@article{Danks2024_OFR,
 author = {Danks, Nicholas P. and Ray, Soumya and Shmueli, Galit},
 year = {2024},
 title = {The composite overfit analysis framework: Assessing the out-of-sample generalizability of construct-based models using predictive deviance, deviance trees, and unstable paths},
 pages = {1-670, iii-iv},
 volume = {70},
 number = {1},
 issn = {0025-1909},
 journal = {Management Science},
 doi = {10.1287/mnsc.2023.4705},
}

@article{Liengaard2021,
 author = {Liengaard, Benjamin Dybro and Sharma, Pratyush Nidhi and Hult, G. Tomas M. and Jensen, Morten Berg and Sarstedt, Marko and Hair, Joseph F. and Ringle, Christian M.},
 year = {2021},
 title = {Prediction: Coveted, yet forsaken? Introducing a cross--validated predictive ability test in partial least squares path modeling},
 pages = {362--392},
 volume = {52},
 number = {2},
 issn = {00117315},
 journal = {Decision Sciences},
 doi = {10.1111/deci.12445},
}

@book{Hair2026,
 author = {Hair, Joseph F. and Hult, G. Tomas M. and Ringle, Christian M. and Sarstedt, Marko},
 year = {2026},
 title = {A primer on partial least squares structural equation modeling (PLS-SEM)},
 address = {Thousand Oaks, CA},
 edition = {Fourth edition},
 publisher = {SAGE},
 isbn = {9781544396408},
}

@Manual{RayDanksseminr,
    title = {seminr: Building and Estimating Structural Equation Models},
    author = {Soumya Ray and Nicholas Patrick Danks and André {Calero Valdez}},
    year = {2025},
    note = {R package version 2.3.7},
    url = {https://github.com/sem-in-r/seminr},
  }

@Manual{RayDanksseminrExtras,
    title = {seminrExtras: Conduct Additional Modeling and Analysis for 'seminr'},
    author = {Soumya Ray and Nicholas Patrick Danks},
    year = {2025},
    note = {R package version 0.2.0},
    url = {https://github.com/sem-in-r/seminr},
  }

@article{becker2015collinearity,
  title={How collinearity affects mixture regression results},
  author={Becker, Jan-Michael and Ringle, Christian M and Sarstedt, Marko and V{\"o}lckner, Franziska},
  journal={Marketing Letters},
  volume={26},
  number={4},
  pages={643--659},
  year={2015},
  publisher={Springer},
  doi = {10.1007/s11002-014-9299-9}
}

@article{KennethP.Burnham.2004,
 abstract = {The model selection literature has been generally poor at reflecting the deep foundations of the Akaike information criterion (AIC) and at making appropriate comparisons to the Bayesian information criterion (BIC). There is a clear philosophy, a sound criterion based in information theory, and a rigorous statistical foundation for AIC. AIC can be justified as Bayesian using a ``savvy'' prior on models that is a function of sample size and the number of model parameters. Furthermore, BIC can be derived as a non-Bayesian result. Therefore, arguments about using AIC versus BIC for model selection cannot be from a Bayes versus frequentist perspective. The philosophical context of what is assumed about reality, approximating models, and the intent of model-based inference should determine whether AIC or BIC is used. Various facets of such multimodel inference are presented here, particularly methods of model averaging.},
 author = {{Kenneth P. Burnham} and {David R. Anderson}},
 year = {2004},
 title = {Multimodel Inference: Understanding AIC and BIC in Model Selection},
 pages = {261--304},
 volume = {33},
 number = {2},
 issn = {0049-1241},
 journal = {Sociological Methods {\&} Research},
 doi = {10.1177/0049124104268644}
}

@article{danks2020model,
  title={Model selection uncertainty and multimodel inference in partial least squares structural equation modeling (PLS-SEM)},
  author={Danks, Nicholas P and Sharma, Pratyush N and Sarstedt, Marko},
  journal={Journal of Business Research},
  volume={113},
  pages={13--24},
  year={2020},
  publisher={Elsevier},
  doi = {10.1016/j.jbusres.2020.03.019}
}

@incollection{danks2018predictions,
  title={Predictions from partial least squares models},
  author={Danks, Nicholas P and Ray, Soumya},
  booktitle={Applying partial least squares in tourism and hospitality research},
  year={2018},
  publisher={Emerald Publishing Limited},
  doi = {10.1108/978-1-78756-699-620181003}
}

@article{diamantopoulos2012guidelines,
  title={Guidelines for choosing between multi-item and single-item scales for construct measurement: a predictive validity perspective},
  author={Diamantopoulos, Adamantios and Sarstedt, Marko and Fuchs, Christoph and Wilczynski, Petra and Kaiser, Sebastian},
  journal={Journal of the Academy of Marketing Science},
  volume={40},
  number={3},
  pages={434--449},
  year={2012},
  publisher={Springer},
  doi = {10.1007/s11747-011-0300-3}
}

@incollection{dijkstra2010latent,
  title={Latent variables and indices: Herman Wold’s basic design and partial least squares},
  author={Dijkstra, Theo K},
  booktitle={Handbook of partial least squares},
  pages={23--46},
  year={2010},
  publisher={Springer},
  doi = {10.1007/978-3-540-32827-8_2}
}

@article{dijkstra2014pls,
  title={PLS'Janus face--response to professor Rigdon's ‘rethinking partial least squares modeling: in praise of simple methods’},
  author={Dijkstra, Theo K},
  journal={Long Range Planning},
  volume={47},
  number={3},
  pages={146--153},
  year={2014},
  publisher={Elsevier},
  doi = {10.1016/j.lrp.2014.02.004}
}

@article{dijkstra2015consistent,
  title={Consistent partial least squares path modeling},
  author={Dijkstra, Theo K and Henseler, J{\"o}rg},
  journal={MIS quarterly},
  volume={39},
  number={2},
  pages={297--316},
  year={2015},
  publisher={JSTOR},
  doi = {10.2307/26628355}
}

@article{fornell1981evaluating,
  title={Evaluating structural equation models with unobservable variables and measurement error},
  author={Fornell, Claes and Larcker, David F},
  journal={Journal of marketing research},
  volume={18},
  number={1},
  pages={39--50},
  year={1981},
  publisher={Sage Publications Sage CA: Los Angeles, CA},
  doi = {10.1177/002224378101800104}
}

@article{franke2019heuristics,
  title={Heuristics versus statistics in discriminant validity testing: a comparison of four procedures},
  author={Franke, George and Sarstedt, Marko},
  journal={Internet Research},
  year={2019},
  publisher={Emerald Publishing Limited},
  doi = {10.1108/IntR-12-2017-0515}
}

@article{Hair.2019,
 author = {Hair, Joseph F. and Risher, Jeffrey J. and Sarstedt, Marko and Ringle, Christian M.},
 year = {2019},
 title = {When to use and how to report the results of PLS-SEM},
 keywords = {Model comparisons;Partial least squares;PLSpredict;PLS-SEM;Structural equation modeling;Structural equation modeling,Partial least squares,PLS-SEM,Model comparisons,PLSpredict},
 urldate = {13.12.2019},
 pages = {2--24},
 volume = {31},
 number = {1},
 issn = {0955-534X},
 journal = {European Business Review},
 doi = {10.1108/EBR-11-2018-0203}
}

@book{Hair.2021,
 author = {Hair, Joseph F. and Hult, G. Tomas M. and Ringle, Christian M. and Sarstedt, Marko},
 year = {2021},
 title = {A primer on partial least squares structural equation modeling (PLS-SEM)},
 address = {Thousand Oaks},
 edition = {Third edition},
 publisher = {SAGE}
}

@article{henseler2015new,
  title={A new criterion for assessing discriminant validity in variance-based structural equation modeling},
  author={Henseler, J{\"o}rg and Ringle, Christian M and Sarstedt, Marko},
  journal={Journal of the academy of marketing science},
  volume={43},
  number={1},
  pages={115--135},
  year={2015},
  publisher={Springer},
 doi = {10.1007/s11747-014-0403-8}
}

@article{jones2000switching,
  title={Switching barriers and repurchase intentions in services},
  author={Jones, Michael A and Mothersbaugh, David L and Beatty, Sharon E},
  journal={Journal of retailing},
  volume={76},
  number={2},
  pages={259--274},
  year={2000},
  publisher={Elsevier},
 doi = {10.1016/S0022-4359(00)00024-5}
}

@article{joreskog1971simultaneous1971,
  title={Simultaneous factor analysis in several populations},
  author={J{\"o}reskog, Karl G},
  journal={Psychometrika},
  volume={36},
  number={4},
  pages={409--426},
  year={1971},
  publisher={Springer},
 doi = {10.1007/BF02291366}
}

@article{mason1991collinearity,
  title={Collinearity, power, and interpretation of multiple regression analysis},
  author={Mason, Charlotte H and Perreault Jr, William D},
  journal={Journal of marketing research},
  volume={28},
  number={3},
  pages={268--280},
  year={1991},
  publisher={SAGE Publications Sage CA: Los Angeles, CA},
 doi = {10.1177/002224379102800302}
}

@article{radomir2019discriminant,
  title={Discriminant validity of the customer-based corporate reputation scale: Some causes for concern},
  author={Radomir, L{\u{a}}cr{\u{a}}mioara and Moisescu, Ovidiu I},
  journal={Journal of Product \& Brand Management},
  year={2019},
  publisher={Emerald Publishing Limited},
 doi = {10.1108/JPBM-11-2018-2115}
}

@inproceedings{Ray2017,
author = {Ray, Soumya and Danks, Nicholas and Shmueli, Galit},
year = {2017},
month = {06},
pages = {},
title = {The Piggy in the Middle: The Role of Mediators in PLS Prediction}
}

@article{sarstedt2019specify,
  title={How to specify, estimate, and validate higher-order constructs in PLS-SEM},
  author={Sarstedt, Marko and Hair Jr, Joseph F and Cheah, Jun-Hwa and Becker, Jan-Michael and Ringle, Christian M},
  journal={Australasian Marketing Journal (AMJ)},
  volume={27},
  number={3},
  pages={197--211},
  year={2019},
  publisher={Elsevier},
  doi = {10.1016/j.ausmj.2019.05.003}
}

@article{schwarz1978estimating,
  title={Estimating the dimension of a model},
  author={Schwarz, Gideon},
  journal={Annals of statistics},
  volume={6},
  number={2},
  pages={461--464},
  year={1978},
  publisher={Institute of Mathematical Statistics},
  doi = {10.1214/aos/1176344136}
}

@article{shmueli2019predictive,
  title={Predictive model assessment in PLS-SEM: guidelines for using PLSpredict},
  author={Shmueli, Galit and Sarstedt, Marko and Hair, Joseph F and Cheah, Jun-Hwa and Ting, Hiram and Vaithilingam, Santha and Ringle, Christian M},
  journal={European Journal of Marketing},
  year={2019},
  publisher={Emerald Publishing Limited},
  doi = {10.1108/EJM-02-2019-0189}
}

@article{trizano2016best,
  title={Best alternatives to Cronbach's alpha reliability in realistic conditions: congeneric and asymmetrical measurements},
  author={Trizano-Hermosilla, Italo and Alvarado, Jes{\'u}s M},
  journal={Frontiers in psychology},
  volume={7},
  pages={769},
  year={2016},
  publisher={Frontiers},
  doi = {10.3389/fpsyg.2016.00769}
}

% This file was created with Citavi 6.4.0.35

@article{Zhao.2010,
 author = {Zhao, Xinshu and Lynch, John G. and Chen, Qimei},
 year = {2010},
 title = {Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis},
 urldate = {14.10.2018},
 pages = {197--206},
 volume = {37},
 number = {2},
 issn = {0093-5301},
 journal = {Journal of Consumer Research},
 doi = {10.1086/651257}
}



