The DOI matches its Crossref record; 107 of the 107 references it cites were found in a registry or an index.
Cognitive Processes of Opportunity Recognition: The Role of Structural Alignment
Abstract
Substantial gains can be made by individuals and organizations adept at detecting new opportunities. But how do business leaders do that concretely? Organization research shows that managers are more inclined to identify threats than opportunities, but it is still not clear why this is the case. Likewise, research points to several factors that may facilitate the recognition of opportunities. Yet empirical observations have been limited by retrospective biases and other conceptual challenges. As a result, key questions remain not only about what factors facilitate the recognition of opportunities, but also about why these factors play such a role. To further understanding of these issues, we study the reasoning strategies that individuals mobilize for recognizing opportunities. We develop a model of opportunity recognition as a cognitive process of structural alignment, and analyze the think-aloud verbalizations of executive entrepreneurs as they try to recognize opportunities for new technologies. In contrast to prior research, the qualitative and quantitative data do not provide evidence that individuals use prototypes to recognize opportunities. Instead, we find that different kinds of mental connections play different roles in the process of recognizing opportunities, with different consequences. We also document why and how prior knowledge may facilitate this process. By drawing attention to the cognitive underpinnings of opportunity recognition, we cast light on why it constitutes such a challenging task for individuals and organizations. In turn, this provides a useful basis for exploring the factors that explain why some individuals/organizations are able to recognize opportunities that others simply fail to see.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
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?
In the citing paper
“For example, research has found that knowledge (Grégoire et al., 2010), information (Ozgen and Baron, 2007;Shane, 2000) and social networks (Ma et al., 2011;Singh, 2000) are essential resources within the opportunity recognition process.”
From Work hard or play hard: the effect of leisure crafting on opportunity recognition and venture performance (2023) · cites this paper as Grégoire et al., 2010
In the citing paper
“Entrepreneurs can craft their leisure time so that they can engage in learning experiences directed at acquiring knowledge and skills, which can positively influence their ability to recognize opportunities (cf.Grégoire et al., 2010).”
From Work hard or play hard: the effect of leisure crafting on opportunity recognition and venture performance (2023) · cites this paper as Grégoire et al., 2010
Citations
Cites
Content Analysis: An Introduction to its Methodology.
Shelley, M., & Krippendorff, K. (1984) · Journal of the American Statistical Association · doi:10.2307/2288384 · Cited by 24,346
Knight, F. H. (1921) · Cited by 9,967
The Content Analysis Guidebook
Neuendorf, K. A. (2017) · doi:10.4135/9781071802878 · Cited by 9,286 · cited 3×
“These results indicate acceptable levels of interrater reliability (cf. Lombard et al. 2002, Neuendorf 2002).”
MethodResultThe Use of Knowledge in Society
von Hayek, F. A. (1996) · Elsevier eBooks · doi:10.1016/b978-0-7506-9749-1.50005-3 · Cited by 6,493
Categorization and Representation of Physics Problems by Experts and Novices*
Chi, M. T. H., Feltovich, P. J., & Glaser, R. (1981) · Cognitive Science · doi:10.1207/s15516709cog0502_2 · Cited by 5,248
The Psychology of Learning and Motivation
(2021) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(21)x0002-3 · Cited by 5,082
Prior Knowledge and the Discovery of Entrepreneurial Opportunities
Shane, S. A. (2000) · Organization Science · doi:10.1287/orsc.11.4.448.14602 · Cited by 4,594
An organizational learning framework: From intuition to institution
Crossan, M. M., Lane, H. W., & White, R. E. (1999) · The Academy of Management Review · doi:10.2307/259140 · Cited by 4,544
Book Review: Protocol Analysis: Verbal Reports as Data
Venkatesan, M., Ericsson, K. A., & Simon, H. A. (1986) · Journal of Marketing Research · doi:10.2307/3151491 · Cited by 4,364
Brown, S. L., & Eisenhardt, K. M. (1997) · Administrative Science Quarterly · doi:10.2307/2393807 · Cited by 4,285
Making fast strategic decisions in high-velocity environments
Eisenhardt, K. M. (1989) · Academy of Management Journal · doi:10.2307/256434 · Cited by 3,818
Managing Firm Resources in Dynamic Environments to Create Value: Looking Inside the Black Box
Sirmon, D. G., Hitt, M. A., & Ireland, R. D. (2007) · Academy of Management Review · doi:10.5465/amr.2007.23466005 · Cited by 3,701
Protocol Analysis: Verbal Reports as Data
Ericsson, K. A., & Simon, H. A. (1993) · doi:10.7551/mitpress/5657.001.0001 · Cited by 3,537
Models of Man--Social and Rational
Solow, R. M., & Simon, H. A. (1958) · The Review of Economics and Statistics · doi:10.2307/1926487 · Cited by 3,195
Innovation and Entrepreneurship
f, F. (1985) · Medical Entomology and Zoology · Cited by 3,133
Entrepreneurial Action And The Role Of Uncertainty In The Theory Of The Entrepreneur
McMullen, J. S., & Shepherd, D. A. (2006) · Academy of Management Review · doi:10.5465/amr.2006.19379628 · Cited by 3,103
Self-citationContent Analysis in Mass Communication: Assessment and Reporting of Intercoder Reliability
Lombard, M., Snyder-Duch, J., & Bracken, C. C. (2002) · Human Communication Research · doi:10.1111/j.1468-2958.2002.tb00826.x · Cited by 3,068
Schema induction and analogical transfer
Gick, M. L., & Holyoak, K. J. (1983) · Cognitive Psychology · doi:10.1016/0010-0285(83)90002-6 · Cited by 3,010
Gick, M. L., & Holyoak, K. J. (1980) · Cognitive Psychology · doi:10.1016/0010-0285(80)90013-4 · Cited by 2,552 · cited 1×
“Knowledgeable experts are more readily able to solve problems with low superficial similarity but high structural similarity (Gick and Holyoak 1983, Keane 1988).”
BackgroundSimilarity and Analogical Reasoning
(1989) · Cambridge University Press eBooks · doi:10.1017/cbo9780511529863 · Cited by 2,416
Entrepreneurial Potential and Potential Entrepreneurs
Krueger, N. F., & Brazeal, D. V. (1994) · Entrepreneurship Theory and Practice · doi:10.1177/104225879401800307 · Cited by 2,335
Induction: Processes of Inference, Learning, and Discovery
Holland, J. H., Holyoak, K. J., Nisbett, R. E., Thagard, P. R., & Smoliar, S. W. (1987) · IEEE Expert · doi:10.1109/mex.1987.4307100 · Cited by 2,305
A Model of Strategic Entrepreneurship: The Construct and its Dimensions
Ireland, R. D., Hitt, M. A., & Sirmon, D. G. (2003) · Journal of Management · doi:10.1016/s0149-2063(03)00086-2 · Cited by 2,180
The nature and experience of entrepreneurial passion
Cardon, M. S., Wincent, J., Singh, J., & Drnovsek, M. (2009) · Academy of Management Review · doi:10.5465/amr.2009.40633190 · Cited by 1,922
Opportunities and Entrepreneurship
Eckhardt, J., & Shane, S. A. (2002) · Journal of Management · doi:10.1016/s0149-2063(02)00225-8 · Cited by 1,905
Retrospective reports of strategic‐level managers: Guidelines for increasing their accuracy
Huber, G. P., & Power, D. (1985) · Strategic Management Journal · doi:10.1002/smj.4250060206 · Cited by 1,718
Business model design and the performance of entrepreneurial firms
Zott, C., & Amit, R. (2007) · Organization Science · doi:10.1287/orsc.1060.0232 · Cited by 1,707
Mental leaps: analogy in creative thought
(1995) · Choice Reviews Online · doi:10.5860/choice.32-6192 · Cited by 1,607
Categorizing Strategic Issues: Links to Organizational Action
Dutton, J. E., & Jackson, S. E. (1987) · Academy of Management Review · doi:10.5465/amr.1987.4306483 · Cited by 1,598
Holland, J. H., Holyoak, K. J., Nisbett, R. E., & Thagard, P. R. (1986) · The MIT Press eBooks · doi:10.7551/mitpress/3729.001.0001 · Cited by 1,534
Thomas, J. B., Clark, S. M., & Gioia, D. A. (1993) · Academy of Management Journal · doi:10.2307/256522 · Cited by 1,397
Baron, R. A. (2006) · Academy of Management Perspectives · doi:10.5465/amp.2006.19873412 · Cited by 1,381
Baron, R. A., & Ensley, M. D. (2006) · Management Science · doi:10.1287/mnsc.1060.0538 · Cited by 1,331
The mechanisms of analogical learning
Gentner, D. (1989) · Cambridge University Press eBooks · doi:10.1017/cbo9780511529863.011 · Cited by 1,143
Simon, H. A. (1957) · Cited by 1,083
Discerning Threats and Opportunities
Jackson, S. E., & Dutton, J. E. (1988) · Administrative Science Quarterly · doi:10.2307/2392714 · Cited by 971
Experiential Learning within the Process of Opportunity Identification and Exploitation
Corbett, A. C. (2005) · Entrepreneurship Theory and Practice · doi:10.1111/j.1540-6520.2005.00094.x · Cited by 926
The Creative Cognition Approach
(1995) · The MIT Press eBooks · doi:10.7551/mitpress/2205.001.0001 · Cited by 919
Structure-mapping: A theoretical framework for analogy
GENTNER, D. (1983) · Cognitive Science · doi:10.1016/s0364-0213(83)80009-3 · Cited by 816
Golden, B. R. (1992) · Academy of Management Journal · doi:10.2307/256318 · Cited by 815
The creation of momentum for change through the process of strategic issue diagnosis
Dutton, J. E., & Duncan, R. B. (1987) · Strategic Management Journal · doi:10.1002/smj.4250080306 · Cited by 805
Structural Alignment during Similarity Comparisons
Markman, A. B., & Gentner, D. (1993) · Cognitive Psychology · doi:10.1006/cogp.1993.1011 · Cited by 802
Technological Opportunities and New Firm Creation
Shane, S. A. (2001) · Management Science · doi:10.1287/mnsc.47.2.205.9837 · Cited by 755
Organizational learning and strategic renewal
Crossan, M. M., & Berdrow, I. (2003) · Strategic Management Journal · doi:10.1002/smj.342 · Cited by 751
Ireland, R. D., & Hitt, M. A. (1999) · Academy of Management Perspectives · doi:10.5465/ame.1999.1567311 · Cited by 729
Cognition and Hierarchy: Rethinking the Microfoundations of Capabilities’ Development
Gavetti, G. (2005) · Organization Science · doi:10.1287/orsc.1050.0140 · Cited by 719
The past is the past--or is it? The use of retrospective accounts as indicators of past strategy.
Golden, B. R. (1992) · PubMed · Cited by 687
Prior Knowledge, Potential Financial Reward, and Opportunity Identification
Shepherd, D. A., & DeTienne, D. R. (2004) · Entrepreneurship Theory and Practice · doi:10.1111/j.1540-6520.2005.00071.x · Cited by 685
Self-citationInterpreting and responding to strategic issues: The impact of national culture
Schneider, S. C., & Meyer, A. D. (1991) · Strategic Management Journal · doi:10.1002/smj.4250120406 · Cited by 684
Cattani, G., & Ferriani, S. (2008) · Organization Science · doi:10.1287/orsc.1070.0350 · Cited by 665
ORGANIZATIONAL ACTIONS IN RESPONSE TO THREATS AND OPPORTUNITIES.
Chattopadhyay, P., Glick, W. H., & Huber, G. P. (2001) · Academy of Management Journal · doi:10.2307/3069439 · Cited by 663
Elshout, J. J. (1996) · Acta Psychologica · doi:10.1016/0001-6918(96)00041-8 · Cited by 641
The Roles of Similarity in Transfer: Separating Retrievability From Inferential Soundness
Gentner, D., Rattermann, M. J., & Forbus, K. D. (1993) · Cognitive Psychology · doi:10.1006/cogp.1993.1013 · Cited by 640
Beyond the Single-Person, Single-Insight Attribution in Understanding Entrepreneurial Opportunities
Dimov, D. P. (2007) · Entrepreneurship Theory and Practice · doi:10.1111/j.1540-6520.2007.00196.x · Cited by 637
The Influence and Value of Analogical Thinking during New Product Ideation
Dahl, D. W., & Moreau, P. (2002) · Journal of Marketing Research · doi:10.1509/jmkr.39.1.47.18930 · Cited by 630
Founding the Future: Path Dependence in the Evolution of Top Management Teams from Founding to IPO
Beckman, C. M., & Burton, M. D. (2008) · Organization Science · doi:10.1287/orsc.1070.0311 · Cited by 605
Overcoming contextual limitations on problem-solving transfer.
Catrambone, R., & Holyoak, K. J. (1989) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.15.6.1147 · Cited by 592
The Blackwell handbook of strategic management
(2002) · Choice Reviews Online · doi:10.5860/choice.39-4061 · Cited by 564
Venture capitalists' decision criteria in new venture evaluation
Hall, J. D., & Hofer, C. W. (1993) · Journal of Business Venturing · doi:10.1016/0883-9026(93)90009-t · Cited by 558
From Risk, Uncertainty, and Profit
Knight, F. H. (2009) · Cambridge University Press eBooks · doi:10.1017/cbo9780511817410.005 · Cited by 521
The psychology of entrepreneurship
(2007) · Choice Reviews Online · doi:10.5860/choice.44-3561 · Cited by 520
Determinants of Firms' Backward- and Forward-Looking R&D Search Behavior
Chen, W. (2008) · Organization Science · doi:10.1287/orsc.1070.0320 · Cited by 506
Thomas, J. A., & McDaniel, R. R. (1990) · Academy of Management Journal · doi:10.2307/256326 · Cited by 499
Milliken, F. J. (1990) · Academy of Management Journal · doi:10.2307/256351 · Cited by 497
The Domain of Entrepreneurship Research: Some Suggestions
Davidsson, P. (2003) · Advances in entrepreneurship, firm emergence, and growth · doi:10.1016/s1074-7540(03)06010-0 · Cited by 480
Perceiving and managing business risks: differences between entrepreneurs and bankers
Sarasvathy, D. K., Simon, H. A., & Lave, L. (1998) · Journal of Economic Behavior & Organization · doi:10.1016/s0167-2681(97)00092-9 · Cited by 475
On the Origin of Strategy: Action and Cognition over Time
Gavetti, G., & Rivkin, J. W. (2007) · Organization Science · doi:10.1287/orsc.1070.0282 · Cited by 438
COGNITION, CAPABILITIES, AND INCENTIVES: ASSESSING FIRM RESPONSE TO THE FIBER-OPTIC REVOLUTION.
Kaplan, S. (2008) · Academy of Management Journal · doi:10.5465/amr.2008.33665141 · Cited by 434
The formation of opportunity beliefs: overcoming ignorance and reducing doubt
Shepherd, D. A., McMullen, J. S., & Jennings, P. D. (2007) · Strategic Entrepreneurship Journal · doi:10.1002/sej.3 · Cited by 410
Self-citationRelational language and the development of relational mapping
Loewenstein, J., & Dedre Gentner, C. (2005) · Cognitive Psychology · doi:10.1016/j.cogpsych.2004.09.004 · Cited by 406
Making a silk purse out of two sow's ears: Young children's use of comparison in category learning.
Namy, L. L., & Dedre Gentner, C. (2002) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.131.1.5 · Cited by 404
Ziedonis, A. A., Nelson, R. R., & Sampat, B. N. (2004) · Cited by 403
From Opportunity Insight to Opportunity Intention: The Importance of Person–Situation Learning Match
Dimov, D. P. (2007) · Entrepreneurship Theory and Practice · doi:10.1111/j.1540-6520.2007.00188.x · Cited by 392
Innovation and entrepreneurship
(1986) · Managerial and Decision Economics · doi:10.1002/mde.4090070114 · Cited by 385
The Pragmatics of Analogical Transfer
Holyoak, K. J. (1985) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(08)60524-1 · Cited by 370
Technology Regimes and New Firm Formation
Shane, S. A. (2001) · Management Science · doi:10.1287/mnsc.47.9.1173.9785 · Cited by 337
What is an Entrepreneurial Opportunity?
McMullen, J. S., Plummer, L. A., & Ács, Z. J. (2007) · Small Business Economics · doi:10.1007/s11187-006-9040-z · Cited by 327
An Attention-Based View of Real Options Reasoning
Barnett, M. L. (2008) · Academy of Management Review · doi:10.5465/amr.2008.32465698 · Cited by 279
Concept Discovery in a Scientific Domain
Dunbar, K. N. (1993) · Cognitive Science · doi:10.1207/s15516709cog1703_3 · Cited by 266
THINKING AND MANAGING: A VERBAL PROTOCOL ANALYSIS OF MANAGERIAL PROBLEM SOLVING.
Isenberg, D. J. (1986) · Academy of Management Journal · doi:10.2307/255944 · Cited by 253
Developing Cognitive Competence
Simon, T. J., & Halford, G. S. (2015) · Psychology Press eBooks · doi:10.4324/9781315785271 · Cited by 234
The informational basis of entrepreneurial discovery
Fiet, J. O. (1996) · Small Business Economics · doi:10.1007/bf00390028 · Cited by 230
Constraints on Analogical Mapping: A Comparison of Three Models
Keane, M. T., Ledgeway, T., & Duff, S. (1994) · Cognitive Science · doi:10.1207/s15516709cog1803_2 · Cited by 224
Gartner, W. B., Carter, N. M., & Hills, G. E. (2003) · Edward Elgar Publishing eBooks · doi:10.4337/9781781951200.00017 · Cited by 209
Entrepreneurial Resources, Organizational Choices, and Competitive Outcomes
Guinan, P., Cooprider, J., Faraj, S., & Mosakowski, E. (1998) · Organization Science · doi:10.1287/orsc.9.6.625 · Cited by 208
INTERPRETATIONS ON AUTOMATIC: A DIFFERENT VIEW OF STRATEGIC ISSUE DIAGNOSIS*
Dutton, J. E. (1993) · Journal of Management Studies · doi:10.1111/j.1467-6486.1993.tb00308.x · Cited by 207
Venkataraman, S., & Sarasvathy, S. D. (2005) · Wiley eBooks · doi:10.1111/b.9780631218616.2006.00025.x · Cited by 197
EFFECTUAL REASONING IN ENTREPRENEURIAL DECISION MAKING: EXISTENCE AND BOUNDS.
Sarasvathy, S. D. (2001) · Academy of Management Proceedings · doi:10.5465/apbpp.2001.6133065 · Cited by 193
Seel, P. D. N. M. (2012) · Springer eBooks · doi:10.1007/978-1-4419-1428-6_3135 · Cited by 185
Integrating Organizational and Individual Information Processing Perspectives on Choice
Corner, P. D., Kinicki, A. J., & Keats, B. W. (1994) · Organization Science · doi:10.1287/orsc.5.3.294 · Cited by 177
An Entrainment-Based Model of Temporal Organizational Fit, Misfit, and Performance
Pérez‐Nordtvedt, L., Payne, G. T., Short, J. C., & Kedia, B. L. (2008) · Organization Science · doi:10.1287/orsc.1070.0330 · Cited by 166
Analogy use in naturalistic settings: The influence of audience, emotion, and goals
Blanchette, I., & Dunbar, K. N. (2001) · Memory & Cognition · doi:10.3758/bf03200475 · Cited by 163
Telling What We Know: The Use of Verbal Report Methodologies in Psychological Research
Crutcher, R. J. (1994) · Psychological Science · doi:10.1111/j.1467-9280.1994.tb00619.x · Cited by 158
Mowery, D. C. (2004) · Cited by 155
Nonintentional analogical inference in text comprehension
Day, S. B., & Gentner, D. (2007) · Memory & Cognition · doi:10.3758/bf03195940 · Cited by 147
How strategists really think. Tapping the power of analogy.
Gavetti, G., & Rivkin, J. W. (2005) · PubMed · Cited by 131
Learning subgoals and methods for solving probability problems
Catrambone, R., & Holyoak, K. J. (1990) · Memory & Cognition · doi:10.3758/bf03197102 · Cited by 108
Melone, N. P. (1994) · Organization Science · doi:10.1287/orsc.5.3.438 · Cited by 104
The new frontier: Transformation of management for the new millennium
Hitt, M. A. (2000) · Organizational Dynamics · doi:10.1016/s0090-2616(00)88446-6 · Cited by 102
Toward an integrative cartography of two strategic issue diagnosis frameworks
Julian, S. D., & Ofori‐Dankwa, J. C. (2007) · Strategic Management Journal · doi:10.1002/smj.647 · Cited by 88
Opportunity Identification and Entrepreneurial Behavior
Butler, J. E. (2000) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-60752-926-2 · Cited by 80
Kuvaas, B. (2002) · Journal of Management Studies · doi:10.1111/1467-6486.00320 · Cited by 80
Two Forces in the Development of Relational Similarity
Gentner, D., Rattermann, M. J., Markman, A. B., & Kotovsky, L. (2002) · Cited by 71
Demystification of cognitive insight: Opportunistic assimilation and the prepared-mind hypothesis
Seifert, C. M., Meyer, D. E., Davidson, N., Patalano, A. L., & Yaniv, I. (1994) · Wesleyan University Digital Collections (Wesleyan University) · Cited by 64
Method Challenges and Opportunities in the Psychological Study of Entrepreneurship
Davidsson, P. (2008) · Edward Elgar Publishing eBooks · doi:10.4337/9781848442764.00014 · Cited by 52
Eisenhardt, K. M., & Martin, J. A. (2000) · Strategic Management Journal · doi:10.1002/1097-0266(200010/11)21:10/11
Research works printed but not linked: 7
- 10.2307/257995 · DOI
- Gavetti G., 2005, Harvard Bus. Rev., 83, 54
- 10.1207/s15516709cog0702_3 · DOI · Paper page
- Hayek F. A. V., 1945, Amer. Econom. Rev., 35, 519
- Ireland R. D., 1999, Acad. Management Executive, 13, 43
- Ireland R. D., 2003, J. Management, 29, 963
- NASA, 2003, Spinoff 2003
Cited by
Sorted by citations
Digital Innovation Management: Reinventing Innovation Management Research in a Digital World
Nambisan, S., Lyytinen, K., Majchrzak, A., & Song, M. (2017) · MIS Quarterly · doi:10.25300/misq/2017/41:1.03 · Cited by 3,138
Digital Entrepreneurship: Toward a Digital Technology Perspective of Entrepreneurship
Nambisan, S. (2016) · Entrepreneurship Theory and Practice · doi:10.1111/etap.12254 · Cited by 3,132
Entrepreneurial opportunities and the entrepreneurship nexus: A re-conceptualization
Davidsson, P. (2015) · Journal of Business Venturing · doi:10.1016/j.jbusvent.2015.01.002 · Cited by 1,042
Fisher, G. (2012) · Entrepreneurship Theory and Practice · doi:10.1111/j.1540-6520.2012.00537.x · Cited by 1,138
Hahn, T., Preuss, L., Pinkse, J., & FIGGE, F. (2014) · Academy of Management Review · doi:10.5465/amr.2012.0341 · Cited by 1,082
Metadata
- Authors
- Grégoire, D. A., Barr, P. S., & Shepherd, D. A.
- Affiliations
- Georgia State University (US)
- Indiana University Bloomington (US)
- Venue
- Organization Science
- Published
- 2010-04
- Volume
- 21
- Issue
- 2
- Pages
- 413-431
- ISSN
- 1047-7039 (ISSN-L)
- 1526-5455
- OpenAlex
- W2118430729
- Cited by
- 582
- References
- 107
- Citations by year
- 2026: 49 · 2025: 38 · 2024: 31 · 2023: 38 · 2022: 39 · 2021: 56 · 2020: 41 · 2019: 28 · 2018: 49 · 2017: 42 · 2016: 32 · 2015: 32 · 2014: 39 · 2013: 25 · 2012: 18
- FWCI
- 26.43
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Organization Science (publishedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Management of Technology and Innovation › Entrepreneurship Studies and Influences
- Social Sciences › Business, Management and Accounting › Strategy and Management › Innovation and Knowledge Management
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Management and Organizational Studies
- Keywords
- opportunity recognition, structural alignment, cognitive processes, prior knowledge, prototype
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