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A New Multiblock PLS Based Method to Estimate Causal Models: Application to the Post-Consumption Behavior in Tourism

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Handbook of Partial Least Squares

Abstract

This study presents a new algorithm for estimating causal models based on multiblock PLS method. This new algorithm is tested in a particular post-consumption behavior with the aim of validating a complex system of relations between antecedents of value, perceived value, satisfaction and loyalty. The results are compared with the classical LVPLS method: both methods support the proposed structural relations, but the explained variance is slightly higher with the new algorithm.

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References

  • Babin, B. J., Darden, W. R., & Griffin, M. (1994). Work and/or fun: Measuring hedonic and utilitarian shopping value. Journal of Consumer Research, 20(Marzo), 644–656.

    Article  Google Scholar 

  • Babin, B. J., & Kim, K. (2001). International students travel behaviour: A model of the travel-related consumer/dissatisfaction process. Journal of Travel and Tourism Marketing, 10(1), 93–106.

    Article  Google Scholar 

  • Bolton, R., & Drew, J. (1991). A multistage model of customers’ assessments of service quality and value. Journal of Consumer Research, 17, 375–384.

    Article  Google Scholar 

  • Brady, M. K., Cronin, J. J., & Brand, R. R. (2002). Performance-only measurement of service quality: A replication and extension. Journal of Business Research, 55, 17–31.

    Article  Google Scholar 

  • Caruana, A., Money, A. H., & Berthon, P. R. (2000). Service quality and satisfaction – the moderating role of value. European Journal of Marketing, 34(11/12), 1338–1353.

    Article  Google Scholar 

  • Chiou, J. S. (2004). The antecedents of consumers’ loyalty toward internet service providers. Information and Management, 41, 685–695.

    Article  Google Scholar 

  • Cronin, J. J., Brady, M. K., & Hule, G. T. M. (2000). Assessing the effects of quality, value and customer satisfaction on consumer behavioural intentions in service environments. Journal of Retailing, 76(2), 193–218.

    Article  Google Scholar 

  • Efrom, B., & Tibshirani, R. (1993). Introduction to the bootstrap. New York: Chapman-Hall.

    Google Scholar 

  • Fornell, C., Johnson, M. D., Anderson, E. W., Cha, J., & Everitt Bryant, B. (1996). The American customer satisfaction index: Nature, purpose, and findings. Journal of Marketing, 60, 7–18.

    Article  Google Scholar 

  • Frank, I. E., Feikema, J., Constantine, N., & Kowalski, B. R. (1984). Prediction of product quality from spectral data using the partial least-squares method. Journal of Chemical Information and Computer Science, 24, 20–24.

    Google Scholar 

  • Frank, I. E., & Kowalski, B. R. (1985). A multivariate method for relating groups of measurements connected by a causal pathway. Analytica Chimica Acta, 167, 51–63.

    Article  Google Scholar 

  • Gallarza, M. G., Gil, I., & Calderón, H. (2002). Destination image: Towards a conceptual framework. Annals of Tourism Research, 29(1), 56–78.

    Article  Google Scholar 

  • Gallarza, M. G., & Gil, I. (2006). Value dimensions, perceived value, satisfaction and loyalty: An investigation of university students’ travel behavior. Tourism Management, 27(3), 437–452.

    Article  Google Scholar 

  • Geladi, P. (1988). Notes on the history and nature of partial least squares (PLS) modeling. Journal of Chemometrics, 2, 231–246.

    Article  Google Scholar 

  • Geladi, P., & Kowalski, B. R. (1986). Partial least-squares regression: A tutorial. Analytica Chimica Acta, 185, 1–17.

    Article  Google Scholar 

  • Gerlach, R. W., Kowalski, B. R., & Wold, H. (1979). Partial least squares path modeling with latent variables. Analytica Chimica Acta, 112, 417–421.

    Article  Google Scholar 

  • Giese, J. L., & Cote, J. A. (2000). Defining consumer satisfaction. Academy of Marketing Science Review (on line), 00(01), 1–34.

    Google Scholar 

  • Grace, D. & O’Cass, A. (2005). An examination of the antecedents of re-patronage intentions across different retail store formats, Journal of Retailing and Consumer Services, 12, 227–243.

    Article  Google Scholar 

  • Guinot, C., Latreille, J., & Tenenhaus, M. (2001). PLS path modelling and multiple table analysis. Application to the cosmetics habits of women in Ile-de-France. Chemometrics and Intelligent Laboratory Systems, 36, 247–259.

    Article  Google Scholar 

  • Heung, V. C. S., & Qu, H. (2000). Hong Kong as a travel destination: An analysis of Japanese tourist’ satisfaction levels, and the likelihood of them recommending Hong Kong to others. Journal of Travel and Tourism Marketing, 9(1/2), 57–80.

    Article  Google Scholar 

  • Holbrook, M. B. (1999). Consumer value. A framework for analysis and research. London: Routledge.

    Google Scholar 

  • Hulland, J. (1999). Use of partial least squares (PLS) in strategic management research: A review of four recent studies. Strategic Management Journal, 20, 195–204.

    Article  Google Scholar 

  • Kozak, M., & Rimmington, M. (2000). Tourist satisfaction with Mallorca, Spain, as an off-season holiday destination. Journal of Travel Research, 38(3), 260–269.

    Article  Google Scholar 

  • Lin, H. H., & Wang, Y. S. (2006). An examination of the determinants of customer loyalty in mobile commerce contexts. Information and Management, 43, 271–282.

    Article  Google Scholar 

  • Lin, C. H., Sher, P. J., & Shih, H. Y. (2005). Past progress and future directions in conceptualizing customer perceived value. International Journal of Service Industry Management, 16(4), 318–336.

    Article  Google Scholar 

  • Lohmöller, J. B. (1987). LVPLS program manual, version 1.8, Zentralarchiv für Empirische Sozialforschung, Universität zu Köln, Köln.

    Google Scholar 

  • Lohmöller, J. B. (1989). Latent variables path modeling with partial least squares. Heildelberg: Physica-Verlag.

    Google Scholar 

  • McDougall, G. H. G., & Levesque, T. (2000). Customer satisfaction with services: Putting perceived value into the equation. The Journal of Services Marketing, 14(5), 392–410.

    Article  Google Scholar 

  • Martens, H., & Naes, T. (1989). Multivariate calibration. New York: Wiley.

    MATH  Google Scholar 

  • Murphy, P. E., Pritchard, M. P., & Smith, B. (2000). The destination product and its impact on traveller perceptions. Tourism Management, 21, 43–52.

    Article  Google Scholar 

  • Ngobo, P.V. (1997). Qualité perçue et satisfaction des consommateurs: un état des recherches. Revue Française de Marketing, 163, 67–69

    Google Scholar 

  • Oh, H. (1999). Service quality, customer satisfaction, and customer value: A holistic perspective. International Journal of Hospitality Management, 18(1), 67–82.

    Article  Google Scholar 

  • Oh, H. (2000). The effect of brand class, brand awareness, and price on customer value and behavioral intentions. Journal of Hospitality and Tourism Research, 24(2), 136–162.

    Article  Google Scholar 

  • Oh, H. (2003). Price fairness and its asymmetric effects on overall price, quality, and value judgements: The case of an upscale hotel. Tourism Management, 24, 397–399.

    Article  Google Scholar 

  • Oliver, R. L. (1997). Satisfaction. A behavioural perspective on the consumer. New York: McGraw Hill.

    Google Scholar 

  • Oliver, R. L. (1999). Value as excellence in the consumption experience. In M. B. Holbrook (Ed.), Consumer value. A framework for analysis and research. London: Routledge.

    Google Scholar 

  • Parasuraman, A., & Grewal, D. (2000). The impact of technology on the quality-value-loyalty chain: A research agenda. Journal of the Academy of Marketing Science, 28(1), 168–174.

    Article  Google Scholar 

  • Petrick, J. F., Morais, D. D., & Norman, W. C. (2001). An examination of the determinants of entertainment vacationers’ intentions to revisit. Journal of Travel Research, 40, 41–48.

    Article  Google Scholar 

  • Petrick, J. F. (2002). Development of a multi-dimensional scale for measuring the perceived value of a service. Journal of Leisure Research, 34(2), 119–134.

    Google Scholar 

  • Sheth, J. N., Newman, B. I., & Gross, B. L. (1991). Why we buy what we buy: A theory of consumption values. Journal of Business Research, 22, 159–170.

    Article  Google Scholar 

  • Stone, M., & Brooks, R. J. (1990). Continuum regression: Cross-validated sequentially constructed prediction embracing ordinary least squares, partial least squares and principal components regression (with discussion). Journal of Royal Statistical Society Series B, 52, 237–269. Corrigendum (1992) 54, 906–907.

    Google Scholar 

  • Sweeney, J., & Soutar, G. (2001). Consumer perceived value: The development of a multiple item scale. Journal of Retailing, 77, 203–207.

    Article  Google Scholar 

  • Wangen, L. E., & Kowalski, B. R. (1988). A multiblock partial least squares algorithm for investigating complex chemical systems. Journal of Chemometrics, 3, 3–20.

    Article  Google Scholar 

  • Westerhuis, J. A., & Coenegracht, P. M. J. (1997). Multivariate modeling of the pharmaceutical two-step process of wet granulation and tableting with multiblock partial least squares. Journal of Chemometrics, 11, 379–392.

    Article  Google Scholar 

  • Westerhuis, J. A., Kourti, T., & MacGregor, J. F. (1998). Analysis of multiblock and hierarchical PCA and PLS models. Journal of Chemometrics, 12, 301–321.

    Article  Google Scholar 

  • Woodruff, B. R. (1997). Customer value: The next source for competitive advantage. Journal of the Academy of Marketing Science, 25(2), 139–153.

    Article  MathSciNet  Google Scholar 

  • Wold, H. (1982). Soft modeling: The basic design and some extensions. In K. G. Jöreskog & H. Wold (Eds.), Systems under indirect observation, Part 2 (pp. 1–54). Amsterdam: North-Holland.

    Google Scholar 

  • Wold, S., Martens, H., & Wold, H. (1984). In S. Wold (Ed.), MULDAST Proceedings. Technical Report on Research Group for Chemometrics, Umeå University, Sweden.

    Google Scholar 

  • Wold, H. (1985). Partial least squares. In S. Kotz & N. L. Johnson (Eds.), Encyclopedia of statistical sciences (Vol. 6, pp. 581–591). New York: Wiley.

    Google Scholar 

  • Wold, S., Hellberg, S., Lundstedt, T., Sjostrom, M., & Wold, H. (1987) Proceedings of Symposium on PLS: Theory and Application. Frankfurt am Main, Germany.

    Google Scholar 

  • Zeithaml, V. A. (1988). Consumer perceptions of price, quality, and value: A means-end model and synthesis of evidence. Journal of Marketing, 52, 2–22.

    Article  Google Scholar 

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Acknowledgements

The authors are grateful to the Spanish Ministry of Science and Technology for financial support for this work (SEJ2007-66054).

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Correspondence to Francisco Arteaga .

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Arteaga, F., Gallarza, M.G., Gil, I. (2010). A New Multiblock PLS Based Method to Estimate Causal Models: Application to the Post-Consumption Behavior in Tourism. In: Esposito Vinzi, V., Chin, W., Henseler, J., Wang, H. (eds) Handbook of Partial Least Squares. Springer Handbooks of Computational Statistics. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-32827-8_7

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