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Using the Hybrid Two-Step estimation approach for the identification of second-order latent variable models

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  • Enrico Ciavolino
  • Mariangela Nitti

Abstract

The aim of this paper is to define a new approach, called Hybrid Two-Step, to estimate the parameters of a second-order latent variable (LV) model in the case of formative relationships between the first-order and the second-order LVs. In this respect, we introduce the two main approaches to the estimation of second-order constructs through the partial least squares-path modelling: the so-called Repeated Indicators approach and the Two-Step approach. Some criticisms of these methodologies are highlighted and a solution to the issue of the identification of formative second-order constructs is suggested through the adoption of a Hybrid Two-Step approach. A Monte Carlo simulation study aimed at comparing the approach proposed with the traditional ones was performed. Finally, a case study about the passenger satisfaction is presented to show the implementation of the method and to give some comparative empirical results.

Suggested Citation

  • Enrico Ciavolino & Mariangela Nitti, 2013. "Using the Hybrid Two-Step estimation approach for the identification of second-order latent variable models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 40(3), pages 508-526.
    • Handle: RePEc:taf:japsta:v:40:y:2013:i:3:p:508-526
    DOI: 10.1080/02664763.2012.745837
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    Cited by:

    1. Rosa Bernardini Papalia & Enrico Ciavolino, 2015. "Developing a composite index by using spatial latent modelling based on information theoretic estimation," Quality & Quantity: International Journal of Methodology, Springer, vol. 49(3), pages 989-997, May.
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    3. Dunja Demirović Bajrami & Adriana Radosavac & Marija Cimbaljević & Tatiana N. Tretiakova & Yulia A. Syromiatnikova, 2020. "Determinants of Residents’ Support for Sustainable Tourism Development: Implications for Rural Communities," Sustainability, MDPI, vol. 12(22), pages 1-16, November.
    4. José Manuel Mariño-Romero & José Manuel Hernández-Mogollón & Ana María Campón-Cerro & José Antonio Folgado-Fernández, 2020. "Corporate Social Responsibility in Hotels: A Proposal of a Measurement of its Performance through Marketing Variables," Sustainability, MDPI, vol. 12(7), pages 1-15, April.
    5. Paola Pasca & Evelyn Simone & Enrico Ciavolino & Alessia Rochira & Terri Mannarini, 2023. "A higher-order model of community resilience potential: development and assessment through confirmatory composite analysis based on partial least squares," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(2), pages 1033-1054, April.
    6. Enrico Ciavolino & Sergio Salvatore & Piergiorgio Mossi & Gloria Lagetto, 2019. "High-order PLS path model for multi-group analysis: the prosumership service quality model," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(5), pages 2371-2384, September.
    7. Hao Cheng, 2023. "Composite quantile estimation in PLS-SEM for environment sustainable development evaluation," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6249-6268, July.
    8. Jun-Hwa Cheah & Hiram Ting & T. Ramayah & Mumtaz Ali Memon & Tat-Huei Cham & Enrico Ciavolino, 2019. "A comparison of five reflective–formative estimation approaches: reconsideration and recommendations for tourism research," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(3), pages 1421-1458, May.
    9. Silvia Golia & Anna Simonetto, 2015. "Treating ordinal data: a comparison between rating scale and structural equation models," Quality & Quantity: International Journal of Methodology, Springer, vol. 49(3), pages 903-915, May.
    10. Sharon Tan & Evan Lau & Hiram Ting & Jun-Hwa Cheah & Biagio Simonetti & Tan Hiok Lip, 2019. "How Do Students Evaluate Instructors’ Performance? Implication of Teaching Abilities, Physical Attractiveness and Psychological Factors," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 146(1), pages 61-76, November.
    11. Maurizio Carpita & Enrico Ciavolino & Mariangela Nitti, 2019. "The MIMIC–CUB Model for the Prediction of the Economic Public Opinions in Europe," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 146(1), pages 287-305, November.
    12. Morteza Ghobakhloo & Sai Hong Tang, 2015. "Information system success among manufacturing SMEs: case of developing countries," Information Technology for Development, Taylor & Francis Journals, vol. 21(4), pages 573-600, October.
    13. Anna Crisci & Enrica Sepe & Pasqualina Malafronte, 2019. "What influences teachers’ job satisfaction and how to improve, develop and reorganize the school activities associated with them," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(5), pages 2403-2419, September.
    14. Hao Cheng, 2023. "Environmental Effect Evaluation: A Quantile-Type Path-Modeling Approach," Sustainability, MDPI, vol. 15(5), pages 1-21, March.
    15. José Manuel Hernández-Mogollón & Helena Alves & Ana María Campón-Cerro & Elide Di-Clemente, 2021. "Integrating transactional and relationship marketing: a new approach to understanding destination loyalty," International Review on Public and Nonprofit Marketing, Springer;International Association of Public and Non-Profit Marketing, vol. 18(1), pages 3-26, March.
    16. Ana María Campón-Cerro & José Antonio Folgado-Fernández & José Manuel Hernández-Mogollón, 2017. "Rural Destination Development Based on Olive Oil Tourism: The Impact of Residents’ Community Attachment and Quality of Life on Their Support for Tourism Development," Sustainability, MDPI, vol. 9(9), pages 1-16, September.
    17. Enrico Ciavolino & Gloria Lagetto & Andrea Montinari & Amjad D. Al-Nasser & Amer I. Al-Omari & Matteo J. Zaterini & Sergio Salvatore, 2020. "Customer satisfaction and service domains: a further development of PROSERV," Quality & Quantity: International Journal of Methodology, Springer, vol. 54(5), pages 1429-1444, December.
    18. Maurizio Carpita & Paola Pasca & Serena Arima & Enrico Ciavolino, 2023. "Clustering of variables methods and measurement models for soccer players’ performances," Annals of Operations Research, Springer, vol. 325(1), pages 37-56, June.
    19. Ana María Campón-Cerro & Elide Di-Clemente & José Manuel Hernández-Mogollón & José Antonio Folgado-Fernández, 2020. "Healthy Water-Based Tourism Experiences: Their Contribution to Quality of Life, Satisfaction and Loyalty," IJERPH, MDPI, vol. 17(6), pages 1-19, March.
    20. Andy Weeger & Xuequn Wang & Heiko Gewald & Mahesh Raisinghani & Otavio Sanchez & Gerald Grant & Siddhi Pittayachawan, 2020. "Determinants of Intention to Participate in Corporate BYOD-Programs: The Case of Digital Natives," Information Systems Frontiers, Springer, vol. 22(1), pages 203-219, February.

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