Customer satisfaction management: Exploring temporal changes in nonlinearities in satisfaction formation of skiers
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DOIhttp://dx.doi.org/10.21511/ppm.19(2).2021.32
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Article InfoVolume 19 2021, Issue #2, pp. 398-417
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Customer satisfaction is one of the most important success drivers. Managers need to understand how satisfaction is formed, which factors to focus on, and how to increase the performance. The Kano model offers useful guidance for managers to increase customer satisfaction. It assumes that there are three different factors, which influence overall satisfaction, and that the weight of these factors changes over time. This study adds to limited empirical evidence on temporal changes of nonlinear relationships between attribute performance and customer satisfaction. The data comprise two waves of a large-scale sample of more than 40,000 skiers in 55 Alpine ski resorts in 2012 and 2016. Applying nonlinear structural equation modeling, Ski Core and Value-for-Money were identified as basic factors (dissatisfiers) and Ski Peripherals as a performance factor. Change in skiers’ satisfaction levels operates at a slow pace and, besides general industry trends, time-related segmentation criteria like loyalty and skier skills play a salient role. Especially, the attribute Value-for-Money is prone to temporal changes.
Acknowledgments
We thank Michael Partel from Mountain-Management C. Est for granting access to the data.
- Keywords
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JEL Classification (Paper profile tab)M19, M31, Z31, Z33
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References65
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Tables5
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Figures10
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- Figure 1. Conceptual model
- Figure 2. Ski Core factor
- Figure 3. Ski Peripherals factor
- Figure 4. Value-for-Money factor
- Figure 5. Ski Core in two age and skiing skill groups
- Figure 6. Ski Peripherals in two age and skiing skill groups
- Figure 7. Value-for-Money in two age and skiing skill groups
- Figure 8. Ski Core in two loyalty groups
- Figure 9. Ski Peripherals in two loyalty groups
- Figure 10. Value-for-Money in two loyalty groups
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- Table 1. Demographics
- Table 2. Coefficients and 95% confidence intervals for the linear, quadratic, and cubic terms 2012–2016
- Table 3. Value-for-Money structural coefficients for low- and high-skill skiers
- Table A1. Studies investigating drivers of overall customer satisfaction with a ski resort
- Table B1. Dimensional structure according to EFA and Mokken item scalability > .40
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- Albayrak, T., & Caber, M. (2015). Prioritisation of the hotel attributes according to their influence on satisfaction: A comparison of two techniques. Tourism Management, 46, 43-50.
- Anderson, E. W., & Mittal, V. (2000). Strengthening the satisfaction-profit chain. Journal of Service Research, 3(2), 107-120.
- Banker, R. D., Khosla, I., & Sinha, K. K. (1998). Quality and Competition. Management Science, 44(9), 1179-1192.
- Barberis, N. C. (2013). Thirty years of prospect theory in economics: A review and assessment. Journal of Economic Perspectives, 27(1), 173-196.
- Bartikowski, B., & Llosa, S. (2004). Customer satisfaction measurement: comparing four methods of attribute categorisations. The Service Industries Journal, 24(4), 67-82.
- Bell, D. E. (1985). Disappointment in decision making under uncertainty. Operations Research, 33(1), 1-27.
- Bi, J.-W., Liu, Y., Fan, Z.-P., & Zhang, J. (2020). Exploring asymmetric effects of attribute performance on customer satisfaction in the hotel industry. Tourism Management, 77.
- Bonnefoy-Claudet, L., & Ghantous, N. (2013). Emotions’ Impact On Tourists’ Satisfaction with Ski Resorts: The Mediating Role of Perceived Value. Journal of Travel & Tourism Marketing, 30(6), 624-637.
- Chen, L.-F. (2012). A novel approach to regression analysis for the classification of quality attributes in the Kano model: an empirical test in the food and beverage industry. Omega, 40(5), 651-659.
- Chen, L.-F. (2015). Exploring asymmetric effects of attribute performance on customer satisfaction using association rule method. International Journal of Hospitality Management, 47, 54-64.
- Davras, Ö., & Caber, M. (2019). Analysis of hotel services by their symmetric and asymmetric effects on overall customer satisfaction: A comparison of market segments. International Journal of Hospitality Management, 81, 83-93.
- Deng, W. (2007). Using a revised importance–performance analysis approach: The case of Taiwanese hot springs tourism. Tourism Management, 28(5), 1274-1284.
- Evanschitzky, H., & Wunderlich, M. (2006). An Examination of Moderator Effects in the Four-Stage Loyalty Model. Journal of Service Research, 8(4), 330-345.
- Ferrand, A., & Vecchiatini, D. (2002). The effect of service performance and ski resort image on skiers’ satisfaction. European Journal of Sport Science, 2(2), 1-17.
- Finn, A. (2011). Investigating the non-linear effects of e-service quality dimensions on customer satisfaction. Journal of Retailing and Consumer Services, 18(1), 27-37.
- Füller, J., & Matzler, K. (2008). Customer delight and market segmentation: An application of the three-factor theory of customer satisfaction on life style groups. Tourism Management, 29(1), 116-126.
- Füller, J., Matzler, K., & Faullant, R. (2006). Asymmetric effects in customer satisfaction. Annals of Tourism Research, 33(4), 1159-1163.
- Greenfield, D. (2014). Competition and service quality: New evidence from the airline industry. Economics of Transportation, 3(1), 80-89.
- Holmes, Jr., R. M., Bromiley, P., Devers, C. E., Holcomb, T. R., & McGuire, J. B. (2011). Management theory applications of prospect theory: Accomplishments, challenges, and opportunities. Journal of Management, 37(4), 1069-1107.
- Homburg, C., Koschate, N., & Hoyer, W. D. (2005). Do satisfied customers really pay more? A study of the relationship between customer satisfaction and willingness to pay. Journal of Marketing, 69(2), 84-96.
- Inman, J. J., Dyer, J. S., & Jia, J. (1997). A generalized utility model of disappointment and regret effects on post-choice valuation. Marketing Science, 16(2), 97-111.
- Kahneman, D., & Tversky, A. (1979). Prospect theory: An analysis of decisions under risk. Econometrica, 47, 263-291.
- Kaiser, H. F. (1970). A second generation little jiffy. Psychometrika, 35(4), 401-415.
- Kano, N. (1984). Attractive quality and must-be quality. Hinshitsu (The Journal of Japanese Society for Quality Control), 14, 39-48.
- Kano, N. (2001). Life cycle and creation of attractive quality (Paper). 4th QMOD Conference. Linkoeping, Sweden.
- Konu, H., Laukkanen, T., & Komppula, R. (2011). Using ski destination choice criteria to segment Finnish ski resort customers. Tourism Management, 32(5), 1096-1105.
- Lai, I. K. W., & Hitchcock, M. (2017). Sources of satisfaction with luxury hotels for new, repeat, and frequent travelers: A PLS impact-asymmetry analysis. Tourism Management, 60, 107-129.
- Lee, J.-S., & Choi, M. (2019). Examining the Asymmetric Effect of Multi-Shopping Tourism Attributes on Overall Shopping Destination Satisfaction. Journal of Travel Research, 59(2).
- Lin, F.-H., Tsai, S.-B., Lee, Y.-C., Hsiao, C.-F., Zhou, J., Wang, J., & Shang, Z. (2017). Empirical research on Kano’s model and customer satisfaction. PLOS ONE, 12(9), e0183888.
- Loomes, G., & Sugden, R. (1986). Disappointment and dynamic consistency in choice under uncertainty. The Review of Economic Studies, 53(2), 271-282.
- Matzler, K., Bailom, F., Hinterhuber, H. H., Renzl, B., & Pichler, J. (2004). The asymmetric relationship between attribute-level performance and overall customer satisfaction: a reconsideration of the importance–performance analysis. Industrial Marketing Management, 33(4), 271-277.
- Matzler, K., Füller, J., & Faullant, R. (2007). Customer satisfaction and loyalty to Alpine ski resorts: the moderating effect of lifestyle, spending and customers’ skiing skills. International Journal of Tourism Research, 9(6), 409-421.
- Matzler, K., Füller, J., Renzl, B., Herting, S., & Späth, S. (2008). Customer Satisfaction with Alpine Ski Areas: The Moderating Effects of Personal, Situational, and Product Factors. Journal of Travel Research, 46(4), 403-413.
- Matzler, K., & Hinterhuber, H. H. (1998). How to make product development projects more successful by integrating Kano’s model of customer satisfaction into quality function deployment. Technovation, 18(1), 25-38.
- Matzler, K., & Renzl, B. (2007). Assessing asymmetric effects in the formation of employee satisfaction. Tourism Management, 28(4), 1093-1103.
- Matzler, K., Teichmann, K., Strobl, A., & Partel, M. (2019). The effect of price on word of mouth: First time versus heavy repeat visitors. Tourism Management, 70, 453-459.
- Mazanec, J. A. (2007). Exploring Tourist Satisfaction with Nonlinear Structural Equation Modeling and Inferred Causation Analysis. Journal of Travel & Tourism Marketing, 21(4), 73-90.
- Mazanec, J. A., Ring, A., Stangl, B., & Teichmann, K. (2010). Usage Patterns of Advanced Analytical Methods in Tourism Research 1988–2008: A Six Journal Survey. Information Technology & Tourism, 12(1), 17-46.
- Mikulić, J., & Prebežac, D. (2011). A critical review of techniques for classifying quality attributes in the Kano model. Managing Service Quality: An International Journal, 21(1), 46-66.
- Mikulić, J., & Prebežac, D. (2012). Using dummy regression to explore asymmetric effects in tourist satisfaction: A cautionary note. Tourism Management, 33(3), 713-716.
- Mittal, V., Katrichis, J. M., & Kumar, P. (2001). Attribute performance and customer satisfaction over time: evidence from two field studies. Journal of Services Marketing, 15(5), 343-356.
- Mittal, V., Kumar, P., & Tsiros, M. (1999). Attribute-Level Performance, Satisfaction, and Behavioral Intentions over Time: A Consumption-System Approach. Journal of Marketing, 63(2), 88-101.
- Mittal, V., Ross Jr, W. T., & Baldasare, P. M. (1998). The asymmetric impact of negative and positive attribute-level performance on overall satisfaction and repurchase intentions. Journal of Marketing, 33-47.
- Mokken, R. J. (1971). A theory and procedure of scale analysis: With applications in political research. In Methods and Models in the Social Sciences, 1.
- Moscovitch, M. (1982). A Neuropsychological Approach to Perception and Memory in Normal and Pathological Aging. In F. I. M. Craik & S. Trehub (Eds.), Aging and Cognitive Processes (pp. 55-78). Boston, MA: Springer US.
- Muthén, L. K., & Muthén, B. O. (2004). Mplus user’s guide: Statistical analysis with latent variables: User’s guide. Los Angeles, CA: Muthén & Muthén.
- Nilsson-Witell, L., & Fundin, A. (2005). Dynamics of service attributes: a test of Kano’s theory of attractive quality. International Journal of Service Industry Management, 16(2), 152-168.
- Oh, H., & Kim, K. (2017). Customer satisfaction, service quality, and customer value: years 2000–2015. International Journal of Contemporary Hospitality Management, 29(1), 2-29.
- Oliver, R. L. (1980). A cognitive model of the antecedents and consequences of satisfaction decisions. Journal of Marketing Research, 17(4), 460-469.
- Oliver, R. L. (2014). Satisfaction: A Behavioral Perspective on the Consumer (2nd ed.). New York: Routledge.
- Oliver, R. L., Rust, R. T., & Varki, S. (1997). Customer delight: foundations, findings, and managerial insight. Journal of Retailing, 73(3), 311-336.
- Parasuraman, A., Zeithaml, V. A., & Berry, L. L. (1985). A conceptual model of service quality and its implications for future research. Journal of Marketing, 49(4), 41-50.
- Richards, G. (1996). Skilled consumption and UK ski holidays. Tourism Management, 17(1), 25-34.
- Robinson, L. (2006). Customer Expectations of Sport Organisations. European Sport Management Quarterly, 6(1), 67-84.
- Rusch, T., Mair, P., & Hatzinger, R. (2013). Psychometrics with R: A review of CRAN packages for item response theory (Discussion Paper Series, Paper 2013/2). Center for Empirical Research Methods, WU-Vienna University of Economics and Business.
- Sivakumar, K., Li, M., & Dong, B. (2014). Service quality: The impact of frequency, timing, proximity, and sequence of failures and delights. Journal of Marketing, 78(1), 41-58.
- Slevitch, L., & Oh, H. (2010). Asymmetric relationship between attribute performance and customer satisfaction: A new perspective. International Journal of Hospitality Management, 29(4), 559-569.
- Streukens, S., & De Ruyter, K. (2004). Reconsidering nonlinearity and asymmetry in customer satisfaction and loyalty models: An empirical study in three retail service settings. Marketing Letters, 15(2-3), 99-111.
- Vanat, L. (2016). 2016 International report on snow and mountain tourism: Overview of the key industry figures for ski resorts.
- Vanat, L. (2017). 2017 International report on snow and mountain tourism: Overview of the key industry figures for ski resorts.
- Wells, W. D., & Gubar, G. (1966). Life Cycle Concept in Marketing Research. Journal of Marketing Research, 3(4), 355-363.
- Wilkes, R. E. (1992). A Structural Modeling Approach to the Measurement and Meaning of Cognitive Age. Journal of Consumer Research, 19(2), 292-301.
- Yankelovich, D., & Meer, D. (2006). Rediscovering Market Segmentation. Harvard Business Review, 84(2), 122-131.
- Zehrer, A., & Raich, F. (2016). The impact of perceived crowding on customer satisfaction. Journal of Hospitality and Tourism Management, 29, 88-98.
- Zeithaml, V. A., Berry, L. L., & Parasuraman, A. (1993). The nature and determinants of customer expectations of service. Journal of the Academy of Marketing Science, 21(1), 1-12.