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Rise of the Partial Least Squares Structural Equation Modeling: An Application in Banking

In: Partial Least Squares Structural Equation Modeling

Author

Listed:
  • Necmi K. Avkiran

    (University of Queensland)

Abstract

Researchers across a wide range of disciplines exploited the capabilities of partial least squares structural equation modeling (PLS-SEM). The rise in popularity of PLS-SEM is particularly noticeable 2013 onwards. The banking and finance discipline, however, hardly exploits the advantages of the PLS-SEM approach. PLS-SEM can be used for prediction and exploration in complex models with relaxed expectations on data. PLS-SEM is useful in identifying relationships between constructs. If the primary objective is theory development, PLS-SEM is appropriate.

Suggested Citation

  • Necmi K. Avkiran, 2018. "Rise of the Partial Least Squares Structural Equation Modeling: An Application in Banking," International Series in Operations Research & Management Science, in: Necmi K. Avkiran & Christian M. Ringle (ed.), Partial Least Squares Structural Equation Modeling, chapter 0, pages 1-29, Springer.
    • Handle: RePEc:spr:isochp:978-3-319-71691-6_1
    DOI: 10.1007/978-3-319-71691-6_1
    as

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    Cited by:

    1. 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.
    2. María del Carmen Valls Martínez & Pedro Antonio Martín-Cervantes & Ana María Sánchez Pérez & María del Carmen Martínez Victoria, 2021. "Learning Mathematics of Financial Operations during the COVID-19 Era: An Assessment with Partial Least Squares Structural Equation Modeling," Mathematics, MDPI, vol. 9(17), pages 1-21, September.
    3. Nabil Hasan Al-Kumaim & Muhammad Salman Shabbir & Salman Alfarisi & Siti Hasnah Hassan & Abdulsalam K. Alhazmi & Sanil S. Hishan & Samer Al-Shami & Nadhmi A. Gazem & Fathey Mohammed & Hussein Mohammed, 2021. "Fostering a Clean and Sustainable Environment through Green Product Purchasing Behavior: Insights from Malaysian Consumers’ Perspective," Sustainability, MDPI, vol. 13(22), pages 1-17, November.
    4. Abu Elnasr E. Sobaih & Ibrahim A. Elshaer, 2022. "Personal Traits and Digital Entrepreneurship: A Mediation Model Using SmartPLS Data Analysis," Mathematics, MDPI, vol. 10(21), pages 1-19, October.
    5. M Ashraf Al Haq & Norazlina Abd Wahab & Md. Mahmudul Alam, 2021. "Understanding The Impact Of Institutional Factors On Asnaf Sustainability: A Pls-Sem Approach," Journal of Islamic Monetary Economics and Finance, Bank Indonesia, vol. 7(4), pages 759-790, November.
    6. Shami, Mohammad Reza & Rad, Vahid Bigdeli & Moinifar, Maryam, 2022. "The structural model of indicators for evaluating the quality of urban smart living," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    7. Seiler, Volker & Fanenbruck, Katharina Maria, 2021. "Acceptance of digital investment solutions: The case of robo advisory in Germany," Research in International Business and Finance, Elsevier, vol. 58(C).
    8. Adriana María Berrocal González & Lili Domínguez Ortíz & Fernando José Mariné Osorio & Liliana Raquel Ruiz Fuentes, 2022. "El desempeño financiero de la empresa y la composición del consejo de administración," Remef - Revista Mexicana de Economía y Finanzas Nueva Época REMEF (The Mexican Journal of Economics and Finance), Instituto Mexicano de Ejecutivos de Finanzas, IMEF, vol. 17(2), pages 1-26, Abril - J.
    9. Juan J. García-Machado & Włodzimierz Sroka & Martyna Nowak, 2021. "R&D and Innovation Collaboration between Universities and Business—A PLS-SEM Model for the Spanish Province of Huelva," Administrative Sciences, MDPI, vol. 11(3), pages 1-27, August.
    10. Shafaqat Mehmood & Changyong Liang & Dongxiao Gu, 2018. "Heritage Image and Attitudes toward a Heritage Site: Do They Really Mediate the Relationship between User-Generated Content and Travel Intentions toward a Heritage Site?," Sustainability, MDPI, vol. 10(12), pages 1-26, November.
    11. Fabian Scheller & Karyn Morrissey & Karsten Neuhoff & Dogan Keles, 2023. "Green or greedy: the relationship between perceived benefits and homeowners' intention to adopt residential low-carbon technologies," Papers 2308.10104, arXiv.org.
    12. 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.
    13. Daniel Limones, 2020. "CSR and Firm Performance Nexus in UK: Empirical Evidence of Manufacturing Sector," Journal of Accounting, Business and Finance Research, Scientific Publishing Institute, vol. 9(2), pages 64-72.
    14. Andreas Mühlbacher & Thomas Guhr, 2018. "Extreme Portfolio Loss Correlations in Credit Risk," Risks, MDPI, vol. 6(3), pages 1-25, July.
    15. James R. Barth & Sunghoon Joo & Hyeongwoo Kim & Kang Bok Lee & Stevan Maglic & Xuan Shen, 2020. "Forecasting Net Charge-Off Rates of Banks: A PLS Approach," World Scientific Book Chapters, in: Cheng Few Lee & John C Lee (ed.), HANDBOOK OF FINANCIAL ECONOMETRICS, MATHEMATICS, STATISTICS, AND MACHINE LEARNING, chapter 63, pages 2265-2301, World Scientific Publishing Co. Pte. Ltd..
    16. A. Blanco-Oliver & A. Irimia-Diéguez, 2021. "Impact of outreach on financial performance of microfinance institutions: a moderated mediation model of productivity, loan portfolio quality, and profit status," Review of Managerial Science, Springer, vol. 15(3), pages 633-668, April.
    17. Mohamed M. Khalifa Tailab, 2020. "Using Importance-Performance Matrix Analysis to Evaluate the Financial Performance of American Banks During the Financial Crisis," SAGE Open, , vol. 10(1), pages 21582440209, January.
    18. Ramli, Nur Ainna & Latan, Hengky & Solovida, Grace T., 2019. "Determinants of capital structure and firm financial performance—A PLS-SEM approach: Evidence from Malaysia and Indonesia," The Quarterly Review of Economics and Finance, Elsevier, vol. 71(C), pages 148-160.

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