IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v172y2024i3d10.1007_s11205-024-03320-z.html
   My bibliography  Save this article

Tackling Cyclicity in Causal Models with Cross-Sectional Data Using a Partial Least Squares Approach: Implications for the Sequential Model of Internet Appropriation

Author

Listed:
  • Giuseppe Lamberti

    (Universitat Autònoma de Barcelona)

  • Jordi Lopez-Sintas

    (Universitat Autònoma de Barcelona)

  • Giuseppe Pandolfo

    (University of Naples Federico II)

Abstract

Working with SEM and cross-sectional data, and depending on the studied phenomenon, assuming an acyclic model may mean that we obtain only a partial view of the mechanisms that explain causal relationships between a set of theoretical constructs, given that variables are treated as antecedents and consequences. Our two-step approach allows researchers to identify and measure cyclic effects when working with cross-sectional data and a PLS modelling algorithm. Using the resources and appropriation theory and the sequential model of internet appropriation, we demonstrate the importance of considering cyclic effects. Our results show that opportunities for physical access followed by digital skills acquisition enhance internet usage (acyclic effects), but also that internet usage intensity, in reverse, reinforces both digital skills and physical access (cyclic effects), supporting Norris (Digital divide: civic engagement, information poverty, and the internet worldwide. Cambridge University Press, Cambridge, 2001) social stratification hypothesis regarding future evolution of the digital divide.

Suggested Citation

  • Giuseppe Lamberti & Jordi Lopez-Sintas & Giuseppe Pandolfo, 2024. "Tackling Cyclicity in Causal Models with Cross-Sectional Data Using a Partial Least Squares Approach: Implications for the Sequential Model of Internet Appropriation," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 172(3), pages 879-900, April.
    • Handle: RePEc:spr:soinre:v:172:y:2024:i:3:d:10.1007_s11205-024-03320-z
    DOI: 10.1007/s11205-024-03320-z
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11205-024-03320-z
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s11205-024-03320-z?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Eszter Hargittai & Steven Shafer, 2006. "Differences in Actual and Perceived Online Skills: The Role of Gender," Social Science Quarterly, Southwestern Social Science Association, vol. 87(2), pages 432-448, June.
    2. Lê, Sébastien & Josse, Julie & Husson, François, 2008. "FactoMineR: An R Package for Multivariate Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i01).
    3. Marko Sarstedt & Christian M. Ringle & Joseph F. Hair, 2022. "Partial Least Squares Structural Equation Modeling," Springer Books, in: Christian Homburg & Martin Klarmann & Arnd Vomberg (ed.), Handbook of Market Research, pages 587-632, Springer.
    4. Corrado Crocetta & Laura Antonucci & Rosanna Cataldo & Roberto Galasso & Maria Gabriella Grassia & Carlo Natale Lauro & Marina Marino, 2021. "Higher-Order PLS-PM Approach for Different Types of Constructs," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 154(2), pages 725-754, April.
    5. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
    6. Lamberti, Giuseppe & Lopez-Sintas, Jordi & Sukphan, Jakkapong, 2021. "The social process of internet appropriation: Living in a digitally advanced country benefits less well-educated Europeans," Telecommunications Policy, Elsevier, vol. 45(1).
    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. Nicole Zillien & Eszter Hargittai, 2009. "Digital Distinction: Status‐Specific Types of Internet Usage," Social Science Quarterly, Southwestern Social Science Association, vol. 90(2), pages 274-291, June.
    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. Hani Al-Dmour, 2023. "Green-Smart University Campuses: The Mediating Role of Student Engagement in Enhancing Corporate Image," SAGE Open, , vol. 13(4), pages 21582440231, December.
    2. Sarstedt, Marko & Radomir, Lăcrămioara & Moisescu, Ovidiu Ioan & Ringle, Christian M., 2022. "Latent class analysis in PLS-SEM: A review and recommendations for future applications," Journal of Business Research, Elsevier, vol. 138(C), pages 398-407.
    3. Luo, Xi & Cheah, Jun-Hwa & Hollebeek, Linda D. & Lim, Xin-Jean, 2024. "Boosting customers’ impulsive buying tendency in live-streaming commerce: The role of customer engagement and deal proneness," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    4. Halpern, Nigel & Mwesiumo, Deodat & Suau-Sanchez, Pere & Budd, Thomas & Bråthen, Svein, 2021. "Ready for digital transformation? The effect of organisational readiness, innovation, airport size and ownership on digital change at airports," Journal of Air Transport Management, Elsevier, vol. 90(C).
    5. Khalid Rasheed Memon & Say Keat Ooi & Heesup Han, 2024. "Responsible innovation and corporate sustainability performance: A structural equation modeling‐neural network approach," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 2712-2730, May.
    6. Lamberti, Giuseppe & Lopez-Sintas, Jordi & Sukphan, Jakkapong, 2021. "The social process of internet appropriation: Living in a digitally advanced country benefits less well-educated Europeans," Telecommunications Policy, Elsevier, vol. 45(1).
    7. Keonhyeong Lee & Liyuan Wang, 2023. "Chinese High-Tech Export Performance: Effects of Intellectual Capital Mediated by Dynamic and Risk Management Capabilities," SAGE Open, , vol. 13(1), pages 21582440231, February.
    8. Jane Marzouk & Raghda El Ebrashi, 2024. "The interplay among green absorptive capacity, green entrepreneurial, and learning orientations and their effect on triple bottom line performance," Business Strategy and the Environment, Wiley Blackwell, vol. 33(3), pages 1962-1976, March.
    9. Lin Wang & Murad Ali & Hyun Jeong Kim & Sareum Lee & Felipe Hernández Perlines, 2021. "Individual entrepreneurial orientation, value congruence, and individual outcomes: Does the institutional entrepreneurial environment matter?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(5), pages 2293-2312, July.
    10. 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.
    11. Xinyuan Zhang & Emmanuel Nketiah & Victor Shi & Jinfu Cheng, 2023. "Who Will Save Energy? An Extension of Social Cognitive Theory with Place Attachment to Understand Residents’ Energy-Saving Behaviors," Sustainability, MDPI, vol. 16(1), pages 1-21, December.
    12. Saari, Ulla A. & Damberg, Svenja & Frömbling, Lena & Ringle, Christian M., 2021. "Sustainable consumption behavior of Europeans: The influence of environmental knowledge and risk perception on environmental concern and behavioral intention," Ecological Economics, Elsevier, vol. 189(C).
    13. Hair, Joe F. & Howard, Matt C. & Nitzl, Christian, 2020. "Assessing measurement model quality in PLS-SEM using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 109(C), pages 101-110.
    14. Stathakopoulos, Vlasis & Kottikas, Konstantinos G. & Painesis, Grigorios & Theodorakis, Ioannis G. & Kottika, Efthymia, 2022. "Why shape a market? Empirical evidence on the prominent firm-level and market-level outcomes of market-driving strategy," Journal of Business Research, Elsevier, vol. 139(C), pages 1240-1254.
    15. Majid Ghasemy & Hazri Jamil & James E. Gaskin, 2021. "Have your cake and eat it too: PLSe2 = ML + PLS," Quality & Quantity: International Journal of Methodology, Springer, vol. 55(2), pages 497-541, April.
    16. Chan, Vanessa Hiu Ying & Chiu, Dickson K.W. & Ho, Kevin K.W., 2022. "Mediating effects on the relationship between perceived service quality and public library app loyalty during the COVID-19 era," Journal of Retailing and Consumer Services, Elsevier, vol. 67(C).
    17. Cheah, Jun-Hwa & Waller, David & Thaichon, Park & Ting, Hiram & Lim, Xin-Jean, 2020. "Price image and the sugrophobia effect on luxury retail purchase intention," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
    18. Svenja Damberg & Manfred Schwaiger & Christian M. Ringle, 2022. "What’s important for relationship management? The mediating roles of relational trust and satisfaction for loyalty of cooperative banks’ customers," Journal of Marketing Analytics, Palgrave Macmillan, vol. 10(1), pages 3-18, March.
    19. Ekka Susmita & Singh Punam, 2022. "Predicting HR Professionals’ Adoption of HR Analytics: An Extension of UTAUT Model," Organizacija, Sciendo, vol. 55(1), pages 77-93, February.
    20. Sheza Riaz & Hadi Hassan Khan & Bilal Sarwar & Wahab Ahmed & Noor Muhammad & Sajjida Reza & Sheikh Muhammad Nabeel Ul Haq, 2022. "Influence of Financial Social Agents and Attitude Toward Money on Financial Literacy: The Mediating Role of Financial Self-Efficacy and Moderating Role of Mindfulness," SAGE Open, , vol. 12(3), pages 21582440221, August.

    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:spr:soinre:v:172:y:2024:i:3:d:10.1007_s11205-024-03320-z. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.