A naturalistic decision making perspective on studying intuitive decision making.
Open accessAbstract
Abstract The Naturalistic Decision Making (NDM) community defines intuition as based on large numbers of patterns gained through experience, resulting in different forms of tacit knowledge. This view contrasts with Fast and Frugal Heuristics (FFH) researchers, who view intuition in terms of general purpose heuristics. The NDM view also differs from the Heuristics and Biases (HB) community, which sees intuitions as a source of bias and error. Seven suggestions are offered to assist the FFH and H&B communities in improving intuitive decision making and in conducting research that has greater potential for application. Rather than trying to help people analyze which option to choose, the NDM community recommends that intuitions be strengthened by providing a broader experience base that lets people build better tacit knowledge, such as perceptual skills and richer mental models, as a means of achieving better decisions.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Research in Naturalistic Decision Making demonstrates that system 1 thinking, called intuition, is a powerful source of problem solving that often produces better and/or faster decisions than system 2.
“First, research in Naturalistic Decision Making (NDM) demonstrates that 'system 1' thinking, which they call intuition, is a powerful source of problem solving that often produces better and/or faster decisions than system 2 [16].”
From Explainable AI is Dead, Long Live Explainable AI!: Hypothesis-driven Decision Support using Evaluative AI (2023) · cites this paper as [16]
Cites
Tversky, A., & Kahneman, D. (1974) · Science · doi:10.1126/science.185.4157.1124 · Cited by 28,810 · see citing works
Judgment under Uncertainty: Heuristics and Biases
Tversky, A., & Kahneman, D. (1975) · Utility, Probability, and Human Decision Making · doi:10.1007/978-94-010-1834-0_8 · Cited by 22,650 · see citing works
The Knowledge-Creating Company: How Japanese Companies Create the Dynamics of Innovation
Nonaka, I., & Takeuchi, H. (1995) · doi:10.1093/oso/9780195092691.001.0001 · Cited by 18,010 · see citing works
Gioia, D. A., Mehra, A., & Weick, K. E. (1996) · Academy of Management Review · doi:10.2307/259169 · Cited by 15,604 · see citing works
The Knowledge-Creating Company
Nonaka, I. (1998) · Elsevier eBooks · doi:10.1016/b978-0-7506-7009-8.50016-1 · Cited by 14,668 · see citing works
Polanyi, M. (1997) · Elsevier eBooks · doi:10.1016/b978-0-7506-9718-7.50010-x · Cited by 12,410 · see citing works
Toward a Theory of Situation Awareness in Dynamic Systems
Endsley, M. R. (1995) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872095779049543 · Cited by 8,875 · see citing works
Personal Knowledge: Towards a Post-Critical Philosophy
Reid, L. A., & Polanyi, M. (1959) · British Journal of Educational Studies · doi:10.2307/3119338 · Cited by 7,878 · see citing works
Simple Heuristics That Make Us Smart
Gigerenzer, G., & Todd, P. M. (1999) · Cited by 3,562 · see citing works
The Cambridge Handbook of Expertise and Expert Performance
Ericsson, K. A., Charness, N. H., Feltovich, P. J., Hoffman, R. R., Michelene, T. H., Hunt, E., Prietula, M. J., Amirault, R. J., Branson, R. K., Buchanan, B. G., et al. (2006) · Cambridge University Press eBooks · doi:10.1017/cbo9780511816796 · Cited by 3,160 · see citing works
Seel, P. D. N. M. (2012) · Springer eBooks · doi:10.1007/978-1-4419-1428-6_5794 · Cited by 2,566 · see citing works
Conditions for intuitive expertise: A failure to disagree.
Kahneman, D., & Klein, G. (2009) · American Psychologist · doi:10.1037/a0016755 · Cited by 2,443 · see citing works
Self-citationSources of Power: How People Make Decisions
Klein, G. A., & Sullivan, J. P. (2001) · Leadership and Management in Engineering · doi:10.1061/(asce)1532-6748(2001)1:1(21 · Cited by 2,154 · see citing works
Self-citationvon Krogh, G., Ichijo, K., & 野中, 郁. (2000) · Cited by 1,426 · see citing works
Chase, W. G., & Simon, H. A. (1973) · Visual Information Processing · doi:10.1016/b978-0-12-170150-5.50011-1 · Cited by 1,419 · see citing works
(1973) · Elsevier eBooks · doi:10.1016/c2013-0-10487-4 · Cited by 1,197 · see citing works
The Theory Underlying Concept Maps and How To Construct Them
Novak, J. D. (2004) · Cited by 994 · see citing works
Working Minds: A Practitioner's Guide to Cognitive Task Analysis
Crandall, B. W., Klein, G. A., & Hoffman, R. R. (2006) · Cited by 811 · see citing works
Self-citationGut feelings: the intelligence of the unconscious
(2008) · Choice Reviews Online · doi:10.5860/choice.45-4078 · Cited by 723 · see citing works
Gut Feelings: The Intelligence of the Unconscious
(2009) · SciVee · doi:10.4016/10174.01 · Cited by 715 · see citing works
Emerging Perspectives on Judgment and Decision Research
Schneider, S. L., & Shanteau, J. (2003) · Cambridge University Press eBooks · doi:10.1017/cbo9780511609978 · Cited by 348 · see citing works
Lopes, L. L. (1991) · Theory & Psychology · doi:10.1177/0959354391011005 · Cited by 346 · see citing works
Rapid Decision Making on the Fire Ground: The Original Study Plus a Postscript
Klein, G. A., Calderwood, R., & Clinton-Cirocco, A. (2010) · Journal of Cognitive Engineering and Decision Making · doi:10.1518/155534310x12844000801203 · Cited by 283 · see citing works
Self-citationStreetlights and shadows: searching for the keys to adaptive decision making
(2010) · Choice Reviews Online · doi:10.5860/choice.47-6560 · Cited by 242 · see citing works
Naturalistic Decision Making and Macrocognition
Maarten, S. J., Militello, L. G., Ormerod, T., & Lipshitz, R. (2017) · CRC Press eBooks · doi:10.1201/9781315597584 · Cited by 187 · see citing works
Gigerenzer, G., Hoffrage, U., & Goldstein, D. G. (2008) · Psychological Review · doi:10.1037/0033-295x.115.1.230 · Cited by 170 · see citing works
Take-the-best in expert-novice decision strategies for residential burglary
García‐Retamero, R., & Dhami, M. K. (2009) · Psychonomic Bulletin & Review · doi:10.3758/pbr.16.1.163 · Cited by 170 · see citing works
Characteristics of Skilled Option Generation in Chess
Klein, G. A., Wolf, S., Militello, L. G., & Zsambok, C. E. (1995) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1995.1031 · Cited by 154 · see citing works
Self-citationAccelerated Expertise: Training for High Proficiency in a Complex World
Hoffman, R. R., Ward, P., Feltovich, P. J., DiBello, L. A., Fiore, S. M., & Andrews, D. H. (2013) · Journal of International Crisis and Risk Communication Research · doi:10.4324/9780203797327 · Cited by 153 · see citing works
Deep Smarts: How to Cultivate and Transfer Enduring Business Wisdom
Leonard, D. A., & Swap, W. C. (2005) · Cited by 144 · see citing works
Simple heuristics in a social world
(2013) · Choice Reviews Online · doi:10.5860/choice.51-2156 · Cited by 139 · see citing works
Seeing What Others Don't: The Remarkable Ways We Gain Insights
Klein, G. (2013) · CERN Document Server (European Organization for Nuclear Research) · Cited by 138 · see citing works
Self-citationPerspectives on Cognitive Task Analysis: Historical Origins and Modern Communities of Practice
Hoffman, R. R., & Militello, L. G. (2008) · Medical Entomology and Zoology · Cited by 136 · see citing works
Simple Heuristics in a Social World
Hertwig, R., Hoffrage, U., & the, A. R. G. (2012) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195388435.001.0001 · Cited by 129 · see citing works
Hard Decisions, Bad Decisions: On Decision Quality and Decision Aiding
Yates, J. F., Veinott, E. S., & Patalano, A. L. (2003) · Cambridge University Press eBooks · doi:10.1017/cbo9780511609978.003 · Cited by 126 · see citing works
Yates, J. F., & Tschirhart, M. D. (2006) · Cambridge University Press eBooks · doi:10.1017/cbo9780511816796.024 · Cited by 92 · see citing works
The Rationality of Intelligence
Lopes, L. L., & Oden, G. C. (1991) · BRILL eBooks · doi:10.1163/9789004457201_011 · Cited by 91 · see citing works
Guest Editors' Introduction: Recommender Systems
Felfernig, A., FRIEDRICH, G. E., & Schmidt-Thieme, L. (2007) · IEEE Intelligent Systems · doi:10.1109/mis.2007.52 · Cited by 79 · see citing works
Expert intuitions: How to model the decision strategies of airport customs officers?
Pachur, T., & Marinello, G. (2013) · Acta Psychologica · doi:10.1016/j.actpsy.2013.05.003 · Cited by 60 · see citing works
Providing information for decision making: Contrasting description and simulation
Hogarth, R., & Soyer, E. (2015) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2014.01.005 · Cited by 47 · see citing works
Deliberate performance: Accelerating expertise in natural settings
Fadde, P. J., & Klein, G. A. (2010) · Performance Improvement Journal · doi:10.1002/pfi.20175 · Cited by 46 · see citing works
Self-citationWhy task domains (still) matter for understanding expertise.
Shanteau, J. (2015) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2015.07.003 · Cited by 34 · see citing works
Macrocognition, Mental Models, and Cognitive Task Analysis Methodology
Maarten, S. J., Militello, L. G., Ormerod, T., & Raanan, L. (2017) · CRC Press eBooks · doi:10.1201/9781315597584-6 · Cited by 34 · see citing works
Hoffman, R. R., Feltovich, P. J., Fiore, S. M., Klein, G. L., & Ziebell, D. (2009) · IEEE Intelligent Systems · doi:10.1109/mis.2009.21 · Cited by 31 · see citing works
Self-citationDecision making [human-centered computing]
Hoffman, R. R., & Yates, J. F. (2005) · IEEE Intelligent Systems · doi:10.1109/mis.2005.67 · Cited by 20 · see citing works
Flat maxima in linear optimization models.
von Winterfeldt, D., & Edwards, W. (1973) · PsycEXTRA Dataset · doi:10.1037/e406952004-001 · Cited by 16 · see citing works
Toward a theory of complex and cognitive systems
Hoffman, R. R., & Woods, D. D. (2005) · IEEE Intelligent Systems · doi:10.1109/mis.2005.18 · Cited by 15 · see citing works
An Empirical Evaluation of the ShadowBox Training Method
Klein, G. A., Borders, J., Wright, C., Newsome, E., & MacroCognition Llc (2015) · Cited by 5 · see citing works
Self-citationAn Analysis of Seatbelt Use Decision Making Among Part-Time Users
Yates, J. F., Alattar, L., Eby, D. W., Molnar, L. J., LeBlanc, D. J., Gilbert, M., Rasulis, M., & Louis, R. M. S. (2011) · Deep Blue (University of Michigan) · Cited by 1 · see citing works
Flagged first, then by citations
6 of the 55 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Jussupow, E., Spohrer, K., Heinzl, A., & Gawlitza, J. (2021) · Information Systems Research · doi:10.1287/isre.2020.0980 · Cited by 422 · see citing works
Miller, T. (2023) · 2023 ACM Conference on Fairness Accountability and Transparency · doi:10.1145/3593013.3594001 · Cited by 172 · see citing works
Accuracy of Practitioner Estimates of Probability of Diagnosis Before and After Testing
Morgan, D. J., Pineles, L. L., Owczarzak, J., Magder, L. S., Scherer, L. D., Brown, J., Pfeiffer, C., Terndrup, C., Leykum, L. K., Feldstein, D., et al. (2021) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2021.0269 · Cited by 142 · see citing works
Applied decision making with fast-and-frugal heuristics.
Hafenbrädl, S., Waeger, D., Marewski, J. N., & Gigerenzer, G. (2016) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2016.04.011 · Cited by 123 · see citing works
Board engagement with digital technologies: A resource dependence framework
Oliveira, F., Kakabadse, N. K., & Khan, N. (2022) · Journal of business research · doi:10.1016/j.jbusres.2021.10.010 · Cited by 74 · see citing works
Entrepreneurial decision-making: new conceptual perspectives
Winnaar, K. D., & Scholtz, F. (2019) · Management Decision · doi:10.1108/md-11-2017-1152 · Cited by 88 · see citing works
Polignano, M., Narducci, F., de Gemmis, M., & Semeraro, G. M. (2020) · Expert Systems with Applications · doi:10.1016/j.eswa.2020.114382 · Cited by 81 · see citing works
A conceptual model of knowledge dynamics in the industry 4.0 smart grid scenario
Dragičević, N., Ullrich, A., Tsui, E., & Gronau, N. (2019) · Knowledge Management Research & Practice · doi:10.1080/14778238.2019.1633893 · Cited by 73 · see citing works
Hine, K., Porter, L. E., Westera, N. J., Alpert, G. P., & Allen, A. (2018) · Criminal Justice and Behavior · doi:10.1177/0093854818789726 · Cited by 69 · see citing works
Pehlivanoglu, D., Lin, T., Deceus, F. G., Heemskerk, A., Ebner, N. C., & Cahill, B. S. (2021) · Cognitive Research Principles and Implications · doi:10.1186/s41235-021-00292-3 · Cited by 65 · see citing works
“If It Feels Right, Do It”: Intuitive Decision Making in a Sample of High-Level Sport Coaches
Collins, D. J., Collins, L., & Carson, H. J. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00504 · Cited by 59 · see citing works
Fulton, E. A. (2021) · Fish and Fisheries · doi:10.1111/faf.12537 · Cited by 56 · see citing works
Adaptive expertise – a characteristic of expertise in outdoor instructors?
Mees, A., Sinfield, D., Collins, D. J., & Collins, L. (2020) · Physical Education and Sport Pedagogy · doi:10.1080/17408989.2020.1727870 · Cited by 52 · see citing works
Acting Intuition into Sense: How Film Crews Make Sense with Embodied Ways of Knowing
Meziani, N., & Cabantous, L. (2020) · Journal of Management Studies · doi:10.1111/joms.12619 · Cited by 50 · see citing works
Cook, L. L. (2017) · Journal of Social Work Practice · doi:10.1080/02650533.2017.1394826 · Cited by 49 · see citing works
Ebermann, C., Selisky, M., & Weibelzahl, S. (2022) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2022.2126812 · Cited by 43 · see citing works
Enacting memories through and with things: Remembering as material engagement
Prezioso, E., & Alessandroni, N. (2022) · Memory Studies · doi:10.1177/17506980221108475 · Cited by 41 · see citing works
A Scoping Review of Physicians’ Clinical Reasoning in Emergency Departments
Pelaccia, T., Plotnick, L. H., Audétat, M., NENDAZ, M. R., Lubarsky, S., Torabi, N., Thomas, A., Young, M. E., & Dory, V. (2019) · Annals of Emergency Medicine · doi:10.1016/j.annemergmed.2019.06.023 · Cited by 39 · see citing works
Intuition in decision making - Risk and opportunity
Adam, F., & Dempsey, E. M. (2020) · Journal of Decision System · doi:10.1080/12460125.2020.1848375 · Cited by 37 · see citing works
Unveiling the Lady in Black: Modeling and aiding intuition.
Hoffrage, U., & Marewski, J. N. (2015) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2015.08.001 · Cited by 35 · see citing works
The Routledge International Encyclopedia of Sport and Exercise Psychology
Hackfort, D., & Schinke, R. (2020) · Routledge eBooks · doi:10.4324/9781315187228 · Cited by 35 · see citing works
Effects of explainable artificial intelligence in neurology decision support
Gombolay, G. Y., Silva, A., Schrum, M., Gopalan, N., Hallman‐Cooper, J., Dutt, M., & Gombolay, M. (2024) · Annals of Clinical and Translational Neurology · doi:10.1002/acn3.52036 · Cited by 34 · see citing works
Reconceptualizing Intuition in Supply Chain Management
Carter, C. R., Kaufmann, L., & Wagner, C. M. (2017) · Journal of Business Logistics · doi:10.1111/jbl.12154 · Cited by 36 · see citing works
Shortland, N. D., Alison, L. J., & Barrett-Pink, C. (2018) · Theoretical Issues in Ergonomics Science · doi:10.1080/1463922x.2018.1497726 · Cited by 31 · see citing works
Painting the Black Box White: Experimental Findings from Applying XAI to an ECG Reading Setting
Cabitza, F., Campagner, A., Natali, C., Parimbelli, E., Ronzio, L., & Cameli, M. (2023) · Machine Learning and Knowledge Extraction · doi:10.3390/make5010017 · Cited by 34 · see citing works
Selecting a method/tool for risk-based decision making in complex situations
Pasman, H. J., Rogers, W. J., & Behie, S. W. (2021) · Journal of Loss Prevention in the Process Industries · doi:10.1016/j.jlp.2021.104669 · Cited by 30 · see citing works
Bossard, C., Kérivel, T., Dugény, S., Bagot, P., Fontaine, T., & Kermarrec, G. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.936140 · Cited by 30 · see citing works
Hunt, T., Wilson, C. J., Caputi, P., Wilson, I. G., & Woodward, A. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15020235 · Cited by 28 · see citing works
Insights and their emergence in everyday practices
Trasmundi, S. B., & Linell, P. (2017) · Pragmatics & Cognition · doi:10.1075/pc.17002.tra · Cited by 27 · see citing works
Maldonato, M. N., Dell’Orco, S., & Sperandeo, R. (2017) · Smart innovation, systems and technologies · doi:10.1007/978-3-319-56904-8_35 · Cited by 27 · see citing works
Rethinking the heuristic traps paradigm in avalanche education: Past, present and future
Johnson, J., Mannberg, A., Hendrikx, J., Hetland, A., & Stephensen, M. B. (2020) · Cogent Social Sciences · doi:10.1080/23311886.2020.1807111 · Cited by 31 · see citing works
A research agenda for studying project decision-behaviour through the lenses of simple heuristics
Stingl, V., & Geraldi, J. G. (2020) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2020.120367 · Cited by 27 · see citing works
Cook, L. L., & Gregory, M. (2019) · Child Care in Practice · doi:10.1080/13575279.2019.1685458 · Cited by 26 · see citing works
Trasmundi, S. B. (2020) · Pragmatics & beyond. New series · doi:10.1075/pbns.309 · Cited by 26 · see citing works
Sedlár, M. (2021) · International Journal of Occupational Safety and Ergonomics · doi:10.1080/10803548.2021.1888018 · Cited by 26 · see citing works
Identifying the linguistic markers of intuition in human resource (HR) practice
Sadler-Smith, E., Akstinaite, V., & Akinci, C. (2021) · Human Resource Management Journal · doi:10.1111/1748-8583.12410 · Cited by 21 · see citing works
Hine, K., & Bragias, A. (2020) · Police Practice and Research · doi:10.1080/15614263.2020.1821681 · Cited by 25 · see citing works
Roberts, A. P. J., & Stanton, N. A. (2018) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2018.01.006 · Cited by 24 · see citing works
Anderson, N. E., Slark, J., & Gott, M. (2019) · Journal of research in nursing · doi:10.1177/1744987118809528 · Cited by 24 · see citing works
Learning and Expertise in Mineral Exploration Decision-Making: An Ecological Dynamics Perspective
Davies, R. S., Davies, M., Groves, D., Davids, K., Brymer, E., Trench, A., Sykes, J. P., & Dentith, M. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18189752 · Cited by 25 · see citing works
Naturalistic decision making and decision drivers in the front end of complex projects
Lawani, A., Flin, R. H., Ojo-Adedokun, R. F., & Benton, P. M. (2023) · International Journal of Project Management · doi:10.1016/j.ijproman.2023.102502 · Cited by 32 · see citing works
Handball Goalkeeper Intuitive Decision-Making: A Naturalistic Case Study
Menn, M. L., Bossard, C., Travassos, B. F. R., Duarte, R., & Kermarrec, G. (2019) · Journal of Human Kinetics · doi:10.2478/hukin-2019-0042 · Cited by 22 · see citing works
Steen, R., & Ferreira, P. N. P. (2020) · Reliability Engineering & System Safety · doi:10.1016/j.ress.2020.107150 · Cited by 22 · see citing works
An Analysis of Writer’s Block: Causes and Solutions
Ahmed, S. J., & Güss, C. D. (2022) · Creativity Research Journal · doi:10.1080/10400419.2022.2031436 · Cited by 22 · see citing works
Wilson, P. J., & Kiely, J. (2023) · Sports Medicine - Open · doi:10.1186/s40798-023-00629-w · Cited by 21 · see citing works
A study of experience feedback from reported unwanted occurrences in a construction company
Sandberg, E., & Albrechtsen, E. (2018) · Safety Science · doi:10.1016/j.ssci.2018.03.028 · Cited by 21 · see citing works
Modelling human cognition of abnormal machine behaviour
Illankoon, P., Tretten, P., & Kumar, U. (2019) · Human-Intelligent Systems Integration · doi:10.1007/s42454-019-00002-x · Cited by 21 · see citing works
Roberts, A. P. J., & Cole, J. C. (2018) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2018.01.003 · Cited by 21 · see citing works
Fernández‐Aguilar, C., Martín‐Martín, J. J., Lorenzo, S. M., & Ajuria, A. F. (2021) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.13608 · Cited by 22 · see citing works
Cyber expert feedback: Experiences, expectations, and opinions about cyber deception
Ferguson-Walter, K. J., Major, M., Johnson, C. K., Johnson, C. J., Scott, D. D., Gutzwiller, R. S., & Shade, T. (2023) · Computers & Security · doi:10.1016/j.cose.2023.103268 · Cited by 20 · see citing works
Türkistanlı, T. T., & Kuleyin, B. (2022) · Computer Applications in Engineering Education · doi:10.1002/cae.22494 · Cited by 22 · see citing works
The impact of cognitive resource constraints on goal prioritization
Alister, M., Herbert, S. L., Sewell, D. K., Neal, A. F., & Ballard, T. (2023) · Cognitive Psychology · doi:10.1016/j.cogpsych.2023.101618 · Cited by 18 · see citing works
A framework for analyzing how context influences lean leadership
Seidel, A., & Saurin, T. A. (2020) · International Journal of Lean Six Sigma · doi:10.1108/ijlss-04-2019-0041 · Cited by 18 · see citing works
Williams, R., Morrison, B. W., Wiggins, M. W., & Bayl‐Smith, P. (2023) · Behaviour and Information Technology · doi:10.1080/0144929x.2023.2230307 · Cited by 17 · see citing works
Training fast and frugal heuristics in military decision making
Banks, A. P., Gamblin, D. M., & Hutchinson, H. (2020) · Applied Cognitive Psychology · doi:10.1002/acp.3658 · Cited by 17 · see citing works
Imagining futures: Cognitive processes of desirable or undesirable project prospections
Stingl, V., & Geraldi, J. G. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.122701 · Cited by 16 · see citing works
Analysing invisibility: The decision‐making ecology and home visits
Saltiel, D., & Lakey, R. (2019) · Child & Family Social Work · doi:10.1111/cfs.12649 · Cited by 15 · see citing works
Shan, Y., & Yang, L. (2016) · Thinking & Reasoning · doi:10.1080/13546783.2016.1152999 · Cited by 15 · see citing works
Signaling and perceiving on equity crowdfunding decisions — a machine learning approach
Yang, J., Xin, J., Zeng, Y., & Liu, P. J. (2025) · Small Business Economics · doi:10.1007/s11187-024-00991-3 · Cited by 16 · see citing works
Prise de décision et contextes extrêmes
Guarnelli, J., Lebraty, J., & Pastorelli, I. (2016) · Revue française de gestion · doi:10.3166/rfg.2016.00040 · Cited by 14 · see citing works
Jiang, H., Choy, B. H., & Lee, C. K. (2019) · Professional Development in Education · doi:10.1080/19415257.2019.1634624 · Cited by 14 · see citing works
Nouman, H., & Alfandari, R. (2020) · Children and Youth Services Review · doi:10.1016/j.childyouth.2020.104964 · Cited by 14 · see citing works
Rober, P. (2020) · Family Process · doi:10.1111/famp.12616 · Cited by 14 · see citing works
Claudé, M., & Combe, D. (2018) · KTH Publication Database DiVA (KTH Royal Institute of Technology) · Cited by 14 · see citing works
Dell’Orco, S., Esposito, A. A., Sperandeo, R., & Maldonato, N. M. (2019) · World Futures · doi:10.1080/02604027.2018.1560836 · Cited by 13 · see citing works
The role of cues in expert project manager sensemaking
Gacasan, E. M. P., Wiggins, M. W., & Searle, B. J. (2016) · Construction Management and Economics · doi:10.1080/01446193.2016.1177190 · Cited by 13 · see citing works
Johnson, J. G. (2025) · Psychology of Sport And Exercise · doi:10.1016/j.psychsport.2025.102919 · Cited by 17 · see citing works
A simple model for mixing intuition and analysis
Katsikopoulos, K. V., Egozcue, M., & García, L. F. (2022) · European Journal of Operational Research · doi:10.1016/j.ejor.2022.03.005 · Cited by 13 · see citing works
Gore, J., & Conway, G. E. (2016) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2016.08.002 · Cited by 12 · see citing works
What Does Creativity Mean in Safety-Critical Environments?
Bourgeois‐Bougrine, S. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.565884 · Cited by 12 · see citing works
Exploring the development of judgement and decision making in ‘competent’ outdoor instructors
Mees, A., Toering, T., & Collins, L. (2021) · Journal of Adventure Education & Outdoor Learning · doi:10.1080/14729679.2021.1884105 · Cited by 12 · see citing works
Esezobor, E. L. (2016) · BCU Open Access Repository (Birmingham City University) · Cited by 12 · see citing works
On the decision-making framework for policing: A proposal for improving police decision-making
Halford, E. (2024) · International journal of law, crime and justice · doi:10.1016/j.ijlcj.2024.100702 · Cited by 11 · see citing works
Using the Police Craft to Improve Patrol Officer Decision-Making
Willis, J. J., & Toronjo, H. (2023) · Cambridge University Press eBooks · doi:10.1017/9781009314534 · Cited by 11 · see citing works
Conceptual framework of coaches’ decision-making in conventional sports
Kolar, E., Biloslavo, R., Pišot, R., Veličković, S., & Tušak, M. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1498186 · Cited by 11 · see citing works
Collins, L., & Collins, D. J. (2019) · Journal of Adventure Education & Outdoor Learning · doi:10.1080/14729679.2019.1686041 · Cited by 11 · see citing works
Story‐building and narrative in social workers' case‐talk: A model of social work sensemaking
Gregory, M. (2023) · Child & Family Social Work · doi:10.1111/cfs.13014 · Cited by 10 · see citing works
Intuition and managerial decision-making
Gigalová, V. (2017) · Human Affairs · doi:10.1515/humaff-2017-0025 · Cited by 10 · see citing works
Operational risk, omissions and liability in policing
Heaton, R., Bryant, R. P., & Tong, S. (2018) · The Police Journal Theory Practice and Principles · doi:10.1177/0032258x18777915 · Cited by 10 · see citing works
Intuition: scientific, non-scientific or unscientific?
Dörfler, V., & Bas, A. (2020) · Edward Elgar Publishing eBooks · doi:10.4337/9781788979757.00033 · Cited by 10 · see citing works
Team learning process: a longitudinal study in dynamic situation
Kérivel, T., Bossard, C., & Kermarrec, G. (2021) · The Learning Organization · doi:10.1108/tlo-09-2020-0177 · Cited by 10 · see citing works
Pehlivanoglu, D., Lin, T., Deceus, F. G., Heemskerk, A., Ebner, N. C., & Cahill, B. S. (2020) · doi:10.31234/osf.io/98zwc · Cited by 10 · see citing works
The Meaning of Intuition for the Negotiation Process and Outcome
Kesting, P., & Nielsen, R. K. (2020) · Negotiation Journal · doi:10.1111/nejo.12330 · Cited by 9 · see citing works
Barry, M., Collins, L., & Grečić, D. (2023) · Journal of Adventure Education & Outdoor Learning · doi:10.1080/14729679.2023.2220834 · Cited by 9 · see citing works
Natural intelligence in autonomous vehicles: Redefining the path to human-centric adoption
Banda, L. G., & Chandra, S. (2024) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2024.104195 · Cited by 9 · see citing works
Poker as a Domain of Expertise
Palomäki, J., Laakasuo, M., Cowley, B. U., & Lappi, O. (2020) · Työväentutkimus Vuosikirja · Cited by 8 · see citing works
Dimech, J., Agius, E., Hughes, J. C., & Bartolo, P. A. (2020) · Journal of Medical Ethics · doi:10.1136/medethics-2020-106222 · Cited by 9 · see citing works
Mental Model Matrix: Implications for System Design and Training
Borders, J., Klein, G. A., & Besuijen, R. (2024) · Journal of Cognitive Engineering and Decision Making · doi:10.1177/15553434231226317 · Cited by 9 · see citing works
Self-citationTowards a Dual Processing Perspective of Software Architecture Decision Making
Pretorius, C., Razavian, M., Eling, K., & Langerak, F. (2018) · IEEE International Conference on Software Architecture Companion (ICSA-C) · doi:10.1109/icsa-c.2018.00021 · Cited by 9 · see citing works
Decision making under uncertainty in a quasi realistic binary decision task – An fMRI study
Gloy, K., Herrmann, M., & Fehr, T. (2020) · Brain and Cognition · doi:10.1016/j.bandc.2020.105549 · Cited by 9 · see citing works
Regnier, E., & MacKenzie, C. A. (2018) · Manufacturing & Service Operations Management · doi:10.1287/msom.2017.0694 · Cited by 9 · see citing works
de Souza, I. T., Patriarca, R., & HADDAD, A. N. (2024) · Applied Ergonomics · doi:10.1016/j.apergo.2024.104267 · Cited by 8 · see citing works
Assessing metacognitive knowledge in subjective decisions: The knowledge of weights paradigm
Cash, T. N., & Oppenheimer, D. M. (2024) · Thinking & Reasoning · doi:10.1080/13546783.2024.2426543 · Cited by 8 · see citing works
Human factors of flight training and simulation
Dattel, A. R., Babin, A. K., & Wang, H. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-420139-2.00012-5 · Cited by 8 · see citing works
Bear, A., & Rand, D. G. (2016) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2016.06.003 · Cited by 8 · see citing works
Bendul, J. (2019) · IFAC-PapersOnLine · doi:10.1016/j.ifacol.2019.11.532 · Cited by 8 · see citing works
Qing, Y., Sun, X. S., Liu, X., & Wang, J. (2020) · Water · doi:10.3390/w12041190 · Cited by 8 · see citing works
Steen, R., & Rønningsbakk, B. (2021) · Risk Hazards & Crisis in Public Policy · doi:10.1002/rhc3.12211 · Cited by 8 · see citing works
Human Factors in Homograph Attack Recognition
Thảo, T. P., Sawaya, Y., Nguyen-Son, H.-Q., Yamada, A., Kubota, A., Sang, T. V., & Yamaguchi, R. S. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-57878-7_20 · Cited by 8 · see citing works
Impact of Human and Economic Development on Fake News Propensity During the COVID-19 Crisis
Shirish, A., & Kotwal, K. (2023) · Journal of Global Information Management · doi:10.4018/jgim.322401 · Cited by 7 · see citing works
- Authors
- Klein, G.
- Corresponding author
- Klein, Gary
- ORCID
- Klein, Gary
- Venue
- Journal of Applied Research in Memory and Cognition
- Published
- 2015-09
- Volume
- 4
- Issue
- 3
- Pages
- 164-168
- ISSN
- 2211-3681 (ISSN-L)
- 2211-369X
- OpenAlex
- W1154580924
- Cited by
- 322
- References
- 55
- Citations by year
- 2026: 29 · 2025: 28 · 2024: 45 · 2023: 30 · 2022: 27 · 2021: 31 · 2020: 56 · 2019: 34 · 2018: 19 · 2017: 9 · 2016: 13 · 2015: 1
- FWCI
- 10.57
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Journal of Applied Research in Memory and Cognition (publishedVersion, other-oa)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Health Sciences › Medicine › Family Practice › Clinical Reasoning and Diagnostic Skills
- Social Sciences › Psychology › Social Psychology › Human-Automation Interaction and Safety
- Keywords
- naturalistic decision making, intuitive decision making, tacit knowledge, fast and frugal heuristics, heuristics and biases, intuition, experience base, perceptual skills, mental models, decision-making
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review