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On the selection of relevant historical demand data for revenue management applied to transportation

Author

Listed:
  • Ernst Ahlberg

    (Uppsala University)

  • Irina Mirkina

    (Stena Line)

  • Alfred Olsson

    (Stena Line)

  • Christian Söyland

    (Stena Line)

  • Lars Carlsson

    (University of London)

Abstract

The success of revenue management models depends to a large extent on the quality of historical data used to forecast future bookings. Several theoretical models and best practices of handing historical data have been developed over the years, that all rely on assumptions about underlying distribution and seasonality in the historical data. In this paper, we describe a novel method that compares the fingerprints of the departure to optimise and selects historical departures without making assumptions on data distribution or seasonality. By evaluating the method at the departure level and using the Nemenyi rank test, we show the method’s application in the ferry transportation business and discuss its advantages.

Suggested Citation

  • Ernst Ahlberg & Irina Mirkina & Alfred Olsson & Christian Söyland & Lars Carlsson, 2023. "On the selection of relevant historical demand data for revenue management applied to transportation," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 22(4), pages 266-275, August.
    • Handle: RePEc:pal:jorapm:v:22:y:2023:i:4:d:10.1057_s41272-022-00371-0
    DOI: 10.1057/s41272-022-00371-0
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    References listed on IDEAS

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    1. Peter P Belobaba, 2016. "Optimization models in RM systems: Optimality versus revenue gains," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 15(3), pages 229-235, July.
    2. Rennie, Nicola & Cleophas, Catherine & Sykulski, Adam M. & Dost, Florian, 2021. "Identifying and responding to outlier demand in revenue management," European Journal of Operational Research, Elsevier, vol. 293(3), pages 1015-1030.
    3. Larry Weatherford, 2016. "The history of forecasting models in revenue management," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 15(3), pages 212-221, July.
    4. Jeffrey I. McGill & Garrett J. van Ryzin, 1999. "Revenue Management: Research Overview and Prospects," Transportation Science, INFORMS, vol. 33(2), pages 233-256, May.
    5. Tavana, Hossein & Weatherford, Larry, 2017. "Application of an alternative expected marginal seat revenue method (EMSRc) in unrestricted fare environments," Journal of Air Transport Management, Elsevier, vol. 62(C), pages 65-77.
    6. L R Weatherford & P P Belobaba, 2002. "Revenue impacts of fare input and demand forecast accuracy in airline yield management," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(8), pages 811-821, August.
    7. Lawrence R. Weatherford & Samuel E. Bodily, 1992. "A Taxonomy and Research Overview of Perishable-Asset Revenue Management: Yield Management, Overbooking, and Pricing," Operations Research, INFORMS, vol. 40(5), pages 831-844, October.
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