The DOI matches its Crossref record; 96 of the 97 references it cites were found in a registry or an index.
The Fallacy of Formative Measurement
Abstract
In management research, there is a growing trend toward formative measurement, in which measures are treated as causes of constructs. Formative measurement can be contrasted with reflective measurement, in which constructs are specified as causes of measures. Although recent work seems to suggest that formative measurement is a viable alternative to reflective measurement, the emerging enthusiasm for formative measurement is based on conceptions of constructs, measures, and causality that are difficult to defend. This article critically compares reflective and formative measurement on the basis of dimensionality, internal consistency, identification, measurement error, construct validity, and causality. This comparison leads to the conclusion that the presumed viability of formative measurement is a fallacy, and the objectives of formative measurement can be achieved using alternative models with reflective measures.
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
“Further, previous attempts to model previous ancillary indexes (i.e., GAI and CPI) on previous editions of the WISC have not yielded compelling evidence that they represent reflective constructs (Edwards 2011).”
From Beyond Primary Assessment on the WISC-V: An Investigation of the Structural Validity of the Ancillary Scores (2025) · cites this paper as Edwards 2011
Citations
Cites
Coefficient Alpha and the Internal Structure of Tests
Cronbach, L. J. (1951) · Psychometrika · doi:10.1007/bf02310555 · Cited by 43,931
Structural equation modeling in practice: A review and recommended two-step approach
Anderson, J. C., & Gerbing, D. W. (1988) · Psychological Bulletin · doi:10.1037/0033-2909.103.3.411 · Cited by 41,941
Principles and Practice of Structural Equation Modeling
Tabri, N., & Elliott, C. M. (2012) · Canadian Graduate Journal of Sociology and Criminology · doi:10.15353/cgjsc.v1i1.3787 · Cited by 39,094
(1998) · Cited by 36,049
Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences
Cohen, P., Cohen, P., West, S. G., & Aiken, L. S. (2014) · Psychology Press eBooks · doi:10.4324/9781410606266 · Cited by 20,870
Structural Equations with Latent Variables
Bollen, K. A. (1989) · Wiley series in probability and statistics · doi:10.1002/9781118619179 · Cited by 17,944
Structural Equations with Latent Variables.
Clogg, C. C., & Bollen, K. A. (1991) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2072165 · Cited by 17,475
Convergent and discriminant validation by the multitrait-multimethod matrix.
Campbell, D. T., & Fiske, D. W. (1959) · Psychological Bulletin · doi:10.1037/h0046016 · Cited by 17,116
Psychometric theory (2nd ed.).
Sitgreaves, R. (1979) · Contemporary Psychology · doi:10.1037/018882 · Cited by 14,384
Handbook of Industrial and Organizational Psychology.
Hammer, T. H., Anderson, J. F., Gurdon, M. A., Jick, T. D., Petit, A., Stern, R. N., Schwartz, H., Vardi, Y., & Dunnette, M. D. (1977) · Administrative Science Quarterly · doi:10.2307/2391755 · Cited by 11,947
Research works printed but not linked: 9
- Borsboom, D., 2008, Measurement, 6, 25
- DeVellis, R.F., 1991, Scale development: Theories and applications
- Fayers, P.M., 1997, Quality of Life Research, 6, 139
- 10.1177/002224378201900406 · DOI
- Law, K.S., 1999, Journal of Management, 25, 143
- Lord, F.M., 1968, Statistical theories of mental test scores
- Nunnally, J.C., 1978, Psychometric theory
- Nunnally, J.C., 1994, Psychometric theory
- 10.2307/258554 · DOI
Cited by
Sorted by citations
Items 101–200 of 495
Dovran, A., Winje, D., Øverland, S., Breivik, K., Arefjord, K., Dalsbø, A. S., Jentoft, M. B., Hansen, A. L., & Waage, L. (2013) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12052 · Cited by 66
Tang, T. L., Sutarso, T., Ansari, M. A., Lim, V. K. G., Teo, T. S. H., Arias-Galicia, F., Garber, I. E., Chiu, R. K., Charles‐Pauvers, B., Arocas, R. L., et al. (2015) · Journal of Business Ethics · doi:10.1007/s10551-015-2980-y · Cited by 73
A critical review of scoring options for clinical measurement tools
Avila, L., Stinson, J., Kiss, A., Brandão, L. R., Uleryk, E. M., & Feldman, B. M. (2015) · BMC Research Notes · doi:10.1186/s13104-015-1561-6 · Cited by 71
Unobtrusive measurement of psychological constructs in organizational research
Hill, A., White, M. A., & Wallace, J. C. (2013) · Organizational Psychology Review · doi:10.1177/2041386613505613 · Cited by 69
Convergent and Discriminant Validity with Formative Measurement: A Mediator Perspective
Wang, X., French, B. F., & Clay, P. F. (2015) · Journal of Modern Applied Statistical Methods · doi:10.22237/jmasm/1430453400 · Cited by 69
Methods for questionnaire design: a taxonomy linking procedures to test goals
Oosterveld, P., Vorst, H. C. M., & Smits, N. (2019) · Quality of Life Research · doi:10.1007/s11136-019-02209-6 · Cited by 83
Schryver, M. D., Vindevogel, S., Rasmussen, A., & Cramer, A. O. J. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01896 · Cited by 74
Constructs in Strategic Management
Boyd, B., Bergh, D. D., Ireland, R. D., & Ketchen, D. J. (2013) · Organizational Research Methods · doi:10.1177/1094428112471298 · Cited by 65
Psychometric Properties of the 44-Item Version of Ryff’s Psychological Well-Being Scale
Kállay, É., & Rus, C. L. (2013) · European Journal of Psychological Assessment · doi:10.1027/1015-5759/a000163 · Cited by 80
Marcoulides, G. A., Chin, & Saunders, C. (2012) · MIS Quarterly · doi:10.2307/41703477 · Cited by 62
VanderWeele, T. J. (2020) · PubMed Central · doi:10.48550/arxiv.2007.00520 · Cited by 61
Wolter, J. S., & Cronin, J. J. (2015) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-014-0421-6 · Cited by 66
The MIMIC model and formative variables: problems and solutions
Lee, N. J., Cadogan, J. W., & Chamberlain, L. (2013) · AMS Review · doi:10.1007/s13162-013-0033-1 · Cited by 61
Constructed Measures and Causal Inference
VanderWeele, T. J. (2021) · Epidemiology · doi:10.1097/ede.0000000000001434 · Cited by 59
Uşaklı, A., Küçükergi̇n, K. G., Shi, D., & Okumuş, F. (2021) · Journal of Destination Marketing & Management · doi:10.1016/j.jdmm.2021.100686 · Cited by 59
Evermann, J., & Rönkkö, M. (2023) · Communications of the Association for Information Systems · doi:10.17705/1cais.05229 · Cited by 63
1 A THEORY BUILDING STUDY OF ENTERPRISE ARCHITECTURE PRACTICES AND BENEFITS
Foorthuis, R., van Steenbergen, M., Brinkkemper, S., & Bruls, W. A. G. (2015) · Cited by 59
Contractual Complexity in Construction Projects
Wang, W., Chen, Y., Zhang, S., & Wang, Y. (2018) · Project Management Journal · doi:10.1177/8756972818770589 · Cited by 58
Hill, A., Kern, D. A., & White, M. A. (2013) · Journal of Business Research · doi:10.1016/j.jbusres.2013.08.011 · Cited by 57
Sardžoska, E. G., & Tang, T. L. (2014) · Journal of Business Ethics · doi:10.1007/s10551-014-2197-5 · Cited by 59
Bonanno, G. A., Maccallum, F., Malgaroli, M., & Hou, W. K. (2018) · Assessment · doi:10.1177/1073191118820131 · Cited by 63
Intergroup Leadership: How Leaders Can Enhance Performance of Humanitarian Operations
Salem, M., Quaquebeke, N. V., Besiou, M., & Meyer, L. (2019) · Production and Operations Management · doi:10.1111/poms.13085 · Cited by 55
Theodosiou, M., Katsikea, E. S., Samiee, S., & Makri, K. (2019) · Journal of Interactive Marketing · doi:10.1016/j.intmar.2019.03.004 · Cited by 55
Measuring leadership an assessment of the Multifactor Leadership Questionnaire
Batista‐Foguet, J. M., Estève, M., & van Witteloostuijn, A. C. (2021) · PLoS ONE · doi:10.1371/journal.pone.0254329 · Cited by 99
Jeong, I., Gong, Y., & Zhong, B.-J. (2022) · Journal of Management · doi:10.1177/01492063221082537 · Cited by 63
Konradt, U., Warszta, T., & Ellwart, T. (2013) · International Journal of Selection and Assessment · doi:10.1111/ijsa.12026 · Cited by 71
Li, C. S., Kristof‐Brown, A. L., & Nielsen, J. D. (2018) · Personnel Psychology · doi:10.1111/peps.12295 · Cited by 63
Vos, J. F. J., & Boonstra, A. (2021) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2021.102453 · Cited by 54
Empirical Study to Determine Fragmentation of Construction Projects
Alashwal, A. M., & Fong, P. S. W. (2015) · Journal of Construction Engineering and Management · doi:10.1061/(asce)co.1943-7862.0000986 · Cited by 61
An Analysis of ANES Items and Their Use in the Construction of Political Knowledge Scales
Pietryka, M. T., & MacIntosh, R. C. (2013) · Political Analysis · doi:10.1093/pan/mpt009 · Cited by 52
Techno‐eustress creators: Conceptualization and empirical validation
Tarafdar, M., Stich, J., Maier, C., & Laumer, S. (2024) · Information Systems Journal · doi:10.1111/isj.12515 · Cited by 71
Venture Idea Assessment (VIA): Development of a needed concept, measure, and research agenda
Davidsson, P., Grégoire, D. A., & Lex, M. (2021) · Journal of Business Venturing · doi:10.1016/j.jbusvent.2021.106130 · Cited by 50
Organizational performance as a set of four dimensions: An empirical analysis
Hamann, P. M., & Schiemann, F. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.01.012 · Cited by 49
Bammens, Y. P. M., & Hünermund, P. (2023) · Research Policy · doi:10.1016/j.respol.2023.104826 · Cited by 49
Haro, S. P., & Bitektine, A. B. (2014) · Journal of World Business · doi:10.1016/j.jwb.2014.10.009 · Cited by 54
New and emerging models of human intelligence
Conway, A. R. A., & Kovacs, K. (2015) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1356 · Cited by 48
Nierobisch, T., Toporowski, W., Dannewald, T., & Jähn, S. (2016) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2016.09.014 · Cited by 50
Introduction to the Special Issue: The Literature Review in Information Systems
Tate, M., Furtmueller, E., Evermann, J., & Bandara, W. (2015) · Communications of the Association for Information Systems · doi:10.17705/1cais.03705 · Cited by 48
Illuminating the lifecourse of place in the longitudinal study of neighbourhoods and health
Lekkas, P., Paquet, C., Howard, N. J., & Daniel, M. (2016) · Social Science & Medicine · doi:10.1016/j.socscimed.2016.09.025 · Cited by 47
Pagando o preço de governar: custos de gerência de coalizão no presidencialismo brasileiro
Bertholini, F., & Pereira, C. (2017) · Revista de Administração Pública · doi:10.1590/0034-7612154969 · Cited by 47
Winkler, E., Busch, C., Clasen, J., & Vowinkel, J. (2014) · Journal of Leadership & Organizational Studies · doi:10.1177/1548051814527771 · Cited by 46
Facing the heat: Political instability and firm new product innovation in sub‐Saharan Africa
Krammer, S. M. S., & Kafouros, M. I. (2022) · Journal of Product Innovation Management · doi:10.1111/jpim.12623 · Cited by 46
Lonati, S. (2019) · The Leadership Quarterly · doi:10.1016/j.leaqua.2019.07.003 · Cited by 56
Testing the impact of athlete brand image attributes on fan loyalty
Mahmoudian, A., Boroujerdi, S. S., Mohammadi, S., Delshab, V., & Pyun, D. Y. (2020) · Journal of Business and Industrial Marketing · doi:10.1108/jbim-10-2019-0464 · Cited by 45
More Statistical and Methodological Myths and Urban Legends
Lance, C. E. (2011) · Organizational Research Methods · doi:10.1177/1094428110391814 · Cited by 88
Hill, A., Kern, D. A., & White, M. A. (2012) · Strategic Organization · doi:10.1177/1476127012445239 · Cited by 44
Person-environment fit is a formative construct
Darrow, J. B., & Behrend, T. S. (2017) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2017.08.007 · Cited by 44
Diversity and firm performance: role of corporate ethics
Porcena, Y.-R., Parboteeah, K., & Mero, N. P. (2020) · Management Decision · doi:10.1108/md-01-2019-0142 · Cited by 37
Measuring the quality of democracy: Why include the citizens’ perspective?
Pickel, S., Breustedt, W., & Smolka, T. (2016) · International Political Science Review · doi:10.1177/0192512116641179 · Cited by 43
Compeau, D., Correia, J., & Thatcher, J. B. (2022) · MIS Quarterly · doi:10.25300/misq/2022/15516 · Cited by 43
A Commentary on the Use of Formative Measurement
Hardin, A. M., & Marcoulides, G. A. (2011) · Educational and Psychological Measurement · doi:10.1177/0013164411414270 · Cited by 43
Faculty Research Incentives and Business School Health: A New Perspective from and for Marketing
Stremersch, S., Winer, R. S., & Camacho, N. (2021) · Journal of Marketing · doi:10.1177/00222429211001050 · Cited by 42
Scale purification: state-of-the-art review and guidelines
Wieland, A., Köck, F., & Josiassen, A. (2018) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-11-2017-0740 · Cited by 45
Cohen, K., Ramseyer, F., Tal, S., & Zilcha‐Mano, S. (2021) · Clinical Psychological Science · doi:10.1177/2167702620985294 · Cited by 47
Cheng, M., Liu, G., & Xu, Y. (2020) · Engineering Construction & Architectural Management · doi:10.1108/ecam-06-2020-0419 · Cited by 41
The impact of COVID-19 on turnover intention among hotel employees: A moderated mediation model
Yin, J., Bi, Y., & Ni, Y. (2022) · Journal of Hospitality and Tourism Management · doi:10.1016/j.jhtm.2022.05.010 · Cited by 46
Cornelissen, J., & Kaandorp, M. (2022) · Journal of Management Studies · doi:10.1111/joms.12897 · Cited by 44
Effect of a major network reform on bus transit satisfaction
Allen, J., Muñoz, J. C., & Rosell, J. (2019) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2019.04.002 · Cited by 39
Interpretational Confounding or Confounded Interpretations of Causal Indicators?
Bainter, S. A., & Bollen, K. A. (2014) · Measurement Interdisciplinary Research and Perspectives · doi:10.1080/15366367.2014.968503 · Cited by 39
The effects of contractual and relational governance on public‐private partnership sustainability
Li, J., Liu, B., Wang, D., & Casady, C. B. (2024) · Public Administration · doi:10.1111/padm.12982 · Cited by 38
Social status as one key indicator of successful psychopathy: An initial empirical investigation
Persson, B. N., & Lilienfeld, S. (2019) · Personality and Individual Differences · doi:10.1016/j.paid.2019.01.020 · Cited by 34
Eight Obstacles to Overcome in the Theory Testing Genre
Gregor, S. D., & Klein, G. L. (2014) · Journal of the Association for Information Systems · doi:10.17705/1jais.00382 · Cited by 38
Questioning Psychological Constructs: Current Issues and Proposed Changes
de Boeck, P. A. L., Pek, J. C. X., Walton, K. M., Wegener, D. T., Turner, B. M., Andersen, B. L., Beauchaine, T. P., Lecavalier, L., Myung, J. I., & Petty, R. E. (2023) · Psychological Inquiry · doi:10.1080/1047840x.2023.2274429 · Cited by 45
Simonetto, A. (2013) · Electronic journal of applied statistical analysis · doi:10.1285/i20705948v5n3p452 · Cited by 37
A Worldwide Measure of Societal Quality of Life
Maridal, J. H. (2016) · Social Indicators Research · doi:10.1007/s11205-016-1418-y · Cited by 39
Empirical research methods department: Mission, learnings, and future plans
Shang, G., & Rönkkö, M. (2022) · Journal of Operations Management · doi:10.1002/joom.1171 · Cited by 40
Sales, C. M. D., Ashworth, M. J., Ayis, S. A., Barkham, M., Edbrooke-Childs, J. H., Faísca, L., Jacob, J., Xu, D., & Cooper, M. (2022) · Journal of Clinical Psychology · doi:10.1002/jclp.23319 · Cited by 44
Naderpajouh, N., Matinheikki, J., Keeys, L. A., Aldrich, D. P., & Linkov, I. (2023) · International Journal of Project Management · doi:10.1016/j.ijproman.2023.102544 · Cited by 40
Team perceived virtuality: an emergent state perspective
Handke, L., Costa, P., Klonek, F. E., O’Neill, T., & Parker, S. K. (2020) · European Journal of Work and Organizational Psychology · doi:10.1080/1359432x.2020.1806921 · Cited by 43
Psychological well-being of hybrid entrepreneurs
Ardianti, R., Obschonka, M., & Davidsson, P. (2021) · Journal of Business Venturing Insights · doi:10.1016/j.jbvi.2021.e00294 · Cited by 41
Job scope, affective commitment, and turnover: The moderating role of growth need strength
Zargar, M. S., Vandenberghe, C., Marchand, C., & Ayed, A. K. B. (2013) · Journal of Occupational and Organizational Psychology · doi:10.1111/joop.12046 · Cited by 38
Schowalter, A. F., & Volmer, J. (2023) · The Leadership Quarterly · doi:10.1016/j.leaqua.2023.101722 · Cited by 45
Boehnke, J. R., & Croudace, T. J. (2015) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-015-1022-5 · Cited by 36
Antecedents and Consequences of Fairness Perceptions in Personnel Selection
Konradt, U., Garbers, Y., Böge, M., Erdoğan, B., & Bauer, T. N. (2015) · Group & Organization Management · doi:10.1177/1059601115617665 · Cited by 45
On the Use of Computer-Aided Text Analysis in International Business Research
Belderbos, R., Grabowska, M., Leten, B., Kelchtermans, S., & Ugur, N. (2017) · Global Strategy Journal · doi:10.1002/gsj.1162 · Cited by 38
Meta-Analysis in Organizational Research: A Guide to Methodological Options
Morris, S. B. (2022) · Annual Review of Organizational Psychology and Organizational Behavior · doi:10.1146/annurev-orgpsych-031921-021922 · Cited by 37
Omission of Causal Indicators: Consequences and Implications for Measurement
Aguirre-Urreta, M. I., Rönkkö, M., & Marakas, G. M. (2016) · Measurement Interdisciplinary Research and Perspectives · doi:10.1080/15366367.2016.1205935 · Cited by 34
Magnoni, F., Valette‐Florence, P., & de Barnier, V. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.04.069 · Cited by 36
Building Sustainable Supply Chain Resilience: Insights From a Mixed‐Method Study
Bag, S., Rahman, M. S., & Chiarini, A. (2024) · Business Strategy and the Environment · doi:10.1002/bse.4071 · Cited by 33
Newcomer leader–member exchange: the contribution of anticipated organizational support
Zheng, D., Wu, H., Eisenberger, R., Shore, L. M., Tetrick, L. E., & Buffardi, L. C. (2016) · Journal of Occupational and Organizational Psychology · doi:10.1111/joop.12157 · Cited by 37
Making Quantitative Research Work: From Positivist Dogma to Actual Social Scientific Inquiry
Zyphur, M. J., & Pierides, D. C. (2019) · Journal of Business Ethics · doi:10.1007/s10551-019-04189-6 · Cited by 71
Cheap Versus Deep Manipulation: The Effects of Cheapfakes Versus Deepfakes in a Political Setting
Hameleers, M. (2024) · International Journal of Public Opinion Research · doi:10.1093/ijpor/edae004 · Cited by 47
Supervision practices of doctoral education and training
Schneijderberg, C. (2019) · Studies in Higher Education · doi:10.1080/03075079.2019.1689384 · Cited by 34
Type D personality and the Five-Factor Model: A facet-level analysis
Horwood, S., Anglim, J., & Tooley, G. A. (2015) · Personality and Individual Differences · doi:10.1016/j.paid.2015.03.041 · Cited by 31
Aguirre-Urreta, M. I., & Marakas, G. M. (2013) · Information Systems Research · doi:10.1287/isre.2013.0493 · Cited by 34
Baumgartner, H., & Weijters, B. (2021) · Springer eBooks · doi:10.1007/978-3-319-05542-8_14-1 · Cited by 32
Development and validation of Coaches’ Interpersonal Style Questionnaire
González, J. J. P., Sánchez‐Oliva, D., Marcos, F. M. L., Sánchez-Cano, J., & García‐Calvo, T. (2017) · Measurement in Physical Education and Exercise Science · doi:10.1080/1091367x.2017.1369982 · Cited by 39
Valderrey, M. J. L., García, J. P., Cañadillas, I. P., & Cervera, A. (2020) · Sustainability · doi:10.3390/su12083274 · Cited by 30
Modelling the impact of corporate reputation on customers' behaviour
Burlea‐Schiopoiu, A., & Bălan, D. A. (2021) · Corporate Social Responsibility and Environmental Management · doi:10.1002/csr.2113 · Cited by 33
Organizational Autonomy: A Review and Agenda for Future Research
Arrègle, J.-L., Dattee, B. A., Hitt, M. A., & Bergh, D. D. (2022) · Journal of Management · doi:10.1177/01492063221123264 · Cited by 32
Responding—or Not—to Information Technology Project Risks: An Integrative Model1
Moeini, M., & Rivard, S. (2019) · MIS Quarterly · doi:10.25300/misq/2019/14505 · Cited by 33
An Alternate Conceptualization of the Leisure Constraints Measurement Model
Kyle, G. T., & Jun, J. (2015) · Journal of Leisure Research · doi:10.1080/00222216.2015.11950364 · Cited by 29
Selective or Parallel? Toward Measuring the Domains of Entrepreneurial Bricolage
Rönkkö, M., Peltonen, J., & Arenius, P. M. (2013) · Emerald Group Publishing Limited eBooks · doi:10.1108/s1074-7540(2013)0000015005 · Cited by 29
Ahead of the game: Antecedents for the success of shared service centers
Richter, P. C., & Brühl, R. (2020) · European Management Journal · doi:10.1016/j.emj.2019.10.006 · Cited by 28
MIMIC models, formative indicators and the joys of research
Diamantopoulos, A., & Temme, D. (2013) · AMS Review · doi:10.1007/s13162-013-0050-0 · Cited by 28
The Measurement of Effort-Reward Imbalance (ERI) at Work
Montaño, D., Jian, L., & Siegrist, J. (2016) · Aligning perspectives on health, safety and well-being · doi:10.1007/978-3-319-32937-6_2 · Cited by 34
Why You Shouldn't Use PLS: Four Reasons to Be Uneasy about Using PLS in Analyzing Path Models
Goodhue, D. L., Thompson, R. L., & Lewis, W. (2013) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2013.612 · Cited by 27
Schmitt, A., Gielnik, M. M., & Seibel, S. (2018) · Motivation and Emotion · doi:10.1007/s11031-018-9720-4 · Cited by 28
Baumgartner, H., & Weijters, B. (2019) · Foundations and Trends® in Marketing · doi:10.1561/1700000058 · Cited by 30
Why assessment in medical education needs a solid foundation in modern test theory
Schauber, S. K., Hecht, M., & Nouns, Z. M. (2017) · Advances in Health Sciences Education · doi:10.1007/s10459-017-9771-4 · Cited by 25
Metadata
- Authors
- Edwards, J. R.
- Affiliations
- University of North Carolina at Chapel Hill (US)
- Corresponding author
- Edwards, Jeffrey R.
- ORCID
- Edwards, Jeffrey R.
- Venue
- Organizational Research Methods
- Publisher
- SAGE Publications
- Published
- 2010-08-11
- Volume
- 14
- Issue
- 2
- Pages
- 370-388
- ISSN
- 1094-4281 (ISSN-L)
- 1552-7425
- OpenAlex
- W2107306814
- Cited by
- 495
- References
- 97
- Citations by year
- 2026: 25 · 2025: 29 · 2024: 24 · 2023: 41 · 2022: 38 · 2021: 36 · 2020: 24 · 2019: 39 · 2018: 34 · 2017: 33 · 2016: 30 · 2015: 37 · 2014: 23 · 2013: 50 · 2012: 22
- FWCI
- 35.75
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Organizational Research Methods (publishedVersion)
- Lancaster EPrints (Lancaster University) (submittedVersion)
- Research Explorer (The University of Manchester) (submittedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Business, Management and Accounting › Strategy and Management › Business Strategies and Management Research
- Social Sciences › Business, Management and Accounting › Accounting › Accounting and Organizational Management
- Keywords
- formative measurement, reflective measurement, construct measurement, causality, construct validity, measurement error, identification, internal consistency, dimensionality, structural equation modeling, management research
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