This list of papers presents the collective research output of the AI@Work group.
2025
- ‘Drop Your ML Tools’: The Role of Domain Experts’ Material Culture in ML Development, T Karacic, A Sergeeva, W Günther, M Huysman, Academy of Management Proceedings 2025 (1), 17634
- Creativity in Times of AI: An Ethnography on Collaborating with GenAI in Creative Work, J Retkowsky, M Huysman, Academy of Management Proceedings 2025 (1), 23936
- From Striving for Accuracy to Organizing for Errors: Anticipating Performativity of Errors in AI, I Baer, L Waardenburg, M Huysman, Academy of Management Proceedings 2025 (1), 17786
- How do medical institutions co-create artificial intelligence solutions with commercial startups? W Grootjans, U Krainska, MH Rezazade Mehrizi, European Radiology, 1-13
- How Innovation Consultants Perform “Liminality Work” in Helping Others to be Creative, M Soekijad, N Laurey, H Berends, M Huysman, Spaces for Creativity and Innovation Within and Across Organizational Boundaries
- On the Right Track? Studying the Use of Biometric Data to Manage People in a Sports Organisation, LA Downie, S Pachidi, M Huysman, E Hafermalz, Academy of Management Discoveries
- What Is Augmented? A Metanarrative Review of AI-Based Augmentation, I Baer, L Waardenburg, M Huysman, Journal of the Association for Information Systems 26 (3), 760-798
2024
- Addressing the knowledge gap between business managers and data scientists: the case of data analytics implementation in a sales organization (2024), S Pachidi, M Huysman, Research Handbook on Artificial Intelligence and Decision Making in Organizations
- AI Implementation in Radiology: Challenges and Opportunities in Clinical Practice, E Ranschaert, MH Rezazade Mehrizi, W Grootjans, TS Cook, Springer Nature
- A holistic approach to implementing artificial intelligence in radiology (2024), B Kim, S Romeijn, M van Buchem, MHR Mehrizi, Insights Imaging 15, 22
- Entangling AI and Expertise at Work: Tales From the Field, Anand Bhardwaj, Tomislav Karacic, Eivor Oborn, Elmira van den Broek, Marleen Huysman, Michael Barrett, Natalia Levina, Samer Faraj, Academy of Management Annual Meeting Proceedings
- Flows and Flaws of Expertise in Microtasking Platforms: The Case of Amazon MTurk, R Mousavi-Baygi, M Rezazade Mehrizi
- From Datafying to Dataficing: How Data Scientists Adhere to the Data Science Ethos in the Face of Development Challenges, M Sosa-Hidalgo, S Pachidi, E Hafermalz, M Huysman
- Hiring Algorithms: redefining professional roles with artificial intelligence research (2024), M Huysman, AV Sergeeva, E Van Den Broek, Handbook on human resource management and disruptive technologies
- Managing a ChatGPT-empowered workforce: Understanding its affordances and side effects (2024), J Retkowsky, E Hafermalz, M Huysman
- Please explain: Key questions for explainable AI research from an organizational perspective (2024), E Hafermalz, M Huysman, Morals & Machines 1 (2), 10-2
- Stimuleren van duurzame loopbanen voor flexwerkers: Paradoxen en routes naar een wenselijke toekomst vanuit het perspectief van belanghebbenden, J Retkowsky, J Akkermans, S Nijs, P Jansen, S Khapova, Gedrag & Organisatie 37 (2), 191-221
- The Hidden Cost of Data Production: Digital Reporting Pressures and the Consequences for Street-Level Police Work, L Waardenburg, A Sergeeva, M Huysman
- The Ongoing Quest For Complicatedness: How Data Science Practitioners Manage Their Emerging Role In Organizations, MS Hidalgo, E Hafermalz, W Günther, M Huysman, 32nd European Conference on Information Systems: People First: Constructing Digital Futures Together
2023
- Automation bias in mammography: The impact of artificial intelligence BI-RADS suggestions on reader performance (2023), T Dratsch, X Chen, M Rezazade Mehrizi, R Kloeckner, A Mähringer-Kunz, Radiology, Issue 307 (4), e222176
- Data Science Practitioners as Keepers of Algorithmic Opacity, MS Hidalgo, W Günther, M Huysman. 39th EGOS Colloquium: Organizing for the Good Life: Between Legacy and Imagination.
- From Menial Workers to Knowledge Producers: An Apparatus Perspective on AI in Agriculture, Tomislav Karacic, Anastasia Sergeeva, Marleen Huysman, Academy of Management Proceedings
- Managing Collaborative Development of Artificial Intelligence: Lessons from the Field (2023), B Kim, E Van Den Broek, T Karacic, M Sosa Hidalgo, M Huysman, Proceedings of the 56th Hawaii International Conference on System Sciences
- Navigating explainability: A comparative field study of how professionals explain AI-made decisions to clients, A Mayer, E van den Broek, T Karacic, M Huysman
2022
- Building imperfect bridges: How data scientists cope with the incompleteness of their algorithms, MS Hidalgo, E Hafermalz, M Huysman, EGOS Colloquium 7-9 July 2022-Organizing for the Good Life: Between Legacy and Imagination: Exploring Imperfections of Boards’ Work: Conflicts, Failures, and Faultlines
- Crafting in the backstage: Materiality and the changing work of designers, N Laurey, M Huysman, M Soekijad
- Developing Algorithms in the Dark: Coping with an Autonomous and Inscrutable Algorithm, B Kim, MR Mehrizi, M Huysman, 38th EGOS Colloquium-2022-Sub-theme 44: New Approaches to Organizing Collaborative Knowledge Creation
- Fairness in Flux: The Role of Algorithms in Reconfiguring Moral Values , E Van Den Broek, M Huysman, A Sergeeva, Academy of Management Proceedings
- From coexistence to co-creation: Blurring boundaries in the age of AI, L Waardenburg, M Huysman, Information and Organization
- Juggling Street Work and Data Work: An Ethnography of Policing and Reporting Practices, L Waardenburg, A Sergeeva, M Huysman, Academy of Management Proceedings
- In Pursuit of Data: Negotiating Data Tensions Between Data Scientists and Users of AI Tools (2022), E Van Den Boek, N Levina, A Sergeeva, Academy of Management Proceedings 2022 (1), 16942r
- In the land of the blind, the one-eyed man is king: Knowledge brokerage in the age of learning algorithms, L Waardenburg, M Huysman, AV Sergeeva, Organization science 33 (1), 59-82
- Please explain: Key questions for explainable AI research from an organizational perspective, E Hafermalz, M Huysman, Morals & Machines 1 (2), 10-2
- Resourcing with data: Unpacking the process of creating data-driven value propositions, WA Günther, MHR Mehrizi, M Huysman, F Deken, The Journal of Strategic Information Systems
- What Are We Augmenting? A Multidisciplinary Analysis of AI-based Augmentation for the Future of Work, I Baer, L Waardenburg, M Huysman
2021
- Creativity in data work: case of developing training sets for machine learning (2021), T Karacic, W Günther, AV Sergeeva, M Huysman, 37th European Group for Organization Studies Colloquium: Organizing for an Inclusive Society: Meanings Motivations, and Mechanisms
- Filling the void: How occupational authority emerges from curating learning algorithms (2020), Waardenburg, A Sergeeva, M Huysman, Academy of Management Proceedings 2020 (1), 20238
- How AI systems affect physicians’ role identity, F Strich, AS Mayer, M Fiedler, TREO Talk International Conference on Information Systems
- How does the radiology community discuss the benefits and limitations of artificial intelligence for their work? A systematic discourse analysis (2021), B Kim, I Koopmanschap, MHR Mehrizi, M Huysman, European Journal of Radiology
- How corporations encourage the implementation of AI ethics, AS Mayer, A Haimerl, F Strich, M Fiedler, Proceedings of the European Conference on Information Systems
- Make way for the algorithms: Symbolic actions and change in a regime of knowing, S Pachidi, H Berends, S Faraj, M Huysman, Organization Science
- Managing AI wisely: From development to organizational change in practice, L Waardenburg, M Huysman, M Agterberg
- Special Issue Editorial: Artificial Intelligence in Organizations: Implications for Information Systems Research, H Benbya, S Pachidi, S Jarvenpaa, Journal of the Association for Information Systems, Isuue 22 (2), 10
- Use, Delegation, or Beyond? Exploring Human-Technology Relationship in the Age of Algorithmically Organized Work, M Stewart, R Mousavi Baygi, InternationalConference on Information Systems 2021 Proceedings
- Working with Hiring Algorithms: How Professionals Strengthen their Jurisdiction by Embracing, E van den Broek, AV Sergeeva, M Huysman, 37th Colloquium European Group for Organization Studies 2021
2020
- Artificial Intelligence in Organizations: Current State and Future Opportunities (2020), H Benbya, TH Davenport, S Pachidi - MIS Quarterly Executive 19 (4)
- From the land to the lab: Studying AI in plant biotechnology (2020), T Karacic, AV Sergeeva, M Huysman, European Group for Organization Studies Colloquium 2020-PDW 04: Algorithms and Organizing
- Information systems research on artificial intelligence and work: A commentary on “Robo-Apocalypse cancelled? Reframing the automation and future of work debate (2020), M Huysman, Journal of Information Technology, Issue 35 (4), 307-309
- Predictive policing ontcijferd: Een etnografie van het'Criminaliteits Anticipatie Systeem'in de praktijk (2020), L Waardenburg, AV Sergeeva, M Huysman, Informatiegestuurde politie, Issue 69-88
- SLIM managen van AI in de praktijk: Hoe organisaties slimme technologie implementeren (2020), L Waardenburg, M Huysman, M Agterberg , Mediawerf
- Unintended Consequences of Introducing AI Systems for Decision Making (2020), AS Mayer, F Strich, M Fiedler, MIS Quarterly Executive
2019
- Algorithms at Work: Tales from the Field of Artificial Intelligence (2019). J Cunha, M Mazmanian, S Pachidi, K Pine, L Waardenburg, Academy of Management Proceedings 2019 (1), 16702
- ICIS 2019 Munich: Studying and theorizing knowledge work in the age of intelligent machines (2019), M Gkeredakis, S Pachidi, N Berente, P Constantinides, S Faraj, 40th InternationalConference on Information Systems
- People Analytics: Promise versus Practice (2019), EPH van den Broek, A Sergeeva, M Huysman, People Analytics Academy Conference
- Special Issue Editorial: Artificial Intelligence in Organizations: Implications for Information Systems Research (2021), H Benbya, S Pachidi, S Jarvenpaa, Journal of the Association for Information Systems, Isuue 22 (2), 10
2018
- Hotspots and blind spots: A case of predictive policing in practice (2018), L Waardenburg, A Sergeeva, M Huysman, Part of the IFIP Advances in Information and Communication Technology book series, volume 543
- Organizational intelligence in the digital age: Analytics and the cycle of choice (2018), S Pachidi, M Huysman, Routledge Companions in Business, Management and Accounting
- Working and organizing in the age of the learning algorithm (2018), S Faraj, S Pachidi, K Sayegh, Information and Organization, Issue 28 (1), 62-70
2017
- Debating big data: A literature review on realizing value from big data (2017), WA Günther, MHR Mehrizi, M Huysman, F Feldberg, The Journal of Strategic Information Systems
2016
- Actualizing Value Potentials of Big Data Analytics in Organizations, WA Günther, MH Rezazade Mehrizi, F Feldberg, M Huysman, Academy of Management Proceedings (1), 13567
- Sub-theme 63: digital transformations: technology, organization and governance in the algorithmic age (2016), M Flyverbom, M Huysman, D Matten, Academic Press