The DOI matches its Crossref record; 71 of the 71 references it cites were found in a registry or an index.
Necessary Condition Analysis (NCA): Logic and Methodology of “Necessary but Not Sufficient” Causality
Open accessAbstract
Theoretical “necessary but not sufficient” statements are common in the organizational sciences. Traditional data analyses approaches (e.g., correlation or multiple regression) are not appropriate for testing or inducing such statements. This article proposes necessary condition analysis (NCA) as a general and straightforward methodology for identifying necessary conditions in data sets. The article presents the logic and methodology of necessary but not sufficient contributions of organizational determinants (e.g., events, characteristics, resources, efforts) to a desired outcome (e.g., good performance). A necessary determinant must be present for achieving an outcome, but its presence is not sufficient to obtain that outcome. Without the necessary condition, there is guaranteed failure, which cannot be compensated by other determinants of the outcome. This logic and its related methodology are fundamentally different from the traditional sufficiency-based logic and methodology. Practical recommendations and free software are offered to support researchers to apply NCA.
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Cites
Statistical Power Analysis for the Behavioral Sciences
Muller, K. (1989) · Technometrics · doi:10.1080/00401706.1989.10488618 · Cited by 99,167
Statistical Power Analysis for the Behavioral Sciences (2nd ed.).
Lachenbruch, P. A., & Cohen, J. (1989) · Journal of the American Statistical Association · doi:10.2307/2290095 · Cited by 37,395
Measuring the efficiency of decision making units
Charnes, A., Cooper, W. W., & Rhodes, E. (1978) · European Journal of Operational Research · doi:10.1016/0377-2217(78)90138-8 · Cited by 29,767
Culture's Consequences: International Differences in Work-Related Values.
Sorge, A., & Hofstede, G. (1983) · Administrative Science Quarterly · doi:10.2307/2393017 · Cited by 15,062
(2002) · Cited by 13,211
(2013) · American Economic Review · doi:10.1257/aer.103.6.i · Cited by 7,220
Koenker, R. (2005) · Cambridge University Press eBooks · doi:10.1017/cbo9780511754098 · Cited by 4,551
Redesigning Social Inquiry: Fuzzy Sets and Beyond
Ragin, C. C. (2008) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226702797.001.0001 · Cited by 4,445
Statistics for experimenters. An introduction to design, data analysis, and model building.
Box, G. E. P., Hunter, W. G., & Hunter, J. S. (1978) · Cited by 4,021
Lieberson, S., & Ragin, C. C. (2001) · Contemporary Sociology · doi:10.2307/3089736 · Cited by 2,799
Research works printed but not linked: 24
- Abbott B., 1974, Berkeley studies in syntax and semantics, 1
- Aigner D. J., 1968, American Economic Review, 58, 826
- 10.5465/amj.2010.0328 · doi:10.5465/amj.2010.0328 · Paper page
- 10.2307/254742 · doi:10.2307/254742
- 10.1177/1094428109355485 · doi:10.1177/1094428109355485
- Dettmer H. W., 1998, Breaking the constraints to world-class performance
- Dul J., 2015, Paper presented at the 5th GIKA Conference
- Dul J. (2015c). Necessary Condition Analysis (NCA) for R: A quick start guide. Retrieved from http://ssrn.com/abstract=2624981 or http://repub.eur.nl/pub/78323/ · doi:10.32614/cran.package.nca
- Gans J., 2003, Assessing australia’s innovative capacity in the 21st century
- Harvey F. P., 2003, Necessary conditions: Theory, methodology, and applications, 147
- 10.1111/j.1365-3016.2003.00534.x · doi:10.1111/j.1365-3016.2003.00534.x
- Hogan R., 2007, Hogan Personality Inventory manual
- 10.1590/S0100-512X2011000200007 · doi:10.1590/s0100-512x2011000200007
- Most B. A., 2003, Necessary conditions: Theory, methodology, and applications, 25
- Pizzi C., 1993, O que nos faz pensar, 7, 89
- Ragin C. C., 2003, Necessary conditions: Theory, methodology, and applications, 179
- Rowe A., 1944, Elimination diets and the patient’s allergies
- Schüz E., 1940, Ornithologische Monatsberichte, 48, 104
- 10.3109/00313028709077120 · doi:10.3109/00313028709077120
- Van der Valk W., 2015, When contracts and trust are both necessary for innovation in buyer-supplier relationships
- Van Maanen H., 2010, Nieuw Archief voor Wiskunde, 5, 134
- 10.1002/(SICI)1096-9896(199909)189:1<12::AID-PATH431>3.0.CO;2-F · doi:10.1002/(sici)1096-9896(199909)189:1<12::aid-path431>3.0.co;2-f
- 10.1037/0278-7393.16.3.509 · doi:10.1037/0278-7393.16.3.509
- Westerhuis G., Dul J., De Jong A., Hak T. (2012). Success in bank mergers. An application of Necessary Condition Analysis (NCA) in business history [Abstract]. Retrived from http://couperin.sciencesconf.org/conference/ebha-bhsj-paris/boa_en.pd.
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Psychological Safety: A Meta‐Analytic Review and Extension
Frazier, M. L., Fainshmidt, S., Klinger, R. L., Pezeshkan, A., & Vracheva, V. (2017) · Personnel Psychology · doi:10.1111/peps.12183 · Cited by 1,231
Improving PLS-SEM Use for Business Marketing Research
Guenther, P., Guenther, M., Ringle, C. M., Zaefarian, G., & Cartwright, S. (2023) · Industrial Marketing Management · doi:10.1016/j.indmarman.2023.03.010 · Cited by 800
A Statistical Significance Test for Necessary Condition Analysis
Dul, J., van der Laan, E., & Kuik, R. (2020) · Organizational Research Methods · doi:10.1177/1094428118795272 · Cited by 675
Self-citationCreativity and academic achievement: A meta-analysis
Gajda, A., Karwowski, M., & Beghetto, R. A. (2017) · Journal of Educational Psychology · doi:10.1037/edu0000133 · Cited by 515
The contributions of qualitative comparative analysis (QCA) to international business research
Fainshmidt, S., Witt, M. A., Aguilera, R. V., & Verbeke, A. (2020) · Journal of International Business Studies · doi:10.1057/s41267-020-00313-1 · Cited by 452
Metadata
- Authors
- Dul, J.
- Venue
- Organizational Research Methods
- Publisher
- SAGE Publications
- Published
- 2015-07-15
- Volume
- 19
- Issue
- 1
- Pages
- 10-52
- ISSN
- 1094-4281 (ISSN-L)
- 1552-7425
- OpenAlex
- W2158296862
- Cited by
- 1,360
- References
- 71
- FWCI
- 57.58
- Type
- journal article
- Language
- en
- Open access
- green
- Licence
- journals.sagepub.com/page/policies/text-and-data-mining-license (tdm)
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