IDEAS home Printed from https://ideas.repec.org/p/boc/isug24/01.html
   My bibliography  Save this paper

Structural equation modeling with partial least squares using Stata

Author

Listed:
  • Sergio Venturini

    (Univeristà Cattolica del Sacro Cuore, Cremona)

  • Mehmet Mehmetoglu

    (Norwegian University of Science and Technology)

Abstract

Structural equation modeling (SEM) is a multivariate statistical framework that can model both observed and unobserved (latent) variables through complex relationships. In this talk, we present plssem, a community-contributed Stata package for partial least-squares SEM, an approach to SEM which has attracted a lot of interest in the last 20 years from an increasing number of researchers and practitioners from many Felds such as marketing, information systems, economics, psychology, and others. After introducing the topic to the audience, we will illustrate the current architecture of the package and its main features.

Suggested Citation

  • Sergio Venturini & Mehmet Mehmetoglu, 2024. "Structural equation modeling with partial least squares using Stata," Italian Stata Users' Group Meetings 2024 01, Stata Users Group.
    • Handle: RePEc:boc:isug24:01
    as

    Download full text from publisher

    File URL: http://repec.org/isug2024/Italy24_Venturini.pdf
    File Function: presentation materials
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Monecke, Armin & Leisch, Friedrich, 2012. "semPLS: Structural Equation Modeling Using Partial Least Squares," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 48(i03).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. José Roberto Frega & Alex Antonio Ferraresi & Carlos Olavo Quandt & Claudimar Pereira da Veiga, 2018. "Relationships Among Knowledge Management, Organisational Innovativeness and Performance: Covariance-Based Versus Partial Least-Squares Structural Equation Modelling," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 1-19, March.
    2. Bart Neuts & Senne Kimps & Jan van der Borg, 2021. "Resident Support for Tourism Development: Application of a Simplified Resident Empowerment through Tourism Scale on Developing Destinations in Flanders," Sustainability, MDPI, vol. 13(12), pages 1-19, June.
    3. Maniyassouwe Amana & Pingfeng Liu & Mona Alariqi, 2022. "Value Creation and Capture with Big Data in Smart Phones Companies," Sustainability, MDPI, vol. 14(23), pages 1-22, November.
    4. Maksym Koghut & Omar AI-Tabbaa, 2021. "Exploring Consumers’ Discontinuance Intention of Remote Mobile Payments during Post-Adoption Usage: An Empirical Study," Administrative Sciences, MDPI, vol. 11(1), pages 1-33, February.
    5. Anan F. Srouji & Suzan R. Abed & Madher E. Hamdallah, 2019. "Banks performance and customers' satisfaction in relation to corporate social responsibility: mediating customer trust and spiritual leadership: what counts!," International Journal of Business Innovation and Research, Inderscience Enterprises Ltd, vol. 19(3), pages 358-384.
    6. Irma Cristina Espitia Moreno & Betzabé Ruiz Morales & Víctor G. Alfaro-García & Marco A. Miranda-Ackerman, 2024. "Agri-Food Management and Sustainable Practices: A Fuzzy Clustering Application Using the Galois Lattice," Mathematics, MDPI, vol. 12(13), pages 1-14, June.
    7. Sarstedt, Marko & Hair, Joseph F. & Ringle, Christian M. & Thiele, Kai O. & Gudergan, Siegfried P., 2016. "Estimation issues with PLS and CBSEM: Where the bias lies!," Journal of Business Research, Elsevier, vol. 69(10), pages 3998-4010.
    8. Adriano Alves Teixeira & Tiago E. C. Moraes & Talita Borges Teixeira & Rosane A. G. Battistelle & Elton Gean Araújo & Quintino Augusto Có de Seabra, 2023. "The Role of Green Supply Chain Management Practices on Environmental Performance of Firms: An Exploratory Survey in Brazil," Sustainability, MDPI, vol. 15(15), pages 1-19, August.
    9. Marko Sarstedt & Jun-Hwa Cheah, 2019. "Partial least squares structural equation modeling using SmartPLS: a software review," Journal of Marketing Analytics, Palgrave Macmillan, vol. 7(3), pages 196-202, September.
    10. Braune, Eric & Sahut, Jean-Michel & Teulon, Fréderic, 2020. "Intangible capital, governance and financial performance," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    11. Donny Oktavian Syah, 2019. "Identifying vertical partnership among automotive component companies: empirical evidence from automotive industry in Jabodetabek, Indonesia," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-25, December.
    12. Nourallah, Mustafa, 2023. "One size does not fit all: Young retail investors’ initial trust in financial robo-advisors," Journal of Business Research, Elsevier, vol. 156(C).
    13. Mohamed A. Zayed & Ibrahim A. Elshaer, 2022. "Physical Activities and Learning Experience of Higher Education Students: Mediating Role of Quality of Life and Physical Self-Esteem," IJERPH, MDPI, vol. 19(20), pages 1-14, October.
    14. Mario Valera-Pozo & Daniel Adrover-Roig & Josep A. Pérez-Castelló & Victor A. Sanchez-Azanza & Eva Aguilar-Mediavilla, 2020. "Behavioral, Emotional and School Adjustment in Adolescents with and without Developmental Language Disorder (DLD) Is Related to Family Involvement," IJERPH, MDPI, vol. 17(6), pages 1-18, March.
    15. Jun-Hwa Cheah (Jacky) & Francesca Magno & Fabio Cassia, 2024. "Reviewing the SmartPLS 4 software: the latest features and enhancements," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 97-107, March.
    16. Sahut, Jean Michel & Lissillour, Raphael, 2023. "The adoption of remote work platforms after the Covid-19 lockdown: New approach, new evidence," Journal of Business Research, Elsevier, vol. 154(C).
    17. Joseph F. Hair & G. Tomas M. Hult & Christian M. Ringle & Marko Sarstedt & Kai Oliver Thiele, 2017. "Mirror, mirror on the wall: a comparative evaluation of composite-based structural equation modeling methods," Journal of the Academy of Marketing Science, Springer, vol. 45(5), pages 616-632, September.
    18. Hiba Alhassany & Faisal Faisal, 2018. "Factors influencing the internet banking adoption decision in North Cyprus: an evidence from the partial least square approach of the structural equation modeling," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 4(1), pages 1-21, December.
    19. Cristian Busu & Mihail Busu, 2020. "Research on the Factors of Competition in the Green Procurement Processes: A Case Study for the Conditions of Romania Using PLS-SEM Methodology," Mathematics, MDPI, vol. 9(1), pages 1-16, December.
    20. Rosa Fabbricatore & Maria Iannario & Rosaria Romano & Domenico Vistocco, 2023. "Component-based structural equation modeling for the assessment of psycho-social aspects and performance of athletes," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 107(1), pages 343-367, March.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:boc:isug24:01. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Christopher F Baum (email available below). General contact details of provider: https://edirc.repec.org/data/stataea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.