Knowing Enough to Be Dangerous: The Problem of “Artificial Certainty” for Expert Authority When Using AI for Decision Making and Planning
References
- (1988) The System of Professions: An Essay on the Division of Expert Labor (University of Chicago Press, Chicago).Crossref, Google Scholar
- (2018) How artificial intelligence will affect the practice of law. Univ. Toronto Law J. 68(suppl 1):106–124.Crossref, Google Scholar
- (2022) Algorithm-augmented work and domain experience: The countervailing forces of ability and aversion. Organ. Sci. 33(1):149–169.Link, Google Scholar
- (2021) When knowledge work and analytical technologies collide: The practices and consequences of black boxing algorithmic technologies. Admin. Sci. Quart. 66(4):1173–1212.Crossref, Google Scholar
- (2023) “Collaborating” with AI: Taking a system view to explore the future of work. Organ. Sci. 34(5):1672–1694.Link, Google Scholar
- (2020) Creation opportunities: Entrepreneurial curiosity, generative cognition, and Knightian uncertainty. Acad. Management Rev. 45(4):808–824.Crossref, Google Scholar
- (2009) Constitutional amendments: “Materializing” organizational communication. Ann. Management Rev. 3(1):1–64.Google Scholar
- (2019) Constructing a distant future: Imaginaries in geoengineering. Acad. Management J. 62(6):1930–1960.Crossref, Google Scholar
- (2012) The lure of the virtual. Organ. Sci. 23(5):1485–1501.Link, Google Scholar
- (1986) Technology as an occasion for structuring: Evidence from observations of CT scanners and the social order of radiology departments. Admin. Sci. Quart. 31(1):78–108.Crossref, Google Scholar
- (2015) Anticipatory work: How the need to represent knowledge across boundaries shapes work practices within them. Organ. Sci. 26(6):1612–1628.Link, Google Scholar
- (2018) Valuing multiple trajectories of knowledge: A critical review and agenda for knowledge management research. Ann. Management Rev. 12(1):278–317.Google Scholar
- (2020) Experts at coordination: Examining the performance, production, and value of process expertise. J. Comm. 70(1):60–89.Crossref, Google Scholar
- (1983) Simulations (Semiotext(e), New York).Google Scholar
- (1994) Simulacra and Simulation (University of Michigan Press, Ann Arbor).Google Scholar
- (2003) Sharing meaning across occupational communities: The transformation of understanding on a production floor. Organ. Sci. 14(3):312–330.Link, Google Scholar
- (2019) Taking the Floor: Models, Morals, and Management in a Wall Street Trading Room (Princeton University Press, Princeton, NJ).Google Scholar
- (2012) From dissonance to resonance: Cognitive interdependence in quantitative finance. Econom. Soc. 41(3):383–417.Crossref, Google Scholar
- (2007) Wakes of innovation in project networks: The case of digital 3D representations in architecture, engineering, and construction. Organ. Sci. 18(4):631–647.Link, Google Scholar
- (2017) Big data surveillance: The case of policing. Amer. Sociol. Rev. 82(5):977–1008.Crossref, Google Scholar
- (2016) How the machine ‘thinks’: Understanding opacity in machine learning algorithms. Big Data Soc. 3(1):1–12.Crossref, Google Scholar
- (2002) A pragmatic view of knowledge and boundaries: Boundary objects in new product development. Organ. Sci. 13(4):442–455.Link, Google Scholar
- (2010) Enactments of expertise. Annual Rev. Anthropology 39(1):17–32.Crossref, Google Scholar
- (2020) Artificial intelligence in education: A review. IEEE Access 8:75264–75278.Crossref, Google Scholar
- (1990) Grounded theory research: Procedures, canons, and evaluative criteria. Qualitative Sociol. 13(1):3–21.Crossref, Google Scholar
- (2024) How process experts enable and constrain fairness in AI-driven hiring. Internat. J. Comm. 18:656–676.Google Scholar
- (2007) “In case of fire, please use the elevator”: Simulation technology and organization in fire engineering. Organ. Sci. 18(5):849–864.Link, Google Scholar
- (1992) Portholes: Supporting awareness in a distributed work group. Proc. SIGCHI Conf. Human Factors Comput. Systems (Association for Computing Machinery, New York), 541–547.Google Scholar
- (2022) Artificial intelligence and impression management: Consequences of autonomous conversational agents communicating on one’s behalf. Human Comm. Res. 48(3):462–490.Crossref, Google Scholar
- (2013) For a sociology of expertise: The social origins of the autism epidemic. Amer. J. Sociol. 118(4):863–907.Crossref, Google Scholar
- (2023) How professionals adapt to artificial intelligence: The role of intertwined boundary work. J. Management Stud. 62(5):1991–2024.Google Scholar
- (1967) The Discovery of Grounded Theory; Strategies for Qualitative Research (Aldine PubCo, Chicago).Google Scholar
- (2020) Human trust in artificial intelligence: Review of empirical research. Acad. Management Ann. 14(2):627–660.Crossref, Google Scholar
- (2020) When is more uncertainty better? A model of uncertainty regulation and effectiveness. Amer. Management Rev. 45(4):745–765.Google Scholar
- (2023) Expertise in management research: A review and agenda for future research. Acad. Management Ann. 18(1):121–156.Crossref, Google Scholar
- (1998) On Line and on Paper: Visual Representations, Visual Culture, and Computer Graphics in Design Engineering (MIT Press, Cambridge, MA).Google Scholar
- (2014) The erosion of expert control through censure episodes. Organ. Sci. 25(6):1633–1661.Link, Google Scholar
- (1992) Science, politics, and the renegotiation of expertise at EPA. Osiris 7:194–217.Crossref, Google Scholar
- (2004) Ordering knowledge, ordering society. Jasanoff S, ed. States of Knowledge the Co-Production of Science and the Social Order (Routledge, London), 13–45.Crossref, Google Scholar
- (2014) Serviceable truths: Science for action in law and policy symposium: Science challenges for law and policy. Texas Law Rev. 93(7):1723–1750.Google Scholar
- (2021) Uncertainty (Boston Review, Cambridge, MA).Google Scholar
- (2021) Augmenting medical diagnosis decisions? An investigation into physicians’ decision-making process with artificial intelligence. Inform. Systems Res. 32(3):713–735.Link, Google Scholar
- (2011) Strategy and PowerPoint: An inquiry into the epistemic culture and machinery of strategy making. Organ. Sci. 22(2):320–346.Link, Google Scholar
- (2013) Temporal work in strategy making. Organ. Sci. 24(4):965–995.Link, Google Scholar
- (2006) Life in the trading zone: Structuring coordination across boundaries in postbureaucratic organizations. Organ. Sci. 17(1):22–44.Link, Google Scholar
- (1921) Risk, Uncertainty and Profit (Hart, Schaffner & Marx, Boston).Google Scholar
- (1999) Epistemic Cultures: How the Sciences Make Knowledge (Harvard University Press, Cambridge, MA).Crossref, Google Scholar
- (1996) Interviews: An Introduction to Qualitative Research Interviewing (Sage Publications, Thousand Oaks, CA).Google Scholar
- (2005) Seductive simulations? Uncertainty distribution around climate models. Soc. Stud. Sci. 35(6):895–922.Crossref, Google Scholar
- (2022) To engage or not to engage with AI for critical judgments: How professionals deal with opacity when using AI for medical diagnosis. Organ. Sci. 33(1):126–148.Link, Google Scholar
- (2012) Digital innovation and the division of innovative labor: Digital controls in the automotive industry. Organ. Sci. 23(5):1428–1447.Link, Google Scholar
- (2011) Innovation blindness: Culture, frames, and cross-boundary problem construction in the development of new technology concepts. Organ. Sci. 22(2):347–369.Link, Google Scholar
- (2012) Car Crashes Without Cars: Lessons About Simulation Technology and Organizational Change from Automotive Design (MIT Press, Cambridge, MA).Crossref, Google Scholar
- (2017) Recognizing and selling good ideas: Network articulation and the making of an offshore innovation hub. Acad. Management Discoveries 3(2):116–144.Crossref, Google Scholar
- (2024) How the map becomes the territory: Prediction, performativity and the process of taking digital twins for granted. J. Organ. Design 13(3):101–112.Crossref, Google Scholar
- (2010) A Primer on Decision Making: How Decisions Happen (Free Press, New York).Google Scholar
- (2023) AI hyperrealism: Why AI faces are perceived as more real than human ones. Psych. Sci. 34(12):1390–1403.Crossref, Google Scholar
- (2021) Process expertise in policy advice: Designing collaboration in collaboration. Human Soc. Sci. Comm. 8(1):310.Crossref, Google Scholar
- (2025) Generating, grading, and ghosting: How organizing experts shapes expertise. J. Management Stud. 62(1):381–407.Crossref, Google Scholar
- (2020) Digital sand: The becoming of digital representations. Inform. Organ. 30(1):100275.Crossref, Google Scholar
- (2023) Relational expertise: What machines can’t know. J. Management Stud. 62(5):1885–1913.Crossref, Google Scholar
- (2015) The Black Box Society: The Secret Algorithms That Control Money and Information, paperback ed. (Harvard University Press, Cambridge, MA).Crossref, Google Scholar
- (2003) Constructing the Olympic dream: A future perfect strategy of project management. Organ. Sci. 14(5):574–590.Link, Google Scholar
- (2016) How Industry Analysts Shape the Digital Future (Oxford University Press, Oxford, UK).Crossref, Google Scholar
- (2025) Trusting AI: Does uncertainty visualization affect decision-making? Frontiers Comput. Sci. 7:1464348.Crossref, Google Scholar
- (1996) Transforming work through information technology: A comparative case study of geographic information systems in county government. Inform. Systems Res. 7(1):93–110.Link, Google Scholar
- (2008) PowerPoint in public: Digital technologies and the new morphology of demonstration. Theory Culture Soc. 25(5):30–55.Crossref, Google Scholar
- (2023) The uncontroversial ‘thingness’ of AI. Big Data Soc. 10(2):20539517231206794.Crossref, Google Scholar
- (2018) Uncertainty, knowledge problems, and entrepreneurial action. Ann. Management Rev. 12(2):659–687.Google Scholar
- (2012) Communicating expertise: Knowledge performances in professional-service firms. Comm. Monographs 79(1):23–47.Crossref, Google Scholar
- (2016) Explaining the (de)valuation of process experts in contemporary organizations. Treem JW, Leonardi PM, eds. Expertise, Communication, and Organizing (Oxford University Press, Oxford, UK), 213–230.Crossref, Google Scholar
- Turkle S ed. (2009) Simulation and Its Discontents (MIT Press, Cambridge, MA).Crossref, Google Scholar
- (2024) The AI Mirror: How to Reclaim Our Humanity in an Age of Machine Thinking (Oxford University Press, New York).Crossref, Google Scholar
- (2021) When the machine meets the expert: An ethnography of developing AI for hiring. MIS Quart. 45(3):1557–1580.Crossref, Google Scholar
- (2012) Seeing like a rover: Visualization, embodiment, and interaction on the Mars Exploration Rover Mission. Soc. Stud. Sci. 42(3):393–414.Crossref, Google Scholar
- (2022) In the Land of the blind, the one-eyed man is king: Knowledge brokerage in the age of learning algorithms. Organ. Sci. 33(1):59–82.Link, Google Scholar
- (2022) Uncertainty definitions and their problems: A new way forward. Griffin MA, Grote G, eds. The Oxford Handbook of Uncertainty Management in Work Organizations (Oxford University Press, Oxford, UK).Crossref, Google Scholar
- (2023) Artificial intelligence and radical uncertainty. Eur. Management Rev. 20(4):711–717.Crossref, Google Scholar
- (2018) Breaking into collaboration: Communicative strategies for gaining entry when you are not invited. J. Comm. 68(6):1127–1154.Crossref, Google Scholar
- (2012) Organizing for innovation in the digitized world. Organ. Sci. 23(5):1398–1408.Link, Google Scholar
- (2019) “Matter battles”: Cognitive representations, boundary objects, and the failure of collaboration in two smart cities. Acad. Management J. 62(3):739–764.Crossref, Google Scholar

