The DOI matches its Crossref record; 13 of the 13 references it cites were found in a registry or an index.
A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research
Abstract
Journal Article A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research Get access Cheryl Burke Jarvis, Cheryl Burke Jarvis Search for other works by this author on: Oxford Academic PubMed Google Scholar Scott B. MacKenzie, Scott B. MacKenzie Search for other works by this author on: Oxford Academic PubMed Google Scholar Philip M. Podsakoff Philip M. Podsakoff Search for other works by this author on: Oxford Academic PubMed Google Scholar Journal of Consumer Research, Volume 30, Issue 2, September 2003, Pages 199–218, https://doi.org/10.1086/376806 Published: 01 September 2003
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Evaluating Structural Equation Models with Unobservable Variables and Measurement Error
Fornell, C., & Larcker, D. F. (1981) · Journal of Marketing Research · doi:10.2307/3151312 · Cited by 109,314
Evaluating structural equation models with unobservable variables and measurement error
Fornell, C., & Larcker, D. F. (1981) · Journal of Marketing Research · doi:10.1177/002224378101800104 · Cited by 109,190
Hu, L., & Bentler, P. M. (1999) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705519909540118 · Cited by 108,788
A Paradigm for Developing Better Measures of Marketing Constructs
Churchill, G. A. (1979) · Journal of Marketing Research · doi:10.1177/002224377901600110 · Cited by 16,549
An updated paradigm for scale development incorporating unidimensionality and its assessment
Gerbing, D. W., & Anderson, J. C. (1988) · Journal of Marketing Research · doi:10.1177/002224378802500207 · Cited by 6,293
Relationship Quality in Services Selling: An Interpersonal Influence Perspective
Crosby, L. A., Evans, K. R., & Cowles, D. (1990) · Journal of Marketing · doi:10.1177/002224299005400306 · Cited by 4,763
Conventional wisdom on measurement: A structural equation perspective.
Bollen, K., & Lennox, R. (1991) · Psychological Bulletin · doi:10.1037/0033-2909.110.2.305 · Cited by 3,618
A benefit congruency framework of sales promotion effectiveness
Chandon, P., Wansink, B., & Laurent, G. (2000) · Journal of Marketing · doi:10.1509/jmkg.64.4.65.18071 · Cited by 1,518
Construct Validity: A Review of Basic Issues and Marketing Practices
Peter, J. P. (1981) · Journal of Marketing Research · doi:10.2307/3150948 · Cited by 1,189
Evaluating Structural Equation Models with Unobservable Variables and Measurement Error: A Comment
Bagozzi, R. P. (1981) · Journal of Marketing Research · doi:10.1177/002224378101800312 · Cited by 778
Cited by
Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research
F. Hair Jr, J., Sarstedt, M., Hopkins, L., & G. Kuppelwieser, V. (2014) · European Business Review · doi:10.1108/ebr-10-2013-0128 · Cited by 11,728
An assessment of the use of partial least squares structural equation modeling in marketing research
Hair, J. F., Sarstedt, M., Ringle, C. M., & Mena, J. A. (2012) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-011-0261-6 · Cited by 8,088
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2013) · Long Range Planning · doi:10.1016/j.lrp.2013.01.001 · Cited by 5,310
Wetzels, M., Odekerken-Schröder, G., & van Oppen, C. (2009) · MIS Quarterly · doi:10.2307/20650284 · Cited by 4,944
Parasuraman (2005) · doi:10.1177/1094670504271156 · Cited by 3,967
Specification, evaluation, and interpretation of structural equation models
Bagozzi, R. P., & Yi, Y. (2012) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-011-0278-x · Cited by 3,735
Diamantopoulos, A., & Siguaw, J. A. (2006) · British Journal of Management · doi:10.1111/j.1467-8551.2006.00500.x · Cited by 3,410
MacKenzie, S. B., Podsakoff, P. M., & Podsakoff, N. P. (2011) · MIS Quarterly · doi:10.2307/23044045 · Cited by 3,165
Self-citationTesting measurement invariance of composites using partial least squares
Henseler, J., Ringle, C. M., & Sarstedt, M. (2016) · International Marketing Review · doi:10.1108/imr-09-2014-0304 · Cited by 2,964
An empirical comparison of the efficacy of covariance-based and variance-based SEM
Reinartz, W., Haenlein, M., & Henseler, J. (2009) · International Journal of Research in Marketing · doi:10.1016/j.ijresmar.2009.08.001 · Cited by 2,906
Consistent Partial Least Squares Path Modeling1
Dijkstra, T. K., & Henseler, J. (2015) · MIS Quarterly · doi:10.25300/misq/2015/39.2.02 · Cited by 2,898
Structural Equation Modeling and Natural Systems
Grace, J. B. (2006) · doi:10.1017/cbo9780511617799 · Cited by 2,432
Becker, J.-M., Klein, K., & Wetzels, M. (2012) · Long Range Planning · doi:10.1016/j.lrp.2012.10.001 · Cited by 2,279
Sarstedt, M., Ringle, C. M., Smith, D., Reams, R., & Hair, J. F. (2014) · Journal of Family Business Strategy · doi:10.1016/j.jfbs.2014.01.002 · Cited by 2,212
Ragu-Nathan, T. S., Tarafdar, M., Ragu-Nathan, B. S., & Tu, Q. (2008) · Information Systems Research · doi:10.1287/isre.1070.0165 · Cited by 2,060
Lowry, P. B., & Gaskin, J. (2014) · IEEE Transactions on Professional Communication · doi:10.1109/tpc.2014.2312452 · Cited by 1,901
Mikalef, P., & Gupta, M. (2021) · Information & Management · doi:10.1016/j.im.2021.103434 · Cited by 1,700
Gefen (2011) · doi:10.2307/23044042 · Cited by 1,596
A Framework for Conceptual Contributions in Marketing
MacInnis, D. J. (2011) · Journal of Marketing · doi:10.1509/jmkg.75.4.136 · Cited by 1,547
Saeidi, S. P., Sofian, S., Saeidi, P., Saeidi, S. P., & Saaeidi, S. A. (2015) · Journal of Business Research · doi:10.1016/j.jbusres.2014.06.024 · Cited by 1,540
Ali, F., Rasoolimanesh, S. M., Sarstedt, M., Ringle, C. M., & Ryu, K. (2018) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-10-2016-0568 · Cited by 1,540
The Influence of Firm Size on the ESG Score: Corporate Sustainability Ratings Under Review
Drempetic, S., Klein, C., & Zwergel, B. (2020) · Journal of Business Ethics · doi:10.1007/s10551-019-04164-1 · Cited by 1,537
Peng, D. X., & Lai, F. (2012) · Journal of Operations Management · doi:10.1016/j.jom.2012.06.002 · Cited by 1,532
Toward the development of a big data analytics capability
Gupta, M., & George, J. F. (2016) · Information & Management · doi:10.1016/j.im.2016.07.004 · Cited by 1,445
Bart, Y., Shankar, V., Sultan, F., & Urban, G. L. (2005) · Journal of Marketing · doi:10.1509/jmkg.2005.69.4.133 · Cited by 1,482
Lu, Y., & Ramamurthy, K. (. (2011) · MIS Quarterly · doi:10.2307/41409967 · Cited by 1,309
Cross-Sectional versus longitudinal survey research: concepts, findings, and guidelines
Rindfleisch, A., Malter, A. J., Ganesan, S., & Moorman, C. (2008) · Journal of Marketing Research · doi:10.1509/jmkr.45.3.261 · Cited by 1,305
Harrison, D. A., Newman, D. A., & Roth, P. L. (2006) · Academy of Management Journal · doi:10.5465/amj.2006.20786077 · Cited by 1,245
Grewal, R., Cote, J. A., & Baumgartner, H. (2004) · Marketing Science · doi:10.1287/mksc.1040.0070 · Cited by 1,228
PLS-SEM’s most wanted guidance
Becker, J.-M., Cheah, J.-H., Gholamzade, R., Ringle, C. M., & Sarstedt, M. (2023) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-04-2022-0474 · Cited by 1,223
Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results
Streukens, S., & Leroi-Werelds, S. (2016) · European Management Journal · doi:10.1016/j.emj.2016.06.003 · Cited by 1,120
Hulland, J., Baumgartner, H., & Smith, K. M. (2018) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-017-0532-y · Cited by 1,067
Measuring Service Quality in E-Retailing
Collier, J. E., & Bienstock, C. C. (2006) · Journal of Service Research · doi:10.1177/1094670505278867 · Cited by 1,051
An Experimental Study of the Relationship between Online Engagement and Advertising Effectiveness
Calder, B. J., Malthouse, E. C., & Schaedel, U. (2009) · Journal of Interactive Marketing · doi:10.1016/j.intmar.2009.07.002 · Cited by 1,040
Mikalef, P., & Pateli, A. (2017) · Journal of Business Research · doi:10.1016/j.jbusres.2016.09.004 · Cited by 1,038
Bridging Design and Behavioral Research With Variance-Based Structural Equation Modeling
Henseler, J. (2017) · Journal of Advertising · doi:10.1080/00913367.2017.1281780 · Cited by 1,020
Partial Least Squares: The Better Approach to Structural Equation Modeling?
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2012) · Long Range Planning · doi:10.1016/j.lrp.2012.09.011 · Cited by 855
Risk, uncertainty and the theory of planned behavior: A tourism example
Quintal, V. A., Lee, J. A., & Soutar, G. N. (2010) · Tourism Management · doi:10.1016/j.tourman.2009.08.006 · Cited by 855
Mikalef, P., Boura, M., Lekakos, G., & Krogstie, J. (2019) · British Journal of Management · doi:10.1111/1467-8551.12343 · Cited by 835
A comparative study of cb-sem and pls-sem for theory development in family firm research
Astrachan, C. B., Patel, V. K., & Wanzenried, G. (2014) · Journal of Family Business Strategy · doi:10.1016/j.jfbs.2013.12.002 · Cited by 766
Deconstructing the construct: a network perspective on psychological phenomena
Schmittmann, V. D., Cramer, A. O. J., Waldorp, L. J., Epskamp, S., Kievit, R. A., & Borsboom, D. (2013) · New Ideas in Psychology · doi:10.1016/j.newideapsych.2011.02.007 · Cited by 740
Confirmatory tetrad analysis in PLS path modeling
Gudergan, S. P., Ringle, C. M., Wende, S., & Will, A. (2008) · Journal of Business Research · doi:10.1016/j.jbusres.2008.01.012 · Cited by 704
Polites, G. L., & Karahanna, E. (2012) · MIS Quarterly · doi:10.25300/misq/2012/36.1.02 · Cited by 215
Wilden, R., & Gudergan, S. P. (2015) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-014-0380-y · Cited by 631
Examining Trust in Information Technology Artifacts: The Effects of System Quality and Culture
Vance, A., Elie-Dit-Cosaque, C., & Straub, D. W. (2008) · Journal of Management Information Systems · doi:10.2753/mis0742-1222240403 · Cited by 599
Kim, S., Vandenabeele, W., Wright, B. E., Andersen, L. B., Cerase, F. P., Christensen, R. K., Desmarais, C., Koumenta, M., Leisink, P., Liu, B., et al. (2013) · Journal of Public Administration Research and Theory · doi:10.1093/jopart/mus027 · Cited by 587
Nitzl, C. (2016) · Journal of Accounting Literature · doi:10.1016/j.acclit.2016.09.003 · Cited by 580
Predicting collaboration technology use: integrating technology adoption and collaboration research
Brown, S. A., Dennis, A. R., & Venkatesh, V. (2010) · Journal of Management Information Systems · doi:10.2753/mis0742-1222270201 · Cited by 592
Lam, S. K., Ahearne, M., Hu, Y., & Schillewaert, N. (2010) · Journal of Marketing · doi:10.1509/jmkg.74.6.128 · Cited by 533
Kaptein, M. (2008) · Journal of Organizational Behavior · doi:10.1002/job.520 · Cited by 522
Quality of Electronic Services: Conceptualizing and Testing a Hierarchical Model
Fassnacht, M., & Koese, I. (2006) · Journal of Service Research · doi:10.1177/1094670506289531 · Cited by 515
The Fallacy of Formative Measurement
Edwards, J. R. (2011) · Organizational Research Methods · doi:10.1177/1094428110378369 · Cited by 495
Alliance Management Capability: An Investigation of the Construct and Its Measurement
Schilke, O., & Goerzen, A. (2010) · Journal of Management · doi:10.1177/0149206310362102 · Cited by 449
Day, A., Paquet, S., Scott, N., & Hambley, L. (2012) · Journal of Occupational Health Psychology · doi:10.1037/a0029837 · Cited by 436
Why Do Internet Users Stick with a Specific Web Site? A Relationship Perspective
Li, D., Browne, G. J., & Wetherbe, J. C. (2006) · International Journal of Electronic Commerce · doi:10.2753/jec1086-4415100404 · Cited by 429
Homburg, C., Stierl, M., & Bornemann, T. (2013) · Journal of Marketing · doi:10.1509/jm.12.0089 · Cited by 427
The dangers of poor construct conceptualization
MacKenzie, S. B. (2003) · Journal of the Academy of Marketing Science · doi:10.1177/0092070303031003011 · Cited by 426
Self-citationImpact of store environment on impulse buying behavior
Mohan, G., Sivakumaran, B., & Sharma, P. (2013) · European Journal of Marketing · doi:10.1108/ejm-03-2011-0110 · Cited by 423
Bisbe, J., Batista-Foguet, J.-M., & Chenhall, R. (2007) · Accounting, Organizations and Society · doi:10.1016/j.aos.2006.09.010 · Cited by 422
Developing e-service quality scales: A literature review
Ladhari, R. (2010) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2010.06.003 · Cited by 414
Macedo, I. M. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.06.013 · Cited by 402
A Longitudinal Study of Herd Behavior in the Adoption and Continued Use of Technology1
Sun, H. (2013) · MIS Quarterly · doi:10.25300/misq/2013/37.4.02 · Cited by 375
Wang, W.-T., Wang, Y.-S., & Liu, E.-R. (2016) · Information & Management · doi:10.1016/j.im.2016.01.006 · Cited by 375
Brocato, E. D., Voorhees, C. M., & Baker, J. (2012) · Journal of Retailing · doi:10.1016/j.jretai.2012.01.006 · Cited by 374
The role of consumer innovativeness and perceived risk in online banking usage
Aldás‐Manzano, J., Lassala‐Navarré, C., Ruiz‐Mafé, C., & Sanz‐Blas, S. (2009) · International Journal of Bank Marketing · doi:10.1108/02652320910928245 · Cited by 364
Service value revisited: Specifying a higher-order, formative measure
Ruiz, D. M., Gremler, D. D., Washburn, J. H., & Carrión, G. C. (2008) · Journal of Business Research · doi:10.1016/j.jbusres.2008.01.015 · Cited by 361
Constituents and consequences of smart customer experience in retailing
Roy, S. K., Balaji, M. S., Sadeque, S., Nguyen, B., & Melewar, T. C. (2017) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2016.09.022 · Cited by 348
Kareklas, I., Carlson, J. R., & Muehling, D. D. (2014) · Journal of Advertising · doi:10.1080/00913367.2013.799450 · Cited by 343
Customer engagement and online reviews
Thakur, R. (2018) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2017.11.002 · Cited by 336
E-Service Quality: Development of a Hierarchical Model
Blut, M. (2016) · Journal of Retailing · doi:10.1016/j.jretai.2016.09.002 · Cited by 328
Management control effectiveness and strategy: An empirical analysis of packages and systems
Bedford, D. S., Malmi, T., & Sandelin, M. (2016) · Accounting, Organizations and Society · doi:10.1016/j.aos.2016.04.002 · Cited by 328
A Multidisciplinary Approach to Supply Chain Agility: Conceptualization and Scale Development
Gligor, D. M., Holcomb, M. C., & Stank, T. P. (2013) · Journal of Business Logistics · doi:10.1111/jbl.12012 · Cited by 313
Measuring customer experience in physical retail environments
Bustamante, J. C., & Rubio, N. (2017) · Journal of Service Management · doi:10.1108/josm-06-2016-0142 · Cited by 306
Marketing research using single-item indicators in structural equation models
Petrescu, M. (2013) · Journal of Marketing Analytics · doi:10.1057/jma.2013.7 · Cited by 279
Cenfetelli, R. T., Benbasat, I., & Al-Natour, S. (2008) · Information Systems Research · doi:10.1287/isre.1070.0163 · Cited by 272
The effectiveness of pair programming: A meta-analysis
Hannay, J. E., Dybå, T., Arisholm, E., & Sjøberg, D. I. K. (2009) · Information and Software Technology · doi:10.1016/j.infsof.2009.02.001 · Cited by 268
Operational capabilities: the secret ingredient
Wu, S. J., Melnyk, S. A., & Flynn, B. B. (2010) · Decision Sciences · doi:10.1111/j.1540-5915.2010.00294.x · Cited by 263
Reichelt, J., Sievert, J., & Jacob, F. (2014) · Journal of Marketing Communications · doi:10.1080/13527266.2013.797758 · Cited by 262
Verworn, B., Herstatt, C., & Nagahira, A. (2008) · R&D Management · doi:10.1111/j.1467-9310.2007.00492.x · Cited by 253
University departments and self-employment intentions of business students: a cross-level analysis
Walter, S. G., Parboteeah, K. P., & Walter, A. (2013) · Entrepreneurship Theory and Practice · doi:10.1111/j.1540-6520.2011.00460.x · Cited by 245
Effects of green brand on green purchase intention
Huang, Y.-C., Yang, M., & Wang, Y.-C. (2014) · Marketing Intelligence & Planning · doi:10.1108/mip-10-2012-0105 · Cited by 238
Perceived information transparency in B2C e-commerce: an empirical investigation.
Zhou, L., Wang, W., Xu, J. (., Liu, T., & Gu, J. (2018) · Information & Management · doi:10.1016/j.im.2018.04.005 · Cited by 233
Business model innovativeness: designing a formative measure for business model innovation
Spieth, P., & Schneider, S. (2016) · Journal of Business Economics · doi:10.1007/s11573-015-0794-0 · Cited by 232
Loyalty, perceived value and relationship quality in healthcare services
Moliner, M. A. (2009) · Journal of Service Management · doi:10.1108/09564230910936869 · Cited by 227
Why different trust relationships matter for information systems users
Söllner, M., Hoffmann, A., & Leimeister, J. M. (2016) · European Journal of Information Systems · doi:10.1057/ejis.2015.17 · Cited by 223
The role of transformational leadership in enhancing team reflexivity
Schippers, M. C., Den Hartog, D. N., Koopman, P. L., & van Knippenberg, D. (2008) · Human Relations · doi:10.1177/0018726708096639 · Cited by 215
Benlian, A., Hilkert, D., & Hess, T. (2015) · Journal of Information Technology · doi:10.1057/jit.2015.6 · Cited by 212
Gupta, K., & Arora, N. (2019) · South Asian Journal of Business Studies · doi:10.1108/sajbs-03-2019-0037 · Cited by 208
Cheung, M., Myers, M. B., & Mentzer, J. T. (2011) · Strategic Management Journal · doi:10.1002/smj.926 · Cited by 204
Perceived Ubiquity in Mobile Services
Okazaki, S., & Mendez, F. (2013) · Journal of Interactive Marketing · doi:10.1016/j.intmar.2012.10.001 · Cited by 201
The joint moderating role of trust propensity and gender on consumers’ online shopping behavior.
Chen, Y., Yan, X., Fan, W., & Gordon, M. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2014.10.020 · Cited by 200
Brand Misconduct: Consequences on Consumer–Brand Relationships
Huber, F., Vollhardt, K., Matthes, I., & Vogel, J. (2010) · Journal of Business Research · doi:10.1016/j.jbusres.2009.10.006 · Cited by 198
Thatcher, J. B., McKnight, D. H., Baker, E. W., Arsal, R. E., & Roberts, N. H. (2011) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2009.2028320 · Cited by 196
Sustainability as a new school of thought in project management
Silvius, G. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.08.121 · Cited by 196
Factors influencing behavior intentions to telehealth by Chinese elderly: An extended TAM model
Zhou, M., Zhao, L., Kong, N., Campy, K. S., Qu, S., & Wang, S. (2019) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2019.04.001 · Cited by 180
Why are customers loyal in sharing-economy services? A relational benefits perspective
Yang, S., Song, Y., Chen, S., & Xia, X. (2017) · Journal of Services Marketing · doi:10.1108/jsm-01-2016-0042 · Cited by 188
Janson, A. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2023.107954 · Cited by 187
Yoo, C. W., Kim, Y. J., & Sanders, G. L. (2015) · Information & Management · doi:10.1016/j.im.2015.03.001 · Cited by 152
Motivating Employees of the Public Sector: Does Public Service Motivation Matter?
Anderfuhren-Biget, S., Varone, F., Giauque, D., & Ritz, A. (2010) · International Public Management Journal · doi:10.1080/10967494.2010.503783 · Cited by 152
Rodríguez, N. G., Pérez, M. J. S., & Gutiérrez, J. A. T. (2008) · Journal of Business Research · doi:10.1016/j.jbusres.2007.06.011 · Cited by 145
Metadata
- Authors
- Jarvis, C. B., MacKenzie, S. B., & Podsakoff, P. M.
- Venue
- Journal of Consumer Research
- Publisher
- Oxford University Press (OUP)
- Published
- 2003-09
- Volume
- 30
- Issue
- 2
- Pages
- 199-218
- ISSN
- 0093-5301 (ISSN-L)
- 1537-5277
- OpenAlex
- W2146410840
- Cited by
- 5,807
- References
- 13
- FWCI
- 71.90
- Type
- journal article
- Language
- en
- Open access
- closed
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
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.