{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T05:40:31Z","timestamp":1773207631105,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":53,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,5,16]],"date-time":"2022-05-16T00:00:00Z","timestamp":1652659200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,5,16]]},"DOI":"10.1145\/3522664.3528598","type":"proceedings-article","created":{"date-parts":[[2022,10,17]],"date-time":"2022-10-17T16:30:14Z","timestamp":1666024214000},"page":"113-123","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":27,"title":["AI governance in the system development life cycle"],"prefix":"10.1145","author":[{"given":"Samuli","family":"Laato","sequence":"first","affiliation":[{"name":"University of Turku, Turku, Finland"}]},{"given":"Teemu","family":"Birkstedt","sequence":"additional","affiliation":[{"name":"University of Turku, Turku, Finland"}]},{"given":"Matti","family":"M\u00e4antym\u00e4ki","sequence":"additional","affiliation":[{"name":"University of Turku, Turku, Finland"}]},{"given":"Matti","family":"Minkkinen","sequence":"additional","affiliation":[{"name":"University of Turku, Turku, Finland"}]},{"given":"Tommi","family":"Mikkonen","sequence":"additional","affiliation":[{"name":"University of Helsinki, Helsinki, Finland"}]}],"member":"320","published-online":{"date-parts":[[2022,10,17]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Characterizing Machine Learning Processes: A Maturity Framework. In International Conference on Business Process Management. Springer, 17--31","author":"Akkiraju Rama","year":"2020","unstructured":"Rama Akkiraju, Vibha Sinha, Anbang Xu, Jalal Mahmud, Pritam Gundecha, Zhe Liu, Xiaotong Liu, and John Schumacher. 2020. Characterizing Machine Learning Processes: A Maturity Framework. In International Conference on Business Process Management. Springer, 17--31."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2019.12.012"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.17705\/1jais.00664"},{"key":"e_1_3_2_1_4_1","first-page":"26","article-title":"Waterfall vs. V-Model vs. Agile: A comparative study on SDLC","volume":"2","author":"Balaji S","year":"2012","unstructured":"S Balaji and M Sundararajan Murugaiyan. 2012. Waterfall vs. V-Model vs. Agile: A comparative study on SDLC. International Journal of Information Technology and Business Management 2, 1 (2012), 26--30.","journal-title":"International Journal of Information Technology and Business Management"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.17705\/1jais.00662"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/03071847.2019.1694260"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"crossref","unstructured":"Corinne Cath. 2018. Governing artificial intelligence: ethical legal and technical opportunities and challenges.","DOI":"10.1098\/rsta.2018.0080"},{"key":"e_1_3_2_1_8_1","volume-title":"In-depth interviews. Research methods for health and social care","author":"Coombes LINDSEY","year":"2009","unstructured":"LINDSEY Coombes, Debby Allen, Deborah Humphrey, and JOANNE Neale. 2009. In-depth interviews. Research methods for health and social care (2009), 197--210."},{"key":"e_1_3_2_1_9_1","volume-title":"AI governance: a research agenda. Governance of AI Program","author":"Dafoe Allan","year":"2018","unstructured":"Allan Dafoe. 2018. AI governance: a research agenda. Governance of AI Program, Future of Humanity Institute, University of Oxford: Oxford, UK (2018)."},{"key":"e_1_3_2_1_10_1","volume-title":"41st International convention on information and communication technology, electronics and microelectronics (MIPRO). IEEE, 0210--0215","author":"Do\u0161ilovi\u0107 Filip Karlo","year":"2018","unstructured":"Filip Karlo Do\u0161ilovi\u0107, Mario Br\u010di\u0107, and Nikica Hlupi\u0107. 2018. Explainable artificial intelligence: A survey. In 2018 41st International convention on information and communication technology, electronics and microelectronics (MIPRO). IEEE, 0210--0215."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/MS.2016.68"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/s43681-020-00011-6"},{"key":"e_1_3_2_1_13_1","unstructured":"European Commission. 2021. Proposal for a Regulation Laying down Harmonised Rules on Artificial Intelligence (Artificial Intelligence Act) | Shaping Europe's Digital Future. https:\/\/digital-strategy.ec.europa.eu\/en\/library\/proposal-regulation-laying-down-harmonised-rules-artificial-intelligence-artificial-intelligence. (2021)."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2013.25"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2017.4180835"},{"key":"e_1_3_2_1_16_1","volume-title":"Research Interviewing: The range of techniques: A practical guide","author":"Gillham Bill","year":"2005","unstructured":"Bill Gillham. 2005. Research Interviewing: The range of techniques: A practical guide. McGraw-Hill Education (UK)."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1177\/1094428112452151"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"crossref","unstructured":"Fuyuki Ishikawa and Nobukazu Yoshioka. 2019. How do engineers perceive difficulties in engineering of machine-learning systems?-questionnaire survey. In 2019 IEEE\/ACM Joint 7th International Workshop on Conducting Empirical Studies in Industry (CESI) and 6th International Workshop on Software Engineering Research and Industrial Practice (SER&IP). IEEE 2--9.","DOI":"10.1109\/CESSER-IP.2019.00009"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3079856.3080246"},{"key":"e_1_3_2_1_20_1","volume-title":"Towards AI-based Solutions in the System Development Lifecycle. In AAAI Spring Symposium: Combining Machine Learning with Knowledge Engineering (1).","author":"J\u00fcngling Stephan","year":"2020","unstructured":"Stephan J\u00fcngling, Martin Peraic, and Andreas Martin. 2020. Towards AI-based Solutions in the System Development Lifecycle. In AAAI Spring Symposium: Combining Machine Learning with Knowledge Engineering (1)."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.3390\/info11070363"},{"key":"e_1_3_2_1_22_1","volume-title":"An introduction to MLOps on Google Cloud. In available at: https:\/\/www.youtube.com\/watch?v=6gdrwFMaEZ0, accessed","author":"Keating Nate","year":"2021","unstructured":"Nate Keating. 2020. An introduction to MLOps on Google Cloud. In available at: https:\/\/www.youtube.com\/watch?v=6gdrwFMaEZ0, accessed 5 February 2021. Google."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/1629175.1629210"},{"key":"e_1_3_2_1_24_1","volume-title":"A Configural Approach to Coordinating Expertise in Software Development Teams. MIS quarterly 41, 1","author":"Kudaravalli Srinivas","year":"2017","unstructured":"Srinivas Kudaravalli, Samer Faraj, and Steven L Johnson. 2017. A Configural Approach to Coordinating Expertise in Software Development Teams. MIS quarterly 41, 1 (2017)."},{"key":"e_1_3_2_1_25_1","volume-title":"AI in Cybersecurity Education-A Systematic Literature Review of Studies on Cybersecurity MOOCs. In 2020 IEEE 20th International Conference on Advanced Learning Technologies (ICALT). IEEE, 6--10","author":"Laato Samuli","unstructured":"Samuli Laato, Ali Farooq, Henri Tenhunen, Tinja Pitkamaki, Antti Hakkala, and AnttiAirola.2020. AI in Cybersecurity Education-A Systematic Literature Review of Studies on Cybersecurity MOOCs. In 2020 IEEE 20th International Conference on Advanced Learning Technologies (ICALT). IEEE, 6--10."},{"key":"e_1_3_2_1_26_1","volume-title":"Trends and Trajectories in the Software Industry: Implications for the Future of Work. Information System Frontiers","author":"Laato Samuli","year":"2022","unstructured":"Samuli Laato, Matti M\u00e4ntym\u00e4ki, Sami Hyrynsalmi, AKM Islam, and Teemu Birkstedt. 2022. Trends and Trajectories in the Software Industry: Implications for the Future of Work. Information System Frontiers (2022)."},{"key":"e_1_3_2_1_27_1","volume-title":"Propagating AI Knowledge Across University Disciplines-The Design of A Multidisciplinary AI Study Module. In 2020 IEEE Frontiers in Education Conference (FIE). IEEE, 1--9.","author":"Laato Samuli","year":"2020","unstructured":"Samuli Laato, Henna Vilppu, Juho Heimonen, Antti Hakkala, Jari Bj\u00f6rne, Ali Farooq, Tapio Salakoski, and Antti Airola. 2020. Propagating AI Knowledge Across University Disciplines-The Design of A Multidisciplinary AI Study Module. In 2020 IEEE Frontiers in Education Conference (FIE). IEEE, 1--9."},{"key":"e_1_3_2_1_28_1","unstructured":"Harold A Linstone Murray Turoff et al. 1975. The delphi method. Addison-Wesley Reading MA."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/CCWC51732.2021.9376148"},{"key":"e_1_3_2_1_30_1","volume-title":"How do small and medium-sized game companies use analytics? An attention-based view of game analytics. Information Systems Frontiers","author":"M\u00e4ntym\u00e4ki Matti","year":"2019","unstructured":"Matti M\u00e4ntym\u00e4ki, Sami Hyrynsalmi, and Antti Koskenvoima. 2019. How do small and medium-sized game companies use analytics? An attention-based view of game analytics. Information Systems Frontiers (2019), 1\u00e416."},{"key":"e_1_3_2_1_31_1","volume-title":"Defining organizational AI governance. AI and Ethics","author":"M\u00e4ntym\u00e4ki Matti","year":"2022","unstructured":"Matti M\u00e4ntym\u00e4ki, Matti Minkkinen, Teemu Birkstedt, and Mika Viljanen. 2022. Defining organizational AI governance. AI and Ethics (2022), 1--7."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00146-022-01415-0"},{"key":"e_1_3_2_1_33_1","volume-title":"Towards Ecosystems for Responsible AI. In Conference on e-Business, e-Services and e-Society. Springer, 220--232","author":"Minkkinen Matti","year":"2021","unstructured":"Matti Minkkinen, Markus Philipp Zimmer, and Matti Mantymaki. 2021. Towards Ecosystems for Responsible AI. In Conference on e-Business, e-Services and e-Society. Springer, 220--232."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11948-019-00165-5"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/SECON.2007.342897"},{"key":"e_1_3_2_1_36_1","volume-title":"OECD\/LEGAL\/0449.","author":"OECD.","year":"2019","unstructured":"OECD. 2019. Recommendation of the Council on Artificial Intelligence, OECD\/LEGAL\/0449. (2019)."},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-97925-0_33"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10676-017-9430-8"},{"key":"e_1_3_2_1_39_1","volume-title":"Model-agnostic interpretability of machine learning. arXiv preprint arXiv:1606.05386","author":"Ribeiro Marco Tulio","year":"2016","unstructured":"Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin. 2016. Model-agnostic interpretability of machine learning. arXiv preprint arXiv:1606.05386 (2016)."},{"key":"e_1_3_2_1_40_1","volume-title":"Introduction to the system life cycle. Handbook of Data Processing Management","author":"Rubin Martin L","year":"1970","unstructured":"Martin L Rubin. 1970. Introduction to the system life cycle. Handbook of Data Processing Management. Vol. 1. (1970)."},{"key":"e_1_3_2_1_41_1","volume-title":"AI Governance for Businesses. arXiv preprint arXiv:2011.10672","author":"Schneider Johannes","year":"2020","unstructured":"Johannes Schneider, Rene Abraham, and Christian Meske. 2020. AI Governance for Businesses. arXiv preprint arXiv:2011.10672 (2020)."},{"key":"e_1_3_2_1_42_1","volume-title":"Proceedings of the 42nd International Conference on Information Systems (ICIS2021)","author":"Sepp\u00e4l\u00e4 Akseli","year":"2021","unstructured":"Akseli Sepp\u00e4l\u00e4, Teemu Birkstedt, and Matti Mantymaki. 2021. From Ethical AI Principles to Governed AI. Proceedings of the 42nd International Conference on Information Systems (ICIS2021) (2021)."},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/3419764"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1145\/3360646"},{"key":"e_1_3_2_1_45_1","unstructured":"Anselm Strauss and Juliet Corbin. 1998. Basics of qualitative research techniques. Citeseer."},{"key":"e_1_3_2_1_46_1","volume-title":"Prediction of in-hospital mortality in emergency department patients with sepsis: a local big data-driven, machine learning approach","author":"Taylor R Andrew","year":"2016","unstructured":"R Andrew Taylor, Joseph R Pare, Arjun K Venkatesh, Hani Mowafi, Edward R Melnick, William Fleischman, and M Kennedy Hall. 2016. Prediction of in-hospital mortality in emergency department patients with sepsis: a local big data-driven, machine learning approach. Academic emergency medicine 23, 3 (2016), 269--278."},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1109\/SEAA51224.2020.00043"},{"key":"e_1_3_2_1_48_1","volume-title":"Practical MLOps: How to Get Ready for Production Models. ebook [ONLINE], available at: https:\/\/valohai.com\/mlops-ebook\/, accessed 18th of January","unstructured":"Valohai. 2021. Practical MLOps: How to Get Ready for Production Models. ebook [ONLINE], available at: https:\/\/valohai.com\/mlops-ebook\/, accessed 18th of January."},{"key":"e_1_3_2_1_49_1","volume-title":"Enterprise interoperability","author":"Van der Aalst Wil MP","unstructured":"Wil MP Van der Aalst. 2014. Data scientist: The engineer of the future. In Enterprise interoperability VI. Springer, 13--26."},{"key":"e_1_3_2_1_50_1","volume-title":"Some HCI priorities for GDPR-compliant machine learning. arXiv preprint arXiv:1803.06174","author":"Veale Michael","year":"2018","unstructured":"Michael Veale, Reuben Binns, and Max Van Kleek. 2018. Some HCI priorities for GDPR-compliant machine learning. arXiv preprint arXiv:1803.06174 (2018)."},{"key":"e_1_3_2_1_51_1","doi-asserted-by":"crossref","unstructured":"Oriol Vinyals Igor Babuschkin Wojciech M Czarnecki Michael Mathieu Andrew Dudzik Junyoung Chung David H Choi Richard Powell Timo Ewalds Petko Georgiev et al. 2019. Grandmaster level in StarCraft II using multi-agent reinforcement learning. Nature 575 7782 (2019) 350--354.","DOI":"10.1038\/s41586-019-1724-z"},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1109\/INTECH.2015.7173368"},{"key":"e_1_3_2_1_53_1","volume-title":"Machine learning testing: Survey, landscapes and horizons","author":"Zhang Jie M","year":"2020","unstructured":"Jie M Zhang, Mark Harman, Lei Ma, and Yang Liu. 2020. Machine learning testing: Survey, landscapes and horizons. IEEE Transactions on Software Engineering (2020)."}],"event":{"name":"CAIN '22: 1st Conference on AI Engineering - Software Engineering for AI","location":"Pittsburgh Pennsylvania","acronym":"CAIN '22","sponsor":["SIGSOFT ACM Special Interest Group on Software Engineering","IEEE TCSC IEEE Technical Committee on Scalable Computing"]},"container-title":["Proceedings of the 1st International Conference on AI Engineering: Software Engineering for AI"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3522664.3528598","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3522664.3528598","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T18:09:34Z","timestamp":1750183774000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3522664.3528598"}},"subtitle":["insights on responsible machine learning engineering"],"short-title":[],"issued":{"date-parts":[[2022,5,16]]},"references-count":53,"alternative-id":["10.1145\/3522664.3528598","10.1145\/3522664"],"URL":"https:\/\/doi.org\/10.1145\/3522664.3528598","relation":{},"subject":[],"published":{"date-parts":[[2022,5,16]]},"assertion":[{"value":"2022-10-17","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}