{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,5]],"date-time":"2026-08-05T04:51:08Z","timestamp":1785905468883,"version":"3.56.0"},"reference-count":121,"publisher":"Elsevier BV","issue":"6","license":[{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,5,31]],"date-time":"2026-05-31T00:00:00Z","timestamp":1780185600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100023646","name":"Baruch College","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100023646","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005722","name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100005722","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100006462","name":"The City University of New York","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100006462","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100020891","name":"Professional Staff Congress and City University of New York","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100020891","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100006943","name":"CUNY Graduate Center","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100006943","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Information &amp; Management"],"published-print":{"date-parts":[[2026,9]]},"DOI":"10.1016\/j.im.2026.104384","type":"journal-article","created":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T15:58:56Z","timestamp":1780329536000},"page":"104384","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":1,"title":["Human\u2013machine collaboration and algorithmic decision-making: The role of organizational incentives and AI capabilities"],"prefix":"10.1016","volume":"63","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5993-7664","authenticated-orcid":false,"given":"Anh","family":"Luong","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nanda","family":"Kumar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Karl Reiner","family":"Lang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.im.2026.104384_bib0001","article-title":"Why becoming a data-driven organization is so hard","author":"Bean","year":"2022","journal-title":"Harv. Bus. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0002","series-title":"The Economics of Artificial Intelligence: An Agenda","first-page":"23","article-title":"Artificial intelligence and the modern productivity paradox: a clash of expectations and statistics","author":"Brynjolfsson","year":"2019"},{"key":"10.1016\/j.im.2026.104384_bib0003","article-title":"3 Steps to prepare your culture for AI","author":"Spataro","year":"2023","journal-title":"Harv. Bus. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0004","unstructured":"A. Singla, A. Sukharevsky, L. Yee, M. Chui, B. Hall, T. Balakrishnan, The state of AI in 2025: agents, innovation, and transformation, 2025. https:\/\/www.mckinsey.com\/capabilities\/quantumblack\/our-insights\/the-state-of-ai."},{"key":"10.1016\/j.im.2026.104384_bib0005","series-title":"The Five-Stage Journey Organizations Take to Achieve AI Maturity","year":"2024"},{"key":"10.1016\/j.im.2026.104384_bib0006","article-title":"AI needs management consultants after all","author":"Pohle","year":"2026","journal-title":"Wall Str. J."},{"key":"10.1016\/j.im.2026.104384_bib0007","doi-asserted-by":"crossref","unstructured":"A. Agrawal, J. Gans, A. Goldfarb, The economics of artificial intelligence: an agenda, (2019). 10.7208\/chicago\/9780226613475.001.0001.","DOI":"10.7208\/chicago\/9780226613475.001.0001"},{"key":"10.1016\/j.im.2026.104384_bib0008","series-title":"Human+Machine: Reimagining Work in the Age of AI","author":"Daugherty","year":"2018"},{"key":"10.1016\/j.im.2026.104384_bib0009","series-title":"Generative AI and the Future of Work in America","author":"Ellingrud","year":"2023"},{"key":"10.1016\/j.im.2026.104384_bib0010","doi-asserted-by":"crossref","first-page":"1530","DOI":"10.1126\/science.aap8062","article-title":"What can machine learning do? Workforce implications","volume":"358","author":"Brynjolfsson","year":"2017","journal-title":"Science"},{"key":"10.1016\/j.im.2026.104384_bib0011","series-title":"Amazon Scraps Secret AI Recruiting Tool That Showed Bias Against Women","author":"Dastin","year":"2018"},{"key":"10.1016\/j.im.2026.104384_bib0012","series-title":"Lemonade Insurance Faced Intense Backlash After Claiming It Used AI to Review Insurance Claims For Fraud","author":"Greig","year":"2021"},{"key":"10.1016\/j.im.2026.104384_bib0013","doi-asserted-by":"crossref","first-page":"2033","DOI":"10.1007\/s00146-023-01673-6","article-title":"Machine learning in bail decisions and judges\u2019 trustworthiness","volume":"39","author":"Morin-Martel","year":"2023","journal-title":"AI Soc."},{"key":"10.1016\/j.im.2026.104384_bib0014","doi-asserted-by":"crossref","DOI":"10.3389\/fdgth.2023.1139210","article-title":"Ethical and legal considerations influencing human involvement in the implementation of artificial intelligence in a clinical pathway: a multi-stakeholder perspective","volume":"5","author":"Redrup Hill","year":"2023","journal-title":"Front. Digit. Health"},{"key":"10.1016\/j.im.2026.104384_bib0015","doi-asserted-by":"crossref","first-page":"2920","DOI":"10.1108\/MD-09-2022-1183","article-title":"Systematic literature review of human\u2013machine collaboration in organizations using bibliometric analysis","volume":"61","author":"Li","year":"2023","journal-title":"Manag. Decis."},{"key":"10.1016\/j.im.2026.104384_bib0016","doi-asserted-by":"crossref","DOI":"10.1002\/hrdq.70012","article-title":"Revolutionizing human resource development: a theoretical framework for enhancing effective human\u2013AI collaboration","author":"Lin","year":"2026","journal-title":"Hum. Resour. Dev. Q."},{"key":"10.1016\/j.im.2026.104384_bib0017","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1287\/mnsc.42.4.541","article-title":"Paradox lost? Firm-level evidence on the returns to information systems spending","volume":"42","author":"Brynjolfsson","year":"1996","journal-title":"Manag. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0018","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1257\/aer.102.1.167","article-title":"Americans do IT better: US multinationals and the productivity miracle","volume":"102","author":"Bloom","year":"2012","journal-title":"Am. Econ. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0019","doi-asserted-by":"crossref","first-page":"913","DOI":"10.1287\/mnsc.1110.1460","article-title":"Three-way complementarities: performance pay, human resource analytics, and information technology","volume":"58","author":"Aral","year":"2012","journal-title":"Manag. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0020","doi-asserted-by":"crossref","first-page":"128","DOI":"10.2307\/2393553","article-title":"Absorptive capacity: a new perspective on learning and innovation","volume":"35","author":"Cohen","year":"1990","journal-title":"Adm. Sci. Q."},{"key":"10.1016\/j.im.2026.104384_bib0021","doi-asserted-by":"crossref","first-page":"1433","DOI":"10.25300\/MISQ\/2021\/16274","article-title":"Managing artificial intelligence","volume":"45","author":"Berente","year":"2021","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0022","first-page":"17","article-title":"Artificial intelligence and decision support systems","volume":"2","author":"Perraju","year":"2013","journal-title":"Int. J. Adv. Res. IT Eng."},{"key":"10.1016\/j.im.2026.104384_bib0023","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1287\/orsc.3.1.1","article-title":"Technology diffusion and organizational learning: the case of business computing","volume":"3","author":"Attewell","year":"1992","journal-title":"Organ. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0024","doi-asserted-by":"crossref","first-page":"625","DOI":"10.2307\/41703470","article-title":"Absorptive capacity and information systems research: review, synthesis, and directions for future research","volume":"36","author":"Roberts","year":"2012","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0025","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1002\/(SICI)1097-0266(199805)19:5<461::AID-SMJ953>3.0.CO;2-L","article-title":"Relative absorptive capacity and interorganizational learning","volume":"19","author":"Lane","year":"1998","journal-title":"Strateg. Manag. J."},{"key":"10.1016\/j.im.2026.104384_bib0026","doi-asserted-by":"crossref","first-page":"833","DOI":"10.5465\/amr.2006.22527456","article-title":"The reification of absorptive capacity: a critical review and rejuvenation of the construct","volume":"31","author":"Lane","year":"2006","journal-title":"Acad. Manage. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0027","series-title":"The Technological Elements of Artificial Intelligence","author":"Taddy","year":"2018"},{"key":"10.1016\/j.im.2026.104384_bib0028","doi-asserted-by":"crossref","first-page":"226","DOI":"10.1016\/j.jbusres.2018.01.010","article-title":"How do incentives motivate absorptive capacity development? The mediating role of employee learning and relational contingencies","volume":"85","author":"Wang","year":"2018","journal-title":"J. Bus. Res."},{"key":"10.1016\/j.im.2026.104384_bib0029","doi-asserted-by":"crossref","DOI":"10.1016\/j.im.2021.103434","article-title":"Artificial intelligence capability: conceptualization, measurement calibration, and empirical study on its impact on organizational creativity and firm performance","volume":"58","author":"Mikalef","year":"2021","journal-title":"Inf. Manage."},{"key":"10.1016\/j.im.2026.104384_bib0030","doi-asserted-by":"crossref","DOI":"10.1016\/j.jbusres.2022.113609","article-title":"The impact of artificial intelligence capabilities on servitization: the moderating role of absorptive capacity\u2014A dynamic capabilities perspective","volume":"157","author":"Abou-Foul","year":"2023","journal-title":"J. Bus. Res."},{"key":"10.1016\/j.im.2026.104384_bib0031","doi-asserted-by":"crossref","DOI":"10.1016\/j.heliyon.2024.e29580","article-title":"The impact of AI assimilation on firm performance in small and medium-sized enterprises: a moderated multi-mediation model","volume":"10","author":"Abdul Wahab","year":"2024","journal-title":"Heliyon"},{"key":"10.1016\/j.im.2026.104384_bib0032","doi-asserted-by":"crossref","DOI":"10.1016\/j.frl.2025.109364","article-title":"Artificial intelligence, absorptive capacity, and corporate downside risk: evidence from China","volume":"94","author":"Lei","year":"2026","journal-title":"Finance Res. Lett."},{"key":"10.1016\/j.im.2026.104384_bib0033","doi-asserted-by":"crossref","first-page":"45","DOI":"10.5465\/amc.2021.0008","article-title":"The past and future of absorptive capacity","volume":"2","author":"Arndt","year":"2023","journal-title":"Acad. Manag. Collect."},{"key":"10.1016\/j.im.2026.104384_bib0034","series-title":"Proceedings of the Academy of Management","article-title":"Rethinking absorptive capacity in the age of artificial intelligence","author":"Pedota","year":"2024"},{"key":"10.1016\/j.im.2026.104384_bib0035","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1037\/xge0000033","article-title":"Algorithm aversion: people erroneously avoid algorithms after seeing them err","volume":"144","author":"Dietvorst","year":"2015","journal-title":"J. Exp. Psychol. Gen."},{"key":"10.1016\/j.im.2026.104384_bib0036","series-title":"Bias and productivity in humans and machines: theory and evidence from resume screening","author":"Cowgill","year":"2020"},{"key":"10.1016\/j.im.2026.104384_bib0037","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1080\/014492999118832","article-title":"User agreement with incorrect expert system advice","volume":"18","author":"Dijkstra","year":"1999","journal-title":"Behav. Inf. Technol."},{"key":"10.1016\/j.im.2026.104384_bib0038","doi-asserted-by":"crossref","first-page":"542","DOI":"10.3389\/fnhum.2016.00542","article-title":"Advice taking from humans and machines: an fMRI and effective connectivity study","volume":"10","author":"Goodyear","year":"2016","journal-title":"Front. Hum. Neurosci."},{"key":"10.1016\/j.im.2026.104384_bib0039","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1016\/j.obhdp.2018.12.005","article-title":"Algorithm appreciation: people prefer algorithmic to human judgment","volume":"151","author":"Logg","year":"2019","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"10.1016\/j.im.2026.104384_bib0040","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1002\/bdm.2118","article-title":"Making sense of recommendations","volume":"32","author":"Yeomans","year":"2019","journal-title":"J. Behav. Decis. Mak."},{"key":"10.1016\/j.im.2026.104384_bib0041","doi-asserted-by":"crossref","first-page":"1155","DOI":"10.1287\/mnsc.2016.2643","article-title":"Overcoming algorithm aversion: people will use imperfect algorithms if they can (even slightly) modify them","volume":"64","author":"Dietvorst","year":"2018","journal-title":"Manag. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0042","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1287\/orsc.2021.1554","article-title":"Algorithm-augmented work and domain experience: the countervailing forces of ability and aversion","volume":"33","author":"Allen","year":"2022","journal-title":"Organ. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0043","series-title":"Proceedings of the CHI Conference on Human Factors in Computing Systems","first-page":"1","article-title":"Trends and trajectories for explainable, accountable and intelligible systems: an hci research agenda","author":"Abdul","year":"2018"},{"key":"10.1016\/j.im.2026.104384_bib0044","series-title":"Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems","first-page":"1","article-title":"Guidelines for human\u2013AI interaction","author":"Amershi","year":"2019"},{"key":"10.1016\/j.im.2026.104384_bib0045","doi-asserted-by":"crossref","DOI":"10.1016\/j.inffus.2023.101805","article-title":"Explainable artificial intelligence (XAI): what we know and what is left to attain trustworthy artificial intelligence","volume":"99","author":"Ali","year":"2023","journal-title":"Inf. Fusion"},{"key":"10.1016\/j.im.2026.104384_bib0046","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/bdm.2285","article-title":"Preference for human or algorithmic forecasting advice does not predict if and how it is used","volume":"36","author":"Himmelstein","year":"2023","journal-title":"J. Behav. Decis. Mak."},{"key":"10.1016\/j.im.2026.104384_bib0047","article-title":"AI reliance and decision quality: fundamentals, interdependence, and the effects of interventions","volume":"82","author":"Schoeffer","year":"2025","journal-title":"J. Artif. Intell. Res."},{"key":"10.1016\/j.im.2026.104384_bib0048","doi-asserted-by":"crossref","DOI":"10.1016\/j.chb.2024.108352","article-title":"Trust and reliance on AI \u2014 An experimental study on the extent and costs of overreliance on AI","volume":"160","author":"Klingbeil","year":"2024","journal-title":"Comput. Hum. Behav."},{"key":"10.1016\/j.im.2026.104384_bib0049","unstructured":"J. Li, Y. Yang, R. Zhang, Q.V. Liao, T. Song, Z. Xu, Y. Lee, Understanding the effects of miscalibrated AI confidence on user trust, reliance, and decision efficacy, ArXiv Prepr. ArXiv240207632 (2025)."},{"key":"10.1016\/j.im.2026.104384_bib0050","doi-asserted-by":"crossref","DOI":"10.2196\/58660","article-title":"Psychological factors influencing appropriate reliance on AI-enabled clinical decision support systems: experimental web-based study among dermatologists","volume":"27","author":"K\u00fcper","year":"2025","journal-title":"J. Med. Internet Res."},{"key":"10.1016\/j.im.2026.104384_bib0051","doi-asserted-by":"crossref","DOI":"10.1080\/12460125.2025.2593251","article-title":"Investigating appropriate reliance on AI-based decision support systems: the role of expertise, trust, and self-confidence","volume":"34","author":"Dogru","year":"2025","journal-title":"J. Decis. Syst."},{"key":"10.1016\/j.im.2026.104384_bib0052","doi-asserted-by":"crossref","first-page":"398","DOI":"10.1287\/orsc.3.3.398","article-title":"The duality of technology: rethinking the concept of technology in organizations","volume":"3","author":"Orlikowski","year":"1992","journal-title":"Organ. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0053","doi-asserted-by":"crossref","DOI":"10.1016\/j.im.2024.104012","article-title":"Exploring continued usage of an AI teaching assistant among university students: a temporal distance perspective","volume":"61","author":"Zhao","year":"2024","journal-title":"Inf. Manage."},{"key":"10.1016\/j.im.2026.104384_bib0054","doi-asserted-by":"crossref","DOI":"10.1016\/j.im.2024.103956","article-title":"Beyond a technological tool: how a platform as a meta-organization enables a successful public service project in China","volume":"61","author":"Zhu","year":"2024","journal-title":"Inf. Manage."},{"key":"10.1016\/j.im.2026.104384_bib0055","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1287\/orsc.2021.1549","article-title":"To engage or not to engage with AI for critical judgments: how professionals deal with opacity when using AI for medical diagnosis","volume":"33","author":"Lebovitz","year":"2022","journal-title":"Organ. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0056","doi-asserted-by":"crossref","first-page":"483","DOI":"10.1126\/science.aal4321","article-title":"Beyond prediction: using big data for policy problems","volume":"355","author":"Athey","year":"2017","journal-title":"Science"},{"key":"10.1016\/j.im.2026.104384_bib0057","doi-asserted-by":"crossref","first-page":"1527","DOI":"10.25300\/MISQ\/2021\/16553","article-title":"Will humans-in-the-loop become Borgs? Merits and pitfalls of working with AI","volume":"45","author":"F\u00fcgener","year":"2021","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0058","doi-asserted-by":"crossref","first-page":"1501","DOI":"10.25300\/MISQ\/2021\/16564","article-title":"Is AI ground truth really \u201ctrue\u201d? The dangers of training and evaluating AI tools based on experts\u2019 know-what","volume":"45","author":"Lebovitz","year":"2021","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0059","doi-asserted-by":"crossref","first-page":"1581","DOI":"10.25300\/MISQ\/2021\/16543","article-title":"Coordinating human and machine learning for effective organizational learning","volume":"45","author":"Sturm","year":"2021","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0060","doi-asserted-by":"crossref","first-page":"1557","DOI":"10.25300\/MISQ\/2021\/16559","article-title":"When the machine meets the expert: an ethnography of developing AI for hiring","volume":"45","author":"van den Broek","year":"2021","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0061","doi-asserted-by":"crossref","first-page":"589","DOI":"10.1057\/ejis.2010.23","article-title":"Opening the black box of system usage: user adaptation to disruptive IT","volume":"20","author":"Elie-Dit-Cosaque","year":"2011","journal-title":"Eur. J. Inf. Syst."},{"key":"10.1016\/j.im.2026.104384_bib0062","doi-asserted-by":"crossref","first-page":"453","DOI":"10.2307\/41703463","article-title":"Understanding user revisions when using information system features: adaptive system use and triggers","volume":"36","author":"Sun","year":"2012","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0063","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1287\/orsc.5.2.121","article-title":"Capturing the complexity in advanced technology use: adaptive structuration theory","volume":"5","author":"DeSanctis","year":"1994","journal-title":"Organ. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0064","doi-asserted-by":"crossref","first-page":"213","DOI":"10.2307\/249689","article-title":"Task-technology fit and individual performance","volume":"19","author":"Goodhue","year":"1995","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0065","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1177\/0008125619862257","article-title":"Organizational decision-making structures in the age of artificial intelligence","volume":"61","author":"Shrestha","year":"2019","journal-title":"Calif. Manage. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0066","series-title":"Prediction Machines: The Simple Economics of Artificial Intelligence","author":"Agrawal","year":"2018"},{"key":"10.1016\/j.im.2026.104384_bib0067","doi-asserted-by":"crossref","unstructured":"J. Claussen, C. Peukert, A. Sen, The editor vs. the algorithm: targeting, data and externalities in online news, (2019). 10.2139\/ssrn.3399947.","DOI":"10.2139\/ssrn.3399947"},{"key":"10.1016\/j.im.2026.104384_bib0068","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1257\/jep.33.2.3","article-title":"Automation and new tasks: how technology displaces and reinstates labor","volume":"33","author":"Acemoglu","year":"2019","journal-title":"J. Econ. Perspect."},{"key":"10.1016\/j.im.2026.104384_bib0069","doi-asserted-by":"crossref","first-page":"597","DOI":"10.1146\/annurev-economics-091823-025129","article-title":"Learning from ricardo and thompson: machinery and labor in the early industrial revolution and in the age of artificial intelligence","volume":"16","author":"Acemoglu","year":"2024","journal-title":"Annu. Rev. Econ."},{"key":"10.1016\/j.im.2026.104384_bib0070","doi-asserted-by":"crossref","first-page":"569","DOI":"10.2307\/2233763","article-title":"Innovation and learning: the two faces of R & D","volume":"99","author":"Cohen","year":"1989","journal-title":"Econ. J."},{"key":"10.1016\/j.im.2026.104384_bib0071","unstructured":"S. Ransbotham, S. Khodabandeh, D. Kiron, F. Candelon, M. Chu, B. LaFountain, Expanding AI\u2019s impact with organizational learning, (2020)."},{"key":"10.1016\/j.im.2026.104384_bib0072","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1287\/mnsc.40.2.227","article-title":"Fortune favors the prepared firm","volume":"40","author":"Cohen","year":"1994","journal-title":"Manag. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0073","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1080\/07421222.2002.11045723","article-title":"The shareholder-wealth and trading-volume effects of information-technology infrastructure investments","volume":"19","author":"Chatterjee","year":"2002","journal-title":"J. Manag. Inf. Syst."},{"key":"10.1016\/j.im.2026.104384_bib0074","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1080\/07421222.2000.11045645","article-title":"Limits to value in electronic commerce-related IT investments","volume":"17","author":"Chircu","year":"2000","journal-title":"J. Manag. Inf. Syst."},{"key":"10.1016\/j.im.2026.104384_bib0075","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.bushor.2018.08.004","article-title":"Siri, Siri, in my hand: who\u2019s the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence","volume":"62","author":"Kaplan","year":"2019","journal-title":"Bus. Horiz."},{"key":"10.1016\/j.im.2026.104384_bib0076","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1016\/j.ject.2024.08.005","article-title":"AI-based decision support systems in Industry 4.0, a review","volume":"4","author":"Soori","year":"2026","journal-title":"J. Econ. Technol."},{"key":"10.1016\/j.im.2026.104384_bib0077","series-title":"Organizational Culture and Leadership","author":"Schein","year":"1985"},{"key":"10.1016\/j.im.2026.104384_bib0078","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1002\/smj.4250110207","article-title":"Matching compensation and organizational strategies","volume":"11","author":"Balkin","year":"1990","journal-title":"Strateg. Manag. J."},{"key":"10.1016\/j.im.2026.104384_bib0079","first-page":"99","article-title":"Managing corporate cultures through reward systems","volume":"1","author":"Kerr","year":"1987","journal-title":"Acad. Manag. Exec."},{"key":"10.1016\/j.im.2026.104384_bib0080","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1002\/smj.4250150906","article-title":"Measuring competence? Exploring firm effects in pharmaceutical research","volume":"15","author":"Henderson","year":"1994","journal-title":"Strateg. Manag. J."},{"key":"10.1016\/j.im.2026.104384_bib0081","first-page":"75","article-title":"Absorptive capacity and incentives","volume":"6","author":"Oehmichen","year":"2008","journal-title":"Probl. Perspect. Manag."},{"key":"10.1016\/j.im.2026.104384_bib0082","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1257\/jep.5.2.45","article-title":"Incentives in principal-agent relationships","volume":"5","author":"Sappington","year":"1991","journal-title":"J. Econ. Perspect."},{"key":"10.1016\/j.im.2026.104384_bib0083","series-title":"5300 Wells Fargo Employees Fired Over 2 Million Phony Accounts","author":"Egan","year":"2016"},{"key":"10.1016\/j.im.2026.104384_bib0084","series-title":"The Smartest Guys in the Room: The amazing Rise and Scandalous Fall of Enron","author":"McLean","year":"2013"},{"key":"10.1016\/j.im.2026.104384_bib0085","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1016\/j.infoandorg.2008.03.001","article-title":"Materiality and change: challenges to building better theory about technology and organizing","volume":"18","author":"Leonardi","year":"2008","journal-title":"Inf. Organ."},{"key":"10.1016\/j.im.2026.104384_bib0086","doi-asserted-by":"crossref","unstructured":"L. Chen, M. Zaharia, J. Zou, How is ChatGPT\u2019s behavior changing over time?, ArXiv Prepr. ArXiv230709009 (2023).","DOI":"10.1162\/99608f92.5317da47"},{"key":"10.1016\/j.im.2026.104384_bib0087","article-title":"Why ChatGPT is getting dumber at basic math","author":"Zumbrun","year":"2023","journal-title":"Wall Str. J."},{"key":"10.1016\/j.im.2026.104384_bib0088","first-page":"2503","article-title":"Hidden technical debt in machine learning systems","volume":"28","author":"Sculley","year":"2015","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.im.2026.104384_bib0089","first-page":"108","article-title":"Artificial intelligence for the real world","volume":"96","author":"Davenport","year":"2018","journal-title":"Harv. Bus. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0090","series-title":"UNEP\u2019s Measuring Progress Report Highlights Water Data Improvements and Gaps","author":"Bernhardt","year":"2023"},{"key":"10.1016\/j.im.2026.104384_bib0091","unstructured":"H. Fu, M. Van Nieuwkoop, Mind the gap: enabling data-smart agriculture for all, World Bank Data Blog (2023)."},{"key":"10.1016\/j.im.2026.104384_bib0092","unstructured":"D.J. Collis, H. Wert, GE: a new way forward?, (2022)."},{"key":"10.1016\/j.im.2026.104384_bib0093","series-title":"Ford Europe\u2019s 2030 All-Electric Target Poses Harsh Questions","author":"Winston","year":"2023"},{"key":"10.1016\/j.im.2026.104384_bib0094","first-page":"1","article-title":"Psychological perspectives on successful aging: the model of selective optimization with compensation","volume":"1","author":"Baltes","year":"1990","journal-title":"Success. Aging Perspect. Behav. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0095","doi-asserted-by":"crossref","first-page":"677","DOI":"10.1111\/j.1744-6570.2010.01184.x","article-title":"The relationships of age with job attitudes: a meta-analysis","volume":"63","author":"Ng","year":"2010","journal-title":"Pers. Psychol."},{"key":"10.1016\/j.im.2026.104384_bib0096","series-title":"Proceedings of the 25th ACM SIG-KDD International Conference on Knowledge Discovery and Data Mining","first-page":"2221","article-title":"Fairness-aware ranking in search & recommendation systems with application to Linkedin talent search","author":"Geyik","year":"2019"},{"key":"10.1016\/j.im.2026.104384_bib0097","doi-asserted-by":"crossref","first-page":"774","DOI":"10.5465\/amr.2007.25275513","article-title":"Absorptive capacity: valuing a reconceptualization","volume":"32","author":"Todorova","year":"2007","journal-title":"Acad. Manage. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0098","doi-asserted-by":"crossref","first-page":"665","DOI":"10.1016\/j.lrp.2017.02.007","article-title":"Development of absorptive capacity over time and across boundaries: the case of R&D consortia","volume":"50","author":"Omidvar","year":"2017","journal-title":"Long Range Plann."},{"key":"10.1016\/j.im.2026.104384_bib0099","doi-asserted-by":"crossref","first-page":"235","DOI":"10.2307\/258437","article-title":"Treating progress functions as a managerial opportunity","volume":"9","author":"Dutton","year":"1984","journal-title":"Acad. Manage. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0100","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1287\/orsc.2.1.88","article-title":"Organizational learning: the contributing processes and the literatures","volume":"2","author":"Huber","year":"1991","journal-title":"Organ. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0101","series-title":"Handbook on Decision Support Systems 1","first-page":"813","article-title":"Group and organizational learning effects from multiparticipant DSS usage","author":"Tomblin","year":"2008"},{"key":"10.1016\/j.im.2026.104384_bib0102","doi-asserted-by":"crossref","first-page":"931","DOI":"10.1287\/orsc.1090.0503","article-title":"PERSPECTIVE\u2014Absorbing the concept of absorptive capacity: how to realize its potential in the organization field","volume":"21","author":"Volberda","year":"2010","journal-title":"Organ. Sci."},{"key":"10.1016\/j.im.2026.104384_bib0103","doi-asserted-by":"crossref","first-page":"1319","DOI":"10.1108\/JKM-09-2016-0410","article-title":"Antecedents and effects of individual absorptive capacity: a micro-foundational perspective on open innovation","volume":"21","author":"Lowik","year":"2017","journal-title":"J. Knowl. Manag."},{"key":"10.1016\/j.im.2026.104384_bib0104","doi-asserted-by":"crossref","first-page":"575","DOI":"10.5465\/19416520.2015.1007651","article-title":"The microfoundations movement in strategy and organization theory","volume":"9","author":"Felin","year":"2015","journal-title":"Acad. Manag. Ann."},{"key":"10.1016\/j.im.2026.104384_bib0105","first-page":"2014","article-title":"Unveiling the microfoundations of absorptive capacity: a study of Coleman\u2019s bathtub model","volume":"45","author":"Distel","year":"2019","journal-title":"J. Manag."},{"key":"10.1016\/j.im.2026.104384_bib0106","doi-asserted-by":"crossref","first-page":"709","DOI":"10.2307\/258792","article-title":"An integrative model of organizational trust","volume":"20","author":"Mayer","year":"1995","journal-title":"Acad. Manage. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0107","doi-asserted-by":"crossref","first-page":"1139","DOI":"10.1002\/smj.206","article-title":"Absorptive capacity, learning, and performance in international joint ventures","volume":"22","author":"Lane","year":"2001","journal-title":"Strateg. Manag. J."},{"key":"10.1016\/j.im.2026.104384_bib0108","doi-asserted-by":"crossref","unstructured":"A. Bitektine, J. Lucas, O. Schilke, B. Aeon, Experiments in organization and management research, in: Oxford Research Encyclopedia of Business and Management, 2022.","DOI":"10.1093\/acrefore\/9780190224851.013.284"},{"key":"10.1016\/j.im.2026.104384_bib0109","series-title":"Experimental Methods: A Primer For Economists","author":"Friedman","year":"1994"},{"key":"10.1016\/j.im.2026.104384_bib0110","series-title":"Experimental Economics: Method and Applications","author":"Jacquemet","year":"2018"},{"key":"10.1016\/j.im.2026.104384_bib0111","series-title":"Methods in Experimental Economics","author":"Weimann","year":"2019"},{"key":"10.1016\/j.im.2026.104384_bib0112","doi-asserted-by":"crossref","first-page":"595","DOI":"10.25300\/MISQ\/2018\/13049","article-title":"Economic experiments in information systems","volume":"42","author":"Gupta","year":"2018","journal-title":"MIS Q."},{"key":"10.1016\/j.im.2026.104384_bib0113","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1016\/j.jbef.2015.12.001","article-title":"oTree\u2014An open-source platform for laboratory, online, and field experiments","volume":"9","author":"Chen","year":"2016","journal-title":"J. Behav. Exp. Finance"},{"key":"10.1016\/j.im.2026.104384_bib0114","doi-asserted-by":"crossref","first-page":"241","DOI":"10.2753\/MIS0742-1222260210","article-title":"Individual swift trust and knowledge-based trust in face-to-face and virtual team members","volume":"26","author":"Robert","year":"2009","journal-title":"J. Manag. Inf. Syst."},{"key":"10.1016\/j.im.2026.104384_bib0115","doi-asserted-by":"crossref","first-page":"185","DOI":"10.2307\/4134351","article-title":"Absorptive capacity: a review, reconceptualization, and extension","volume":"27","author":"Zahra","year":"2002","journal-title":"Acad. Manage. Rev."},{"key":"10.1016\/j.im.2026.104384_bib0116","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1016\/j.obhdp.2006.07.001","article-title":"Advice taking and decision-making: an integrative literature review, and implications for the organizational sciences","volume":"101","author":"Bonaccio","year":"2006","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"10.1016\/j.im.2026.104384_bib0117","doi-asserted-by":"crossref","first-page":"603","DOI":"10.1016\/S0167-2681(97)00010-3","article-title":"Gender and free riding in a threshold public goods game: experimental evidence","volume":"34","author":"Cadsby","year":"1998","journal-title":"J. Econ. Behav. Organ."},{"key":"10.1016\/j.im.2026.104384_bib0118","doi-asserted-by":"crossref","first-page":"509","DOI":"10.1093\/qje\/qjx033","article-title":"Cooperation in the finitely repeated prisoner\u2019s dilemma","volume":"133","author":"Embrey","year":"2018","journal-title":"Q. J. Econ."},{"key":"10.1016\/j.im.2026.104384_bib0119","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.jeconom.2009.06.004","article-title":"Learning in a multilateral bargaining experiment","volume":"153","author":"Fr\u00e9chette","year":"2009","journal-title":"J. Econom."},{"key":"10.1016\/j.im.2026.104384_bib0120","doi-asserted-by":"crossref","first-page":"1173","DOI":"10.1177\/00018392211016755","article-title":"When knowledge work and analytical technologies collide: the practices and consequences of black boxing algorithmic technologies","volume":"66","author":"Anthony","year":"2021","journal-title":"Adm. Sci. Q."},{"key":"10.1016\/j.im.2026.104384_bib0121","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1080\/14719037.2022.2070243","article-title":"Artificial intelligence, types of decisions, and street-level bureaucrats: evidence from a survey experiment","volume":"26","author":"Wang","year":"2024","journal-title":"Public Manag. Rev."}],"container-title":["Information &amp; Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0378720626000844?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0378720626000844?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,8,5]],"date-time":"2026-08-05T04:34:29Z","timestamp":1785904469000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0378720626000844"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9]]},"references-count":121,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2026,9]]}},"alternative-id":["S0378720626000844"],"URL":"https:\/\/doi.org\/10.1016\/j.im.2026.104384","relation":{},"ISSN":["0378-7206"],"issn-type":[{"value":"0378-7206","type":"print"}],"subject":[],"published":{"date-parts":[[2026,9]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Human\u2013machine collaboration and algorithmic decision-making: The role of organizational incentives and AI capabilities","name":"articletitle","label":"Article Title"},{"value":"Information & Management","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.im.2026.104384","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Author(s). Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"104384"}}