , which could affect the content. All legal disclaimers that apply to the Communications of the Association for Information Systems pertain. For a definitive version of this work, please check for its appearance online at [http://aisel.aisnet.org/cais/](http://aisel.aisnet.org/cais/) .  \nMachine Learning System Development in Information Systems Development Praxis  \nSamuli Laato  \nInformation Systems Science University of Turku Faculty of Information Technology Communication Sciences Tampere University 0000-0003-4285-0073  \nMatti Minkkinen  \nInformation Systems Science University of Turku 0000-0002-6406-8093  \nMatti Mäntymäki  \nInformation Systems Science University of Turku 0000-0002-1981-566X  \nDenis Dennehy  \nSchool of Management Swansea University 0000-0001-9931-762X  \nAbstract:  \nAdvancements in hardware and software have propelled machine learning (ML) solutions to become vital components of numerous information systems. This calls for research on the integration and evaluation of ML development practices within software companies. To investigate these issues, we conducted expert interviews with software and ML professionals. We structured the interviews around information systems development (ISD) models, which serve as conceptual frameworks that guide stakeholders throughout software projects. Using practice theory, we analyzed how software professionals perceive ML development within the context of ISD models and identified themes that characterize the","cbCaio7DD7dI0mxK","https://ap.wps.com/l/cbCaio7DD7dI0mxK","pdf",940656,1,25,"English","en",105,"# Introduction\n## Information systems development models and their role\n## Motivation and research focus\n# Method\n## Expert interviews\n## Practice-theory analysis within ISD models\n# Findings\n## Adoption of DevOps/MLOps as shared frameworks\n## Shifts in developer roles and ML tool adoption\n## Ongoing practice-driven incorporation of ML into ISD models\n# Conclusion","[{\"question\":\"What problem does the study address about machine learning in information systems development?\",\"answer\":\"It examines how ML development practices are integrated into and evaluated within software companies’ information systems development (ISD) efforts.\"},{\"question\":\"How was the research conducted?\",\"answer\":\"The authors conducted expert interviews with software and ML professionals and organized the discussion around ISD models.\"},{\"question\":\"What key themes were found in how professionals view ML development?\",\"answer\":\"The study identifies transformative effects on ISD models, including broader adoption of DevOps and MLOps and shifts in developer roles as developers increasingly use ML techniques and tools.\"}]","Machine Learning System Development in Information Systems Development Praxis - 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