Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results
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PLS-SEM is able to handle small- to medium-size samples and is suitable for exploratory research.
“This method was chosen for its ability to handle small- to medium-size samples and suitability for exploratory research [33].”
From User Intentions to Use ChatGPT for Self-Diagnosis and Health-Related Purposes: Cross-sectional Survey Study (2023) · cites this paper as [33]
Cites
Nonparametric Statistics for the Behavioral Sciences
Guitton, H., & Siegel, S. (1958) · Revue économique · doi:10.2307/3498751 · Cited by 35,281 · see citing works
Preacher, K. J., & Hayes, A. F. (2008) · Behavior Research Methods · doi:10.3758/brm.40.3.879 · Cited by 34,117 · see citing works
(2014) · DigitalCommons - Kennesaw State University (Kennesaw State University) · Cited by 12,785 · see citing works
(1998) · Cited by 12,725 · see citing works
Applied Linear Statistical Models
Ziegel, E. R., Neter, J., Wasserman, W., & Kutner, M. (1992) · Technometrics · doi:10.2307/1269588 · Cited by 9,906 · see citing works
Regression Modeling Strategies
Harrell, F. E. (2001) · Springer series in statistics · doi:10.1007/978-1-4757-3462-1 · Cited by 9,357 · see citing works
The Jackknife, the Bootstrap and Other Resampling Plans
Efron, B. (1982) · Society for Industrial and Applied Mathematics eBooks · doi:10.1137/1.9781611970319 · Cited by 8,120 · see citing works
Confidence Limits for the Indirect Effect: Distribution of the Product and Resampling Methods
MacKinnon, D. P., Lockwood, C. M., & Williams, J. (2004) · Multivariate Behavioral Research · doi:10.1207/s15327906mbr3901_4 · Cited by 7,806 · see citing works
Bootstrap Methods and their Application
Davison, A. C., & Hinkley, D. V. (1997) · doi:10.1017/cbo9780511802843 · Cited by 7,350 · see citing works
Modern Methods for Business Research
(1998) · doi:10.4324/9781410604385 · Cited by 6,534 · see citing works
Tenenhaus, M., Vinzi, V. E., Chatelin, Y.-M., & Lauro, C. (2005) · Computational Statistics & Data Analysis · doi:10.1016/j.csda.2004.03.005 · Cited by 6,312 · see citing works
Efron, B., & Tibshirani, R. (1986) · Statistical Science · doi:10.1214/ss/1177013815 · Cited by 6,033 · see citing works
Jarvis, C. B., MACKENZIE, S. B., & Podsakoff, P. M. (2003) · Journal of Consumer Research · doi:10.1086/376806 · Cited by 5,910 · see citing works
Bootstrap Methods and Their Application
Loughin, T. M., Davison, A. C., & HINKLEY, D. V. (1999) · Journal of the American Statistical Association · doi:10.2307/2669707 · Cited by 5,478 · see citing works
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2013) · Long Range Planning · doi:10.1016/j.lrp.2013.01.001 · Cited by 5,310 · see citing works
Handbook of Partial Least Squares
Vinzi, V. E., Chin, W. W., Henseler, J., & Wang, H. (2010) · Springer eBooks · doi:10.1007/978-3-540-32827-8 · Cited by 3,850 · see citing works
An Introduction to the Bootstrap.
Buckland, S. T., Efron, B., & Tibshirani, R. J. (1994) · Biometrics · doi:10.2307/2532810 · Cited by 3,236 · see citing works
Galit Shmueli, A. (2010) · Statistical Science · doi:10.1214/10-sts330 · Cited by 3,121 · see citing works
The Jackknife: The Bootstrap and Other Resampling Plans.
Low, L. Y., & Efron, B. (1983) · Journal of the American Statistical Association · doi:10.2307/2288218 · Cited by 2,728 · see citing works
Hair, J. F., Sarstedt, M., Pieper, T. M., & Ringle, C. M. (2012) · Long Range Planning · doi:10.1016/j.lrp.2012.09.008 · Cited by 2,454 · see citing works
Nonparametric Statistical Inference
(2012) · Springer eBooks · doi:10.1007/springerreference_205502 · Cited by 2,398 · see citing works
An Introduction to the Bootstrap
Grimshaw, S. D., Efron, B., & Tibshirani, R. J. (1995) · Technometrics · doi:10.1080/00401706.1995.10484340 · Cited by 2,393 · see citing works
Falk, R. F., & Miller, N. B. (1992) · Cited by 2,320 · see citing works
Becker, J.-M., Klein, K., & Wetzels, M. (2012) · Long Range Planning · doi:10.1016/j.lrp.2012.10.001 · Cited by 2,279 · see citing works
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 · see citing works
Ringle, C. M., Sarstedt, M., & Straub, D. W. (2012) · MIS Quarterly · doi:10.2307/41410402 · Cited by 2,184 · see citing works
Galit Shmueli, A., Ray, S., Estrada, J. M. V., & Chatla, S. B. (2015) · Journal of Business Research · doi:10.1016/j.jbusres.2016.03.049 · Cited by 1,904 · see citing works
Bootstrapping: A Nonparametric Approach to Statistical Inference.
Aa, Mooney, C. Z., & Duval, R. D. (1994) · Journal of the American Statistical Association · doi:10.2307/2290969 · Cited by 1,368 · see citing works
Predictive Analytics in Information Systems Research1
Shmueli, G., & Koppius, O. R. (2011) · MIS Quarterly · doi:10.2307/23042796 · Cited by 1,328 · see citing works
Soft modelling: The Basic Design and Some Extensions
Wold, H. (1982) · Medical Entomology and Zoology · Cited by 1,262 · see citing works
Resampling and Distribution of the Product Methods for Testing Indirect Effects in Complex Models
Williams, J., & MacKinnon, D. P. (2008) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1080/10705510701758166 · Cited by 1,240 · see citing works
An assessment of the use of structural equation modeling in strategic management research
Shook, C. L., Ketchen, D. J., Hult, G. T. M., & Kacmar, K. M. (2004) · Strategic Management Journal · doi:10.1002/smj.385 · Cited by 808 · see citing works
Predictive Analytics in Information Systems Research
Shmueli, G., & Koppius, O. (2010) · doi:10.2139/ssrn.1606674 · Cited by 676 · see citing works
Silver Bullet or Voodoo Statistics?
Sosik, J. J., Kahai, S. S., & Piovoso, M. J. (2009) · Group & Organization Management · doi:10.1177/1059601108329198 · Cited by 519 · see citing works
Bauer, F., & Matzler, K. (2013) · Strategic Management Journal · doi:10.1002/smj.2091 · Cited by 513 · see citing works
Nonparametric Statistical Inference
Gibbons, J. D., & Chakraborti, S. (2011) · International Encyclopedia of Statistical Science · doi:10.1007/978-3-642-04898-2_420 · Cited by 508 · see citing works
Bootstrap Methods: A Practitioner's Guide
Chernick, M. R. (1999) · Medical Entomology and Zoology · Cited by 395 · see citing works
The Oxford Handbook of Evidence-Based Management
(2012) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199763986.001.0001 · Cited by 380 · see citing works
Management of multi-purpose stadiums: importance and performance measurement of service interfaces
Höck, C., Ringle, C. M., & Sarstedt, M. (2010) · International Journal of Services Technology and Management · doi:10.1504/ijstm.2010.034327 · Cited by 369 · see citing works
Gruber, M. B., Heinemann, F., Brettel, M., & Hungeling, S. (2010) · Strategic Management Journal · doi:10.1002/smj.865 · Cited by 324 · see citing works
Bootstrap methods: a practitioner's guide
Lahiri, S. (2000) · Journal of Statistical Planning and Inference · doi:10.1016/s0378-3758(00)00132-4 · Cited by 321 · see citing works
A Three-step Method for Choosing the Number of Bootstrap Repetitions
Andrews, D. W. K., & Buchinsky, M. (2000) · Econometrica · doi:10.1111/1468-0262.00092 · Cited by 309 · see citing works
Cepeda‐Carrión, G., Henseler, J., Ringle, C. M., & Roldán, J. L. (2016) · Journal of Business Research · doi:10.1016/j.jbusres.2016.03.048 · Cited by 282 · see citing works
Assessing the predictive performance of structural equation model estimators
Evermann, J., & Tate, M. (2016) · Journal of Business Research · doi:10.1016/j.jbusres.2016.03.050 · Cited by 240 · see citing works
Leroi‐Werelds, S., Streukens, S., Brady, M. K., & Swinnen, G. (2013) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-013-0363-4 · Cited by 228 · see citing works
Self-citationThe Cooperative Venture Formation Process: A Latent Variable Structural Modeling Approach
Fornell, C., Lorange, P., & Röös, J. (1990) · Management Science · doi:10.1287/mnsc.36.10.1246 · Cited by 220 · see citing works
Parenting advantage in the MNC: An embeddedness perspective on the value added by headquarters
Nell, P. C., & Ambos, B. (2013) · Strategic Management Journal · doi:10.1002/smj.2058 · Cited by 189 · see citing works
The Role of Parent Brand Quality for Service Brand Extension Success
Völckner, F., Sattler, H., Hennig‐Thurau, T., & Ringle, C. M. (2010) · Journal of Service Research · doi:10.1177/1094670510370054 · Cited by 188 · see citing works
Doing management research : a comprehensive guide
Thiétart, R.-A. (2001) · Cited by 184 · see citing works
Bootstrapped Confidence Intervals as an Approach to Statistical Inference
Wood, M. C. (2005) · Organizational Research Methods · doi:10.1177/1094428105280059 · Cited by 184 · see citing works
PLS and Success Factor Studies in Marketing
Albers, S. (2009) · Springer eBooks · doi:10.1007/978-3-540-32827-8_19 · Cited by 184 · see citing works
Henseler, J., Ringle, C. M., & Sarstedt, M. (2012) · Radboud Repository (Radboud University) · Cited by 145 · see citing works
European management and European business schools: Insights from the history of business schools
Kaplan, A. (2014) · European Management Journal · doi:10.1016/j.emj.2014.03.006 · Cited by 134 · see citing works
What Drives Trickle-Down Effects? A Test of Multiple Mediation Processes
Wo, D. X. H., Ambrose, M. L., & Schminke, M. J. (2015) · Academy of Management Journal · doi:10.5465/amj.2013.0670 · Cited by 128 · see citing works
Cashen, L. H., & Geiger, S. W. (2004) · Organizational Research Methods · doi:10.1177/1094428104263676 · Cited by 126 · see citing works
Macedo, I. M., Pinho, J. C., & Silva, A. M. (2015) · European Management Journal · doi:10.1016/j.emj.2015.10.003 · Cited by 124 · see citing works
Bootstrapping R2 and adjusted R2 in regression analysis
Ohtani, K. (2000) · Economic Modelling · doi:10.1016/s0264-9993(99)00034-6 · Cited by 119 · see citing works
Improper use of endogenous formative variables
Cadogan, J. W., & Lee, N. J. (2012) · Journal of Business Research · doi:10.1016/j.jbusres.2012.08.006 · Cited by 118 · see citing works
Deliberate Learning Mechanisms for Stimulating Strategic Innovation Capacity
Berghman, L., Matthyssens, P., Streukens, S., & Vandenbempt, K. (2012) · Long Range Planning · doi:10.1016/j.lrp.2012.11.003 · Cited by 104 · see citing works
Self-citationHandbook of Research on International Advertising
Okazaki, S. (2012) · Edward Elgar Publishing eBooks · doi:10.4337/9781781001042 · Cited by 97 · see citing works
Jayasinghe, M. M. (2015) · Academy of Management Journal · doi:10.5465/amj.2014.0478 · Cited by 90 · see citing works
Fink, M., Harms, R., & Kraus, S. (2008) · European Management Journal · doi:10.1016/j.emj.2008.09.003 · Cited by 85 · see citing works
International SME Alliances: The Impact of Alliance Building and Configurational Fit on Success
Swoboda, B. S., Meierer, M., Foscht, T., & Morschett, D. (2011) · Long Range Planning · doi:10.1016/j.lrp.2011.04.002 · Cited by 78 · see citing works
Evaluation of a three-step method for choosing the number of bootstrap repetitions
Andrews, D. W. K., & Buchinsky, M. (2001) · Journal of Econometrics · doi:10.1016/s0304-4076(01)00047-1 · Cited by 69 · see citing works
Stimulating Strategically Aligned Behaviour Among Employees
Riel, C. B. M. V., Berens, G. A. J. M., & Dijkstra, M. (2007) · RePub (Erasmus University Rotterdam) · Cited by 65 · see citing works
The future of strategic management research: Assessing the quality of theory borrowing
Kenworthy, T. P., & Verbeke, A. C. (2015) · European Management Journal · doi:10.1016/j.emj.2015.03.007 · Cited by 61 · see citing works
ON THE NUMBER OF BOOTSTRAP REPETITIONS FOR BCa CONFIDENCE INTERVALS
Andrews, D. W. K., & Buchinsky, M. (2002) · Econometric Theory · doi:10.1017/s0266466602184088 · Cited by 49 · see citing works
Money, K. G., Hillenbrand, C., Henseler, J., & Camara, N. Z. D. (2012) · Long Range Planning · doi:10.1016/j.lrp.2012.09.003 · Cited by 43 · see citing works
Applied linear statistical models
Copeland, K. A. F. (1997) · Journal of Quality Technology · doi:10.1080/00224065.1997.11979760 · Cited by 42 · see citing works
Reflections on the distinctiveness of European management scholarship
Chia, R. (2014) · European Management Journal · doi:10.1016/j.emj.2014.06.002 · Cited by 33 · see citing works
Landau, C., & Bock, C. (2013) · Long Range Planning · doi:10.1016/j.lrp.2012.11.002 · Cited by 32 · see citing works
In search of a soul of relevance for European management research
Hernès, T. (2014) · European Management Journal · doi:10.1016/j.emj.2014.08.002 · Cited by 25 · see citing works
Spinoffs versus buyouts: Profitability of alternate routes for commercializing innovations
Rubera, G., & Tellis, G. J. (2013) · Strategic Management Journal · doi:10.1002/smj.2206 · Cited by 21 · see citing works
Nature and role of customer satisfaction in the solution business
Jacob, F., Kleipaß, U., & Pohl, A. (2013) · European Management Journal · doi:10.1016/j.emj.2013.08.002 · Cited by 13 · see citing works
A comparison of bootstrap methods for variance estimation
Amiri, S. (2010) · Journal of Statistical Theory and Applications · Cited by 3 · see citing works
Flagged first, then by citations
2 of the 77 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R: A Workbook
Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021) · Classroom Companion: Business · doi:10.1007/978-3-030-80519-7 · Cited by 10,343 · see citing works
Predictive model assessment in PLS-SEM: guidelines for using PLSpredict
Shmueli, G., Sarstedt, M., Hair, J. F., Cheah, J.-H., Ting, H., Vaithilingam, S., & Ringle, C. M. (2019) · European Journal of Marketing · doi:10.1108/ejm-02-2019-0189 · Cited by 4,618 · see citing works
Partial least squares structural equation modeling in HRM research
Ringle, C. M., Sarstedt, M., Mitchell, R., & Gudergan, S. P. (2020) · The International Journal of Human Resource Management · doi:10.1080/09585192.2017.1416655 · Cited by 1,943 · see citing works
Rethinking some of the rethinking of partial least squares
Hair, J. F., Sarstedt, M., & Ringle, C. M. (2019) · European Journal of Marketing · doi:10.1108/ejm-10-2018-0665 · Cited by 1,839 · see citing works
Ali, F., Rasoolimanesh, S. M., Sarstedt, M., Ringle, C. M., & Ryu, K. (2017) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-10-2016-0568 · Cited by 1,620 · see citing works
Partial Least Squares Structural Equation Modeling
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2022) · Handbook of Market Research · doi:10.1007/978-3-319-57413-4_15 · Cited by 1,483 · see citing works
Sarstedt, M., Hair, J. F., Pick, M., Liengaard, B. D., Radomir, L., & Ringle, C. M. (2022) · Psychology and Marketing · doi:10.1002/mar.21640 · Cited by 1,633 · see citing works
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 · see citing works
Partial Least Squares Structural Equation Modeling
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2021) · Springer eBooks · doi:10.1007/978-3-319-05542-8_15-2 · Cited by 1,408 · see citing works
Partial least squares structural equation modeling using SmartPLS: a software review
Sarstedt, M., & Cheah, J. (2019) · Journal of Marketing Analytics · doi:10.1057/s41270-019-00058-3 · Cited by 975 · see citing works
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 · see citing works
Tips to use partial least squares structural equation modelling (PLS-SEM) in knowledge management
Cepeda‐Carrión, G., Cegarra‐Navarro, J., & Cillo, V. (2018) · Journal of Knowledge Management · doi:10.1108/jkm-05-2018-0322 · Cited by 702 · see citing works
“PLS-SEM: indeed a silver bullet” – retrospective observations and recent advances
Sarstedt, M., Hair, J. F., & Ringle, C. M. (2022) · The Journal of Marketing Theory and Practice · doi:10.1080/10696679.2022.2056488 · Cited by 705 · see citing works
European management research using partial least squares structural equation modeling (PLS-SEM)
Richter, N., Cepeda‐Carrión, G., Roldán, J. L., & Ringle, C. M. (2016) · European Management Journal · doi:10.1016/j.emj.2016.08.001 · Cited by 585 · see citing works
Evaluation of Reflective Measurement Models
Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021) · Classroom companion: business · doi:10.1007/978-3-030-80519-7_4 · Cited by 661 · see citing works
Understanding entrepreneurial intentions: A developed integrated structural model approach
Esfandiar, K., Sharifi-Tehrani, M., Pratt, S., & Altınay, L. (2017) · Journal of Business Research · doi:10.1016/j.jbusres.2017.10.045 · Cited by 504 · see citing works
Cheah, J.-H., Sarstedt, M., Ringle, C. M., Ramayah, T., & Ting, H. (2018) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-10-2017-0649 · Cited by 566 · see citing works
Predicting the intentions to use chatbots for travel and tourism
Melián-González, S., Gutiérrez-Taño, D., & Bulchand-Gidumal, J. (2021) · Current Issues in Tourism · doi:10.1080/13683500.2019.1706457 · Cited by 406 · see citing works
Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations
Cheah, J., Amaro, S., & Roldán, J. L. (2022) · Journal of Business Research · doi:10.1016/j.jbusres.2022.113539 · Cited by 380 · see citing works
The role of business analytics capabilities in bolstering firms’ agility and performance
Ashrafi, A., Ravasan, A. Z., Trkman, P., & Afshari, S. (2019) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2018.12.005 · Cited by 386 · see citing works
Shahsavar, Y., & Choudhury, A. (2023) · JMIR Human Factors · doi:10.2196/47564 · Cited by 341 · see citing works
PLS‐SEM : Prediction‐oriented solutions for HRD researchers
Legate, A. E., Hair, J. F., Chretien, J. L., & Risher, J. J. (2021) · Human Resource Development Quarterly · doi:10.1002/hrdq.21466 · Cited by 413 · see citing works
This fast car can move faster: a review of PLS-SEM application in higher education research
Ghasemy, M., Teeroovengadum, V., Becker, J.-M., & Ringle, C. M. (2020) · Higher Education · doi:10.1007/s10734-020-00534-1 · Cited by 345 · see citing works
Kim, H. J., Hong, A. J., & Song, H. (2019) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-019-0152-3 · Cited by 363 · see citing works
Magno, F., Cassia, F., & Ringle, C. M. (2022) · The TQM Journal · doi:10.1108/tqm-06-2022-0197 · Cited by 311 · see citing works
Zeng, N., Liu, Y., Gong, P., Hertogh, M. J. C. M., & König, M. (2021) · Frontiers of Engineering Management · doi:10.1007/s42524-021-0153-5 · Cited by 369 · see citing works
Statistical Inference with PLSC Using Bootstrap Confidence Intervals1
Aguirre-Urreta, M. I., & Rönkkö, M. (2018) · MIS Quarterly · doi:10.25300/misq/2018/13587 · Cited by 304 · see citing works
The Concept of Authenticity: What It Means to Consumers
Nunes, J. C., Ordanini, A., & Giambastiani, G. (2021) · Journal of Marketing · doi:10.1177/0022242921997081 · Cited by 322 · see citing works
Güner, H., & Acartürk, C. (2018) · Universal Access in the Information Society · doi:10.1007/s10209-018-0642-4 · Cited by 291 · see citing works
Qin, H., Peak, D. A., & Prybutok, V. R. (2020) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2020.102337 · Cited by 273 · see citing works
Reviewing the SmartPLS 4 software: the latest features and enhancements
Cheah, J., Magno, F., & Cassia, F. (2023) · Journal of Marketing Analytics · doi:10.1057/s41270-023-00266-y · Cited by 288 · see citing works
How does social presence influence SNS addiction? A belongingness theory perspective
Gao, W., Liu, Z., & Li, J. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.09.002 · Cited by 235 · see citing works
Estimating hierarchical constructs using consistent partial least squares
van Riel, A. C. R., Henseler, J., Kemény, I., & Sasovova, Z. (2017) · Industrial Management & Data Systems · doi:10.1108/imds-07-2016-0286 · Cited by 233 · see citing works
Are privacy concerns still relevant? Revisiting consumer behaviour in omnichannel retailing
Cheah, J., Lim, X., Ting, H., Liu, Y., & Quach, S. (2020) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2020.102242 · Cited by 231 · see citing works
Ashrafi, A., Zareravasan, A., Savoji, S. R., & Amani, M. (2020) · Interactive Learning Environments · doi:10.1080/10494820.2020.1734028 · Cited by 224 · see citing works
Upadhyay, N., Upadhyay, S., Abed, S. S., & Dwivedi, Y. K. (2022) · International Journal of Bank Marketing · doi:10.1108/ijbm-06-2021-0262 · Cited by 222 · see citing works
Hwang, H., Sarstedt, M., Cheah, J., & Ringle, C. M. (2019) · Behaviormetrika · doi:10.1007/s41237-019-00085-5 · Cited by 205 · see citing works
Cheah, J., Ting, H., Ramayah, T., Memon, M. A., Cham, T., & Ciavolino, E. (2018) · Quality & Quantity · doi:10.1007/s11135-018-0821-7 · Cited by 198 · see citing works
Theorizing artificial intelligence acceptance and digital entrepreneurship model
Upadhyay, N., Upadhyay, S., & Dwivedi, Y. K. (2021) · International Journal of Entrepreneurial Behaviour & Research · doi:10.1108/ijebr-01-2021-0052 · Cited by 206 · see citing works
Organizational readiness for digital financial innovation and financial resilience
Hussain, M., & Papastathopoulos, A. (2021) · International Journal of Production Economics · doi:10.1016/j.ijpe.2021.108326 · Cited by 212 · see citing works
Rehman, U. U., & Iqbal, A. (2020) · Business Process Management Journal · doi:10.1108/bpmj-07-2019-0274 · Cited by 179 · see citing works
Álvarez-Risco, A., Mlodzianowska, S., Ibarra, V. J. G., Rosen, M. A., & Del-Aguila-Arcentales, S. (2021) · Sustainability · doi:10.3390/su13116447 · Cited by 193 · see citing works
A Primer on the Conditional Mediation Analysis in PLS-SEM
Cheah, J., Nitzl, C., Roldán, J. L., Cepeda‐Carrión, G., & Gudergan, S. P. (2021) · ACM SIGMIS Database the DATABASE for Advances in Information Systems · doi:10.1145/3505639.3505645 · Cited by 184 · see citing works
Basco, R., Hair, J. F., Ringle, C. M., & Sarstedt, M. (2021) · Journal of Family Business Strategy · doi:10.1016/j.jfbs.2021.100457 · Cited by 157 · see citing works
Priya, B., & Sharma, V. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2023.107912 · Cited by 156 · see citing works
Social Entrepreneurial Intention and the Impact of COVID-19 Pandemic: A Structural Model
Ruiz-Rosa, I., Taño, D. G., & García‐Rodríguez, F. J. (2020) · Sustainability · doi:10.3390/su12176970 · Cited by 149 · see citing works
Al‐Khatib, A. W., & Valeri, M. (2022) · European Journal of Innovation Management · doi:10.1108/ejim-04-2022-0186 · Cited by 164 · see citing works
Evaluation of Formative Measurement Models
Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021) · Classroom companion: business · doi:10.1007/978-3-030-80519-7_5 · Cited by 284 · see citing works
Schöggl, J., Stumpf, L., & Baumgartner, R. J. (2023) · Business Strategy and the Environment · doi:10.1002/bse.3593 · Cited by 133 · see citing works
Cheng, K., & Tsai, C. (2020) · British Journal of Educational Technology · doi:10.1111/bjet.12956 · Cited by 152 · see citing works
Evaluation of the Structural Model
Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021) · Classroom companion: business · doi:10.1007/978-3-030-80519-7_6 · Cited by 191 · see citing works
Gao, W., Liu, Z., Guo, Q., & Li, X. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.02.023 · Cited by 129 · see citing works
Shahzad, F., Du, J., Khan, I., Shahbaz, M., Murad, M., & Khan, M. A. S. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.122029 · Cited by 128 · see citing works
Online shopping continuance after COVID-19: A comparison of Canada, Germany and the United States
Shaw, N., Eschenbrenner, B., & Baier, D. (2022) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2022.103100 · Cited by 133 · see citing works
Influences of ‘appscape’ on mobile app adoption and m-loyalty
Kumar, D. S., Purani, K., & Viswanathan, S. A. (2018) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2018.08.012 · Cited by 126 · see citing works
Algharabat, R., Alalwan, A. A., Rana, N. P., & Dwivedi, Y. K. (2017) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2017.02.007 · Cited by 122 · see citing works
Wang, S., Cheah, J., Wong, C. Y., & Ramayah, T. (2023) · International Journal of Physical Distribution & Logistics Management · doi:10.1108/ijpdlm-06-2023-0200 · Cited by 141 · see citing works
Martínez, E. O., Marín‐Hernández, S., & Jaén, J. M. S. (2022) · Sustainable Production and Consumption · doi:10.1016/j.spc.2022.11.015 · Cited by 117 · see citing works
Upadhyay, N., & Kamble, A. A. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.122344 · Cited by 124 · see citing works
The job demands-resources model as a theoretical lens for the bright and dark side of digitization
Scholze, A., & Hecker, A. (2024) · Computers in Human Behavior · doi:10.1016/j.chb.2024.108177 · Cited by 116 · see citing works
Troise, C., Dana, L., Tani, M., & Lee, K. Y. (2021) · Journal of Small Business and Enterprise Development · doi:10.1108/jsbed-01-2021-0041 · Cited by 126 · see citing works
Fauzi, M. A., & |, |. (2022) · Knowledge Management & E-Learning An International Journal · doi:10.34105/j.kmel.2022.14.007 · Cited by 163 · see citing works
Akter, S., Wamba, S. F., Mariani, M., & Hani, U. (2021) · Industrial Marketing Management · doi:10.1016/j.indmarman.2021.07.014 · Cited by 108 · see citing works
Towards a Mobile App Diffusion of Innovations model: A multinational study of mobile wallet adoption
Shaw, N., Eschenbrenner, B., & Brand, B. M. (2021) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2021.102768 · Cited by 105 · see citing works
Kautish, P., Paço, A. M. F. D., & Thaichon, P. (2022) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2022.103032 · Cited by 105 · see citing works
Al‐Khatib, A. W. (2022) · Business Process Management Journal · doi:10.1108/bpmj-05-2022-0212 · Cited by 104 · see citing works
Understanding the adoption and willingness to pay for internet of things services
Kasilingam, D. L., & Krishna, R. (2020) · International Journal of Consumer Studies · doi:10.1111/ijcs.12648 · Cited by 106 · see citing works
Lim, X., Cheah, J., Ng, S. I., Basha, N. K., & Liu, Y. (2020) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2020.102422 · Cited by 109 · see citing works
Chohan, S. R., & Hu, G. (2020) · IEEE Access · doi:10.1109/access.2020.3036054 · Cited by 112 · see citing works
Gastronomic experiences as a key element in the development of a tourist destination
Mora, D., Solano‐Sánchez, M. Á., López‐Guzmán, T., & Cuadra, S. M. (2021) · International Journal of Gastronomy and Food Science · doi:10.1016/j.ijgfs.2021.100405 · Cited by 99 · see citing works
Sarstedt, M., Adler, S. J., Ringle, C. M., Cho, G., Diamantopoulos, A., Hwang, H., & Liengaard, B. D. (2024) · Journal of Product Innovation Management · doi:10.1111/jpim.12738 · Cited by 99 · see citing works
Rasoolimanesh, S. M., & Ali, F. (2018) · Journal of Hospitality and Tourism Technology · doi:10.1108/jhtt-10-2018-142 · Cited by 113 · see citing works
Solving the product uncertainty hurdle in social commerce: The mediating role of seller uncertainty
Al‐Adwan, A. S., & Yaseen, H. (2023) · International Journal of Information Management Data Insights · doi:10.1016/j.jjimei.2023.100169 · Cited by 108 · see citing works
Sharif, M. N., Zhang, L., Asif, M., Alshdaifat, S. M., & Hanaysha, J. R. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.104733 · Cited by 121 · see citing works
Al‐Khatib, A. W. (2022) · Business Process Management Journal · doi:10.1108/bpmj-07-2022-0332 · Cited by 102 · see citing works
Álvarez-Risco, A., Del-Aguila-Arcentales, S., Yáñez, J. A., Rosen, M. A., & Mejia, C. R. (2021) · Sustainability · doi:10.3390/su13168949 · Cited by 97 · see citing works
Iqbal, A. (2021) · Journal of Knowledge Management · doi:10.1108/jkm-07-2020-0546 · Cited by 118 · see citing works
Streukens, S., Leroi‐Werelds, S., & Willems, K. (2017) · Springer eBooks · doi:10.1007/978-3-319-64069-3_17 · Cited by 97 · see citing works
Self-citationChatbot-Based Services: A Study on Customers’ Reuse Intention
Silva, F. A., Shojaei, A. S., & Barbosa, B. (2023) · Journal of theoretical and applied electronic commerce research · doi:10.3390/jtaer18010024 · Cited by 114 · see citing works
Álvarez-Risco, A., Del-Aguila-Arcentales, S., Rosen, M. A., & Yáñez, J. A. (2022) · Journal of Open Innovation Technology Market and Complexity · doi:10.3390/joitmc8030142 · Cited by 93 · see citing works
Partial Least Squares Structural Equation Modeling
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2025) · Springer eBooks · doi:10.1007/978-3-319-05542-8_15-3 · Cited by 115 · see citing works
Seles, B. M. R. P., Jabbour, A. B. L. D. S., Jabbour, C. J. C., Latan, H., & Roubaud, D. (2019) · Ecological Economics · doi:10.1016/j.ecolecon.2019.04.013 · Cited by 91 · see citing works
Chen, C.-C. B., Zou, S. S., & Chen, M. (2021) · International Journal of Hospitality Management · doi:10.1016/j.ijhm.2021.103131 · Cited by 91 · see citing works
Sarkar, A., Wang, H.-F., Rahman, A., Qian, L., & Memon, W. H. (2021) · Journal of Environmental Management · doi:10.1016/j.jenvman.2021.113858 · Cited by 80 · see citing works
Shela, V., Ramayah, T., Aravindan, K. L., Ahmad, N. H., & Alzahrani, A. I. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e22476 · Cited by 113 · see citing works
Mobile shopping platform characteristics as consumer behavior determinants
Liu, Y., Li, Q., Edu, T., Józsa, L., & Negricea, C. I. (2019) · Asia Pacific Journal of Marketing and Logistics · doi:10.1108/apjml-05-2019-0308 · Cited by 86 · see citing works
Cassia, F., & Magno, F. (2021) · Review of International Business and Strategy · doi:10.1108/ribs-02-2021-0027 · Cited by 86 · see citing works
Zhu, C., Du, J., Shahzad, F., & Wattoo, M. U. (2022) · Sustainability · doi:10.3390/su14063379 · Cited by 95 · see citing works
Toward the role of organizational culture in data-driven digital transformation
Ghafoori, A., Gupta, M., Merhi, M. I., Gupta, S., & Shore, A. (2024) · International Journal of Production Economics · doi:10.1016/j.ijpe.2024.109205 · Cited by 114 · see citing works
Yasir, A., Hu, X., Ahmad, M., Rauf, A., Shi, J., & Nasir, S. A. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17082954 · Cited by 88 · see citing works
Alhassan, M. D., Kolog, E. A., & Boateng, R. (2020) · Journal of Systems and Information Technology · doi:10.1108/jsit-01-2020-0010 · Cited by 89 · see citing works
Zhang, Y., & Li, L. (2020) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2020.09.021 · Cited by 82 · see citing works
Gopinathan, S., Kaur, A. H., Veeraya, S., & Raman, M. (2022) · Sustainability · doi:10.3390/su14116844 · Cited by 127 · see citing works
Al‐Khatib, A. W., & Al-ghanem, E. M. (2021) · European Business Review · doi:10.1108/ebr-02-2021-0041 · Cited by 87 · see citing works
Balaskas, S., Tsiantos, V., Chatzifotiou, S., & Rigou, M. (2025) · Information · doi:10.3390/info16020082 · Cited by 81 · see citing works
Al‐Khatib, A. W., & Shuhaiber, A. (2022) · Sustainability · doi:10.3390/su141610054 · Cited by 86 · see citing works
Testing the structural relationships of tourism authenticities
Zhang, T., & Yin, P. (2020) · Journal of Destination Marketing & Management · doi:10.1016/j.jdmm.2020.100485 · Cited by 77 · see citing works
Zayed, M., Gaber, H. R., & Essawi, N. E. (2022) · Sustainability · doi:10.3390/su14105868 · Cited by 65 · see citing works
Leclercq-Machado, L., Álvarez-Risco, A., Esquerre-Botton, S., Almanza-Cruz, C., Anderson-Seminario, M. D. L. M., Del-Aguila-Arcentales, S., & Yáñez, J. A. (2022) · Sustainability · doi:10.3390/su14159078 · Cited by 77 · see citing works
Dhaheri, M. H. A., Ahmad, S. Z., & Papastathopoulos, A. (2024) · Journal of Innovation & Knowledge · doi:10.1016/j.jik.2024.100528 · Cited by 74 · see citing works
- Authors
- Streukens, S., & Leroi-Werelds, S.
- Affiliations
- Hasselt University (BE)
- Corresponding author
- Streukens, Sandra
- Venue
- European Management Journal
- Publisher
- Elsevier BV
- Published
- 2016-12
- Volume
- 34
- Issue
- 6
- Pages
- 618-632
- ISSN
- 0263-2373 (ISSN-L)
- OpenAlex
- W2503387234
- Cited by
- 1,120
- References
- 77
- Citations by year
- 2026: 205 · 2025: 204 · 2024: 193 · 2023: 149 · 2022: 119 · 2021: 110 · 2020: 61 · 2019: 37 · 2018: 28 · 2017: 12 · 2016: 2
- FWCI
- 28.87
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- European Management Journal (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Document Server@UHasselt (UHasselt) (submittedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Statistical Methods and Models
- Social Sciences › Decision Sciences › Management Science and Operations Research › Business Strategies and Management Research
- Keywords
- bootstrapping, partial least squares structural equation modeling, statistical inference, direct and indirect effects, R-squared, management research
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