CLASSIFYING ONLINE CUSTOMER COMPLAINTS: A MULTIAGENT PERSPECTIVE

Yıl 2022, Cilt: 7 Sayı: 1, 158 - 179, 27.06.2022

Cansu Yıldırım

https://doi.org/10.54452/jrb.1024839

Öz

This study conducted a content analysis of an online Turkish complaint website to classify online customer complaints about service failures in multi-agent situations of a tourism service supply chain. A total of 400 incidents were collected regarding 422 service failures. The complaints fell into four failure groups: Actual Service, Supplier’s Service, Service Provider’s Employees, and Supplier’s Employees. The findings support the previous literature in a different context by demonstrating that, within a multi-agent context, customers consider the whole service delivery experience. They may therefore integrate or transfer their emotions or behavioral attitudes from the principals (e.g., travel agencies) to agents (e.g., hotels) or vice-versa.

Anahtar Kelimeler

service failure, multi-agents, agency theory, tourism supply chain

Kaynakça

• Adams, J., (1963). Towards an understanding of inequity. The Journal of Abnormal and Social Psychology, 67 (5), 422-436.
• Ahluwalia, R. (2000). Examination of psychological processes underlying resistance to persuasion. Journal of Consumer Research, 27 (2), 217-232.
• Allen, A. M., Brady, M. K., Robinson, S. G., and Voorhees, C. M. (2015). One firm’s loss is another’s gain: capitalizing on other firms’ service failures. Journal of the Academy of Marketing Science, 43(5), 648-662.
• Basu, A.K., Lal, R., Srinivasan, V. and Staelin, R. (1985). Salesforce compensation plans: an agency theoretic perspective. Marketing Science, 4 (4), 267-291.
• Baker, M.A. and Magnini, V.P. (2016) The evolution of services marketing, hospitality marketing and building the constituency model for hospitality marketing. International Journal of Contemporary Hospitality Management 28, 1510–1534.
• Belkahla, W., & Triki, A. (2011). Customer knowledge enabled innovation capability: Proposing a measurement scale. Journal of Knowledge Management, 15(4), 648–674.
• Berezina, K., Bilgihan, A., Cobanoglu, C., & Okumus, F. (2016). Understanding satisfied and dissatisfied hotel customers: text mining of online hotel reviews. Journal of Hospitality Marketing & Management, 25(1), 1-24.
• Bergen, M., Dutta, S. and Walker, O.J. (1992). Agency relationships in marketing: a review of the implications and applications of agency and related theories. The Journal of Marketing, 56(3), 1-24.
• Bilotta, E., Bertacchini, F., Gabriele, L., Giglio, S., Pantano, P. S., & Romita, T. (2021). Industry 4.0 technologies in tourism education: Nurturing students to think with technology. Journal of Hospitality, Leisure, Sport & Tourism Education, 29, 1-11.
• Bitner, M. J., Booms, B. H., and Mohr, L. A. (1994). Critical service encounters: The employee's viewpoint. The Journal of Marketing, 95-106.
• Bitner, M., Booms, B. and Tetreault, M., (1990). The Service Encounter: Diagnosing Favorable and Unfavorable Incidents. Journal of Marketing, 54, 71-84.
• Black, H. G., and Kelley, S. W. (2009). A storytelling perspective on online customer reviews reporting service failure and recovery. Journal of Travel & Tourism Marketing, 26 (2), 169-179.
• Blodgett, J., Hill, D. J. and Tax, S., (1997). The Effects of Distributive, Procedural and Interactional Justice on Postcomplaint Behavior. Journal of Retailing, 73(2), 185-210.
• Buhalis, D., & Law, R. (2008). Progress in information technology and tourism management: 20 years on and 10 years after the Internet–The state of eTourism research.Tourism Management,29(4), 609–623.
• Chang, J., Khan, M. A., & Tsai, C. T. (2011). Dining occasions, service failures and customer complaint behaviours: An empirical assessment. International Journal of Tourism Research, 14(6), 601-615.
• Chang, Y. W., Hsu, P. Y., & Lan, Y. C. (2019). Cooperation and competition between online travel agencies and hotels. Tourism Management, 71, 187-196.
• Chen, Y., & Xie, J. (2008). Online consumer review:Word-of-mouth as a new element of marketing communication mix.Management Science,54(3), 477–491.
• Chengcheng, J. (2011, May). Design of incentive and supervisory mechanism in tour service supply chain. In 2011 International Conference on Business Management and Electronic Information (Vol. 3, pp. 804-807). IEEE.
• Chevalier, J. A., & Mayzlin, D. (2006). The effect of word of mouth on sales: Online book reviews. Journal of Marketing Research, 43(3), 345–354.
• Dickinger, A. (2011). The trustworthiness of online channels for experience-and goal-directed search tasks. Journal of Travel Research, 50(4), 378-391.
• Dinçer, M. Z., & Alrawadieh, Z. (2017). Negative word of mouse in the hotel industry: A content analysis of online reviews on luxury hotels in Jordan. Journal of Hospitality Marketing & Management, 26(8), 785-804.
• Dimitriou, C. K. (2017). Understanding and dealing with service failures in tourism and hospitality, In E. Koc (Ed.), Service failures and recovery in tourism and hospitality (pp. 9–26). Wallingford, Oxford: CABI.
• Ekiz, E., Khoo‐Lattimore, C., & Memarzadeh, F. (2012). Air the anger: investigating online complaints on luxury hotels. Journal of Hospitality and Tourism Technology, 3(2), 96-106.
• Eisenhardt, K.M. (1988). Agency-and institutional-theory explanations: the case of retail sales compensation. Academy of Management Journal, 31(3), 488-511.
• Eisenhardt,K.M.(1989). Agency theory: an assessment and review. Academy of Management Review, 14 (1), 57-74.
• Fayezi, S., O’Loughlin, A. and Zutshi, A. (2012). Agency theory and supply chain management: a structured literature review. Supply Chain Management International Journal, 17(5), 556-570.
• Fisk, R. P., Brown, S. W., and Bitner, M. J. (1993). Tracking the evolution of the services marketing literature. Journal of retailing, 69(1), 61-103.
• Fiske, S. T. (1980). Attention and weight in person perception: The impact of negative and extreme behavior. Journal of Personality and Social Psychology, 38(6), 889-906.
• Flanagan, J., (1954). The Critical Incident Technique. Psychological Bulletin, 51 (4), 327-358.
• Folger, R. and Konovsky, M., (1989). Effects of procedural and distributive justice on reactions to pay raise decisions. Academy of Management Journal, 32(1), 115-130.
• Forman, C., Ghose, A., & Wiesenfeld, B. (2008). Examining the relationship between reviews and sales: The role of reviewer identity disclosure in electronic markets. Information Systems Research,19(3), 291–313.
• Fu, Y. Y., & Mount, D. (2007). Hotel guests' cumulative satisfaction updating process in the context of service failure and service recovery. International journal of hospitality & tourism administration, 8(1), 77-98.
• Fu, X., Liu, X., Hua, C., Li, Z., & Du, Q. (2021). Understanding tour guides’ service failure: Integrating a two-tier triadic business model with attribution theory. Journal of Hospitality and Tourism Management, 47, 506-516.
• George, B. P., Salgaonkar, P., & Hegde, P. G. (2007). SERICSAT: The development of a preliminary instrument to measure service recovery satisfaction in tourism. International journal of hospitality & tourism administration, 8(1), 21-42.
• Ghosh, A. and Craig, C.S. (1986). An approach to determining optimal locations for new services. Journal of Marketing Research, 23(4), 354-362.
• Han, S., & Anderson, C. K. (2020). Customer Motivation and Response Bias in Online Reviews. Cornell Hospitality Quarterly, 61(2), 142-153.
• Harrison-Walker, L. J. (2019). The effect of consumer emotions on outcome behaviors following service failure. Journal of Services Marketing, 33(3), 285-302.
• Hartikainen, H. (2014). Modularity in services and travel supply chains: travel agency perspective [Master’s Thesis, Aalto University]. Available at: https://aaltodoc.aalto.fi/bitstream/handle/123456789/14593/hse_ethesis_13762.pdf?isAllowed=y&sequence=1.
• Heracleous, L. and Lan, L.L. (2012). Agency theory, institutional sensitivity, and inductive reasoning: towards a legal perspective. Journal of Management Studies, 49(1), 223-239.
• Hirschman, A. O. (1970). Exit, voice, and loyalty: Responses to decline in firms, organizations, and states. Harvard university press, 25.
• Holloway, B. B., and Beatty, S. E. (2003). Service failure in online retailing: A recovery opportunity. Journal of service research, 6 (1), 92-105.
• Huang, P., Lurie, N. H., & Mitra, S. (2009). Searching for experience on the web: An empirical examination of consumer behavior for search and experience goods. Journal of Marketing, 73(2), 55–69.
• Ji, G., & Guo, B. (2009, June). Study on the performance evaluation of sustainable tourism supply chain based on balanced scorecard. In 2009 6th International Conference on Service Systems and Service Management (pp. 652-657). IEEE.
• Joung, J., Kim, K. H., & Kim, K. (2021). Data-Driven Approach to Dual Service Failure Monitoring From Negative Online Reviews: Managerial Perspective. SAGE Open, 11(1), 1-14.
• Kandampully, J., & Duddy, R. (2001). Service system: a strategic approach to gain a competitive advantage in the hospitality and tourism industry. International Journal of Hospitality & Tourism Administration, 2(1), 27-47.
• Kaplan, A. M., & Haenlein, M. (2010). Users of the world, unite! The challenges and opportunities of social media. Business Horizons,53(1), 59–68. Kellermann, K. (1984). The negativity effect and its implications for initial interaction. Communications Monographs, 51(1), 37-55.
• Kelley, S. W., Hoffman, K. D., and Davis, M. A. (1994). A typology of retail failures and recoveries. Journal of retailing, 69 (4), 429-452.
• Kim, T., Kim, W. and Kim, H., (2009). The Effects of Perceived Justice on Recovery Satisfaction,Trust,Word-of-Mouth,and Revisit Intention in Upscale Hotels. Tourism Management, 30, 51-62.
• Kim, M. J., & Hall, C. M. (2019). A hedonic motivation model in virtual reality tourism: Comparing visitors and non-visitors. International Journal of Information Management, 46, 236-249.
• Lee, B. Y., & Cranage, D. A. (2017). Service failure of intermediary service: impact of ambiguous locus of control. Journal of Travel & Tourism Marketing, 34(4), 515-530.
• Lee, Y. L., Sparks, B. and Butcher, K., (2013). Service encounters and face loss: Issues of failures, fairness, and context. International Journal of Hospitality Management, 34, 384-393.
• Levesque, T. J. and McDougall, G. H., (2000). Service problems and recovery strategies: an experiment. Canadian Journal of Administrative Sciences, 17 (1), 20-37.
• Levy, S. E., Duan, W., & Boo, S. (2013). An analysis of one-star online reviews and responses in the Washington, DC, lodging market. Cornell Hospitality Quarterly, 54(1), 49-63.
• Lewis, B. and McCann, P., (2004). Service failure and recovery: evidence from the hotel industry. International Journal of Contemporary Hospitality Management, 16(1), 6–17.
• Li, X., & Hitt, L. M. (2008). Self-selection and information role of online product reviews. Information Systems Research,19(4), 456–474.
• Loureiro, S.M.C., Kastenholz, E. (2011). Corporate reputation, satisfaction, delight, and loyalty towards rural lodging units in Portugal. IJHM 30, 575–583.
• Maister, D. H., & Lovelock, C. H. (1982). Managing intermediary services. Sloan Management Review, 23(4), 19–32.
• Mattila, A. S., (2001). The effectiveness of service recovery in a multi-industry setting. Journal of Services Marketing, 15(7), 583-596.
• Mattila, A. S., (2004). The impact of service failures on customer loyalty: The moderating role of affective commitment. International Journal of Service Industry Management, 15(2), 134-149.
• Maxham III, J., (2001). Service Recovery's Influence on Consumer Satisfaction, Positive Word-of-Mouth, and Repurchase Intentions. Journal of Business Research, 54, 11-24.
• Maylor H, and Blackmon K. (2005). Researching Business and Management. Palgrave Macmillan: Hampshire.
• McColl-Kennedy, J. R. and Sparks, B. A., (2003). Application of Fairness Theory to Service Failures and Service Recovery. Journal of Service Research, 5(3), 251-266.
• Miller, J., Craighead, C. and Karwen, K. R., (2000). Service Recovery: A Framework and Empirical Investigation. Journal of Operations Management, 18, 387-400.
• Mills, P. K., (1990). On the Quality of Services in Encounters: An Agency Perspective. Journal of Business Research, 20 (1), 31-41.
• Modi, S.B., Wiles, M.A. and Mishra, S. (2015). Shareholder value implications of service failures in triads: the case of customer information security breaches. Journal of Operations Management, 35, May, 21-39.
• Nikbin, D., Ismail, I., Marimuthu, M. and Salarzehi, H., (2012). The Relationship of Service Failure Attributions,Service Recovery Justice and Recovery Satisfaction in the Context of Airlines. Scandinavian Journal of Hospitality and Tourism, 12(3), 232-254.
• Niu, R.H. and Fan, Y. (2018), “An exploratory study of online review management in hospitality services”, Journal of Service Theory and Practice, Vol. 28 No. 1, pp. 79-98.
• O'Connor, P. (2010). Managing a hotel's image on TripAdvisor. Journal of hospitality marketing & management, 19(7), 754-772.
• O’Connor, P., and Frew, A.,J. (2002). The future of hotel electronic distribution: Expert and industry perspectives. Cornell Hotel and Restaurant Administration Quarterly, 43 (3): 33-45.
• O’Connor, P., and Murphy, J. (2008). Hotel yield management practices across multiple electronic distribution channels. Information Technology & Tourism, 10 (2): 161-72.
• Olson, E. D., & Ro, H. (2020). Company response to negative online reviews: The effects of procedural justice, interactional justice, and social presence. Cornell Hospitality Quarterly, 61(3), 312-331.
• Patrício, L., Fisk, R.P. and Constantine, L. (2011). Multilevel service design: from customer value constellation to service experience blueprinting. Journal of Service Research, 14 (2), 180-200.
• Piehler, R., Schade, M., Hanisch, I., & Burmann, C. (2019). Reacting to negative online customer reviews: Effects of accommodative management responses on potential customers. Journal of Service Theory and Practice, 29(4), 401-414.
• Pinto, M. B., & Mansfield, P. (2012). Facebook as a complaint mechanism: An investigation of millennials. Journal of Behavioral Studies in Business, 5, 1-12. Reichheld, F. F. (1996). Learning from customer defections. Harvard Business Review, 74 (2), 56-69.
• Rio-Lanza, A., Vazques-Casielles, R. and Diaz-Martin, A., (2009). Satisfaction with Service Recovery: Perceived Justice and Emotional Responses. Journal of Business Research, 62, 775-781.
• Ross, S.A. (1973). The economic theory of agency: the principal’s problem. The American Economic Review, 63 (2), 134-139.
• Schoefer, K. and Ennew, C., (2005). The impact of perceived justice on consumers’ emotional responses to service complaint experiences. Journal of Services Marketing, 19 (5), 261-270.
• Schuckert, M., Liu, X., & Law, R. (2015). Hospitality and tourism online reviews: Recent trends and future directions. Journal of Travel & Tourism Marketing, 32 (5), 608–621. doi:10.1080/ 10548408.2014.933154.
• Schulz, C., (1994). Hotels and Travel Agents: The New Partnership. The Cornell Hotel and Restaurant Administration Quarterly, 35(2), 45-50. Shapiro, S.P. (2005). Agency theory. Annual Review of Sociology, 31, 263-284.
• Smith, A. K. and Bolton, R. N., (2002). The effect of customers' emotional responses to service failures on their recovery effort evaluations and satisfaction judgments. Journal of the Academy of Marketing Science, 30 (1), 5-23.
• Smith, A.K. and Bolton, R.N., (1998). An Experimental Investigation of Customer Reactions to Service Failure and Recovery Encounters: Paradox or Peril?. Journal of Service Research, 1(1), 65-81.
• Smith, A.K., Bolton, R.,N. and Wagner, J., (1999). A Model of Customer Satisfaction with Service Encounters involving Service Failure and Recovery. Journal of Marketing Research, 36(3), 356-372.
• Sparks, B. A., & Browning, V. (2011). The impact of online reviews on hotel booking intentions and perception of trust. Tourism Management, 32(6), 1310–1323. Sparks, B. and McColl-Kennedy, J., (2001). Justice strategy options for increased customer satisfaction in a services recovery setting. Journal of Business Research, 54, 209-218.
• Statista (2021). Online travel market-statistics and facts. Available at: https://www.statista.com/topics/2704/online-travel-market/#dossierSummary__chapter2.
• Strauss A., and Corbin J. (1990). Basics of Qualitative Research Techniques and Procedures for Developing Grounded Theory, Sage Publications:London.
• Sundaram, D. S., Mitra, K., & Webster, C. (1998). Word-of-mouth communications: A motivational analysis. Advances in Consumer Research, 25(1), 527–531.
• Suri, A., Huang, B., & Sénécal, S. (2019). I can forgive you, but I can’t forgive the firm: An examination of service failures in the sharing economy. Journal of Marketing Theory and Practice, 27(4), 355-370.
• Swanson, S. R., and Hsu, M. K. (2009). Critical incidents in tourism: Failure, recovery, customer switching, and word‐of‐mouth behaviors. Journal of Travel & Tourism Marketing, 26(2), 180-194.
• Sweeney, J., G. Soutar, and T. Mazzarol. (2014). Factors enhancing word-of-mouth influence: Positive and negative service-related messages. European Journal of Marketing, 48 (1/2): 336–359.
• Tapper, R., & Font, X. (2004). Tourism supply chains. Report of a Desk Research Project for the Travel Foundation. Tourism supply chains. Report of a Desk Research Project for the Travel Foundation. Available at: http://icrtourism.com.au/wp-content/uploads/2012/09/TourismSupplyChains.pdf. Tasci, A. D., & Boylu, Y. (2010). Cultural comparison of tourists' safety perception in relation to trip satisfaction. International Journal of Tourism Research, 12(2), 179-192.
• Tax, S. and Brown, S., (1998). Recovering and learning from service failure. Sloan Management Review, 40 (1), 75-88.
• Um S., and Crompton J.L. (1992). The roles of perceived inhibitors and facilitators in pleasure travel destination decisions. Journal of Travel Research, 30(3), 18–24.
• Valentini, S., Orsingher, C., & Polyakova, A. (2020). Customers’ emotions in service failure and recovery: a meta-analysis. Marketing Letters, 31(2), 199-216.
• Wagler, A., & Hanus, M. D. (2018). Comparing virtual reality tourism to real-life experience: Effects of presence and engagement on attitude and enjoyment. Communication Research Reports, 35(5), 456-464.
• Weber, K., and Sparks, B. (2010). Service failure and recovery in a strategic airline alliance context: Interplay of locus of service failure and social identity. Journal of Travel & Tourism Marketing, 27 (6), 547-564.
• Wright, P., Mukherji, A. and Kroll, M.J. (2001). A reexamination of agency theory assumptions: extensions and extrapolations. The Journal of Socio-Economics, 30(5), 413-429.
• Wu, H. & Yang, S. (2009). Service Supply Chain: A Conceptual Framework Compared with Manufacturing Supply Chain. International Conference on Management and Service Science (MASS), 1-4.
• Ye, Q., Law, R., Gu, B., & Chen, W. (2011). The influence of user-generated content on traveler behavior: An empirical investigation on the effects of e-word-of-mouth to hotel online bookings. Computers in Human Behavior,27(2), 634–639.
• Yildirim, C.; Oflaç, B.; Yurt, O. (2018). The doer effect of failure and recovery in multi-agent cases: service supply chain perspective, Journal of Service Theory and Practice, 28(3), 274-297.
• Zhang, X., Song, H. and Huang, G. (2009). Tourism supply chain management: a new research agenda. Tourism Management, 30(3), 345-358.
• Zhong, L., Leung, D., Law, R., & Wu, B. (2013). eTourism in China: A review of the Chinese-language literature. Asia Pacific Journal of Tourism Research,18(5), 464–482. doi:10.1080/10941665. 2012.680974.
• Zsidisin, G.A. and Ellram, L.M. (2003). An agency theory investigation of supply risk management. Journal of Supply Chain Management, 39(2), 15-27.