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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

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  • 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
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    Cited by:

    1. Ganter, Nadja, 2021. "Factors Influencing Developers' Acceptance of Native Development Environments: An Expansion of the Technology Acceptance Model," Junior Management Science (JUMS), Junior Management Science e. V., vol. 6(4), pages 745-756.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. Weizhen Zhan & Zhenwu You, 2024. "Family communication patterns, self-efficacy, and adolescent online prosocial behavior: a moderated mediation model," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-11, December.
    7. 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.
    8. 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.
    9. 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.
    10. 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).
    11. 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).
    12. 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.
    13. Wang, Weiyan & Guo, Wenjia & Dong, Jiangyao & Zhang, Houping & Liao, Yuncheng & Wen, Xiaoxia, 2024. "Ridge-furrow planting patterns with film mulching improve water use efficiency by enhancing arbuscular mycorrhizal fungi in the rhizosphere and endophyte of summer maize," Agricultural Water Management, Elsevier, vol. 296(C).
    14. 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.
    15. Andreas Mühlbacher & Thomas Guhr, 2018. "Extreme Portfolio Loss Correlations in Credit Risk," Risks, MDPI, vol. 6(3), pages 1-25, July.
    16. 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..
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. Gao Jingzu & Long Siyu & Wu Mengling & Qing Yang & Abdullah Al Mamun & Naeem Hayat, 2024. "Sustainable entrepreneurship through customer satisfaction and reuse intention of online food delivery applications: insights from China," Journal of Innovation and Entrepreneurship, Springer, vol. 13(1), pages 1-22, December.
    22. 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.

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