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Estimating travellers’ value when purchasing auxiliary services in the airline industry based on the RFM model

Author

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  • Chen, Yanhong
  • Liu, Luning
  • Zheng, Dequan
  • Li, Bin

Abstract

The recency/frequency/monetary value (RFM) segmentation framework remains a mainstay in the retailing industry to quantify consumer values. However, the RFM model does not consider the added value travelers ascribe to auxiliary services. We extend the RFM framework to an RFM-P model by considering the likelihood of purchasing ancillary services during travel (P). We proposed four traveler groups based on the RFM-P model using unique sales data provided by Chinese airline. The four customer groups were compared through the lens of personal and scenario characteristics to estimate travelers’ purchasing behaviours in airlines. The results help managers make market decisions and fill gaps left by consumer value theory and the RFM model in the retailing industry.

Suggested Citation

  • Chen, Yanhong & Liu, Luning & Zheng, Dequan & Li, Bin, 2023. "Estimating travellers’ value when purchasing auxiliary services in the airline industry based on the RFM model," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
    • Handle: RePEc:eee:joreco:v:74:y:2023:i:c:s0969698923001807
    DOI: 10.1016/j.jretconser.2023.103433
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    1. Sunghan Ryu & Kyungmin Choi & Daegon Cho, 2021. "A behaviour-based typology of travellers using an online travel marketplace," Current Issues in Tourism, Taylor & Francis Journals, vol. 24(2), pages 228-246, January.
    2. Coussement, Kristof & Van den Bossche, Filip A.M. & De Bock, Koen W., 2014. "Data accuracy's impact on segmentation performance: Benchmarking RFM analysis, logistic regression, and decision trees," Journal of Business Research, Elsevier, vol. 67(1), pages 2751-2758.
    3. Forgas, Santiago & Moliner, Miguel A. & Sánchez, Javier & Palau, Ramon, 2010. "Antecedents of airline passenger loyalty: Low-cost versus traditional airlines," Journal of Air Transport Management, Elsevier, vol. 16(4), pages 229-233.
    4. Yao Zhang & Eric T. Bradlow & Dylan S. Small, 2015. "Predicting Customer Value Using Clumpiness: From RFM to RFMC," Marketing Science, INFORMS, vol. 34(2), pages 195-208, March.
    5. Myungsook An & Yonghwi Noh, 2009. "Airline customer satisfaction and loyalty: impact of in-flight service quality," Service Business, Springer;Pan-Pacific Business Association, vol. 3(3), pages 293-307, September.
    6. Kumar, Anil & Luthra, Sunil & Khandelwal, Dinesh Kumar & Mehta, Rajneesh & Chaudhary, Nityanand & Bhatia, Sukhdev, 2017. "Measuring and improving customer retention at authorised automobile workshops after free services," Journal of Retailing and Consumer Services, Elsevier, vol. 39(C), pages 93-102.
    7. Lin, Yi-Hsin & Chen, Ching-Fu, 2013. "Passengers' shopping motivations and commercial activities at airports – The moderating effects of time pressure and impulse buying tendency," Tourism Management, Elsevier, vol. 36(C), pages 426-434.
    8. Lin, Chen & Bowman, Douglas, 2022. "The impact of introducing a customer loyalty program on category sales and profitability," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    9. Álvaro Julio Cuadros & Victoria Eugenia Domínguez, 2014. "Customer segmentation model based on value generation for marketing strategies formulation," Estudios Gerenciales, Universidad Icesi, March.
    10. Proussaloglou, Kimon & Koppelman, Frank S., 1999. "The choice of air carrier, flight, and fare class," Journal of Air Transport Management, Elsevier, vol. 5(4), pages 193-201.
    11. Nakano, Satoshi & Kondo, Fumiyo N., 2018. "Customer segmentation with purchase channels and media touchpoints using single source panel data," Journal of Retailing and Consumer Services, Elsevier, vol. 41(C), pages 142-152.
    12. Castillo-Manzano, José I., 2010. "Determinants of commercial revenues at airports: Lessons learned from Spanish regional airports," Tourism Management, Elsevier, vol. 31(6), pages 788-796.
    13. Cattaneo, Mattia & Malighetti, Paolo & Morlotti, Chiara & Redondi, Renato, 2016. "Quantity price discrimination in the air transport industry: The easyJet case," Journal of Air Transport Management, Elsevier, vol. 54(C), pages 1-8.
    14. Mariana L. Nicolae & Mark E. Ferguson & Laurie A. Garrow, 2016. "Measuring the Benefit of Offering Auxiliary Services: Do Bag-Checkers Differ in Their Sensitivities to Airline Itinerary Attributes?," Production and Operations Management, Production and Operations Management Society, vol. 25(10), pages 1689-1708, October.
    15. Peppard, Joe, 2000. "Customer Relationship Management (CRM) in financial services," European Management Journal, Elsevier, vol. 18(3), pages 312-327, June.
    16. Puller, Steven L. & Taylor, Lisa M., 2012. "Price discrimination by day-of-week of purchase: Evidence from the U.S. airline industry," Journal of Economic Behavior & Organization, Elsevier, vol. 84(3), pages 801-812.
    17. Mikulić, Josip & Prebežac, Darko, 2011. "What drives passenger loyalty to traditional and low-cost airlines? A formative partial least squares approach," Journal of Air Transport Management, Elsevier, vol. 17(4), pages 237-240.
    18. Jones, Michael A. & Mothersbaugh, David L. & Beatty, Sharon E., 2002. "Why customers stay: measuring the underlying dimensions of services switching costs and managing their differential strategic outcomes," Journal of Business Research, Elsevier, vol. 55(6), pages 441-450, June.
    19. Zhou, Jinfeng & Wei, Jinliang & Xu, Bugao, 2021. "Customer segmentation by web content mining," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    20. Shokouhyar, Sajjad & Shokoohyar, Sina & Safari, Sepehr, 2020. "Research on the influence of after-sales service quality factors on customer satisfaction," Journal of Retailing and Consumer Services, Elsevier, vol. 56(C).
    21. Torres, E. & Domínguez, J.S. & Valdés, L. & Aza, R., 2005. "Passenger waiting time in an airport and expenditure carried out in the commercial area," Journal of Air Transport Management, Elsevier, vol. 11(6), pages 363-367.
    22. Wang, Chong & Wang, Yanqing & Wang, Jixiao & Xiao, Jiuling & Liu, Jian, 2021. "Factors influencing consumers' purchase decision-making in O2O business model: Evidence from consumers' overall evaluation," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    23. Frasquet, Marta & Ieva, Marco & Ziliani, Cristina, 2021. "Online channel adoption in supermarket retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 59(C).
    24. Lu, Jin-Long, 2014. "Investigating factors that influence passengers' shopping intentions at airports – Evidence from Taiwan," Journal of Air Transport Management, Elsevier, vol. 35(C), pages 72-77.
    25. Francisco Javier Rondan-Cataluña & Isabel M. Rosa-Diaz, 2014. "Segmenting hotel clients by pricing variables and value for money," Current Issues in Tourism, Taylor & Francis Journals, vol. 17(1), pages 60-71, January.
    26. Grewal, Dhruv & Iyer, Gopalkrishnan R. & Krishnan, R. & Sharma, Arun, 2003. "The Internet and the price-value-loyalty chain," Journal of Business Research, Elsevier, vol. 56(5), pages 391-398, May.
    27. Bork, Alan, 2007. "Developing a retail marketing strategy to promote both airport and retailers," Journal of Airport Management, Henry Stewart Publications, vol. 1(4), pages 348-356, July.
    28. Xiaolin Lin & Mauricio Featherman & Stoney L. Brooks & Nick Hajli, 2019. "Exploring Gender Differences in Online Consumer Purchase Decision Making: An Online Product Presentation Perspective," Information Systems Frontiers, Springer, vol. 21(5), pages 1187-1201, October.
    29. Rahim, Mussadiq Abdul & Mushafiq, Muhammad & Khan, Salabat & Arain, Zulfiqar Ali, 2021. "RFM-based repurchase behavior for customer classification and segmentation," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    30. Giesberts, Ludger, 2014. "`Managing Airports: An International Perspective` by Anne Graham," Journal of Airport Management, Henry Stewart Publications, vol. 8(2), pages 189-190, March.
    31. Perng, Shiaw-Wuu & Chow, Chia-Chuan & Liao, Wu-Cheng, 2010. "Analysis of shopping preference and satisfaction with airport retailing products," Journal of Air Transport Management, Elsevier, vol. 16(5), pages 279-283.
    32. Cho, Jihoon & Janda, Swinder, 2023. "Reciprocity in upward product line extensions: A longitudinal study," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
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