IDEAS home Printed from https://ideas.repec.org/a/eee/transa/v130y2019icp557-569.html
   My bibliography  Save this article

In search of the “Right Price” for air travel: First steps towards estimating granular price-demand elasticity

Author

Listed:
  • Perera, Suranga
  • Tan, David

Abstract

Identifying price-demand elasticity for air travel using empirical data is fraught with issues. The largest of which is the problem of endogeneity. In this paper, we introduce instrumental variables derived from flow traffic passenger numbers to overcome endogeneity. When analyzing the price-demand relationship using flight date-point of sale and booking date-days to departure level data, flow traffic has the ideal property of influencing ticket prices via an airline’s inventory control function yet is uncorrelated with demand shocks in the origin and destination market of interest. Ordinary least square (OLS) regression models report that the demand of the given market is highly inelastic at −0.148. Implementing the 2-Stage Least Squares (2SLS) model with our proposed instruments, we find that demand is in fact elastic at −1.157 which is consistent with industry observations. The proposed model is the first to estimate price elasticity using granular level data combining revenue accounting coupons, booking and ticketing data. The elasticity estimates account for endogeneity and granular characteristics such as days to departure, booking and travel day of the week, point of sale, holidays and special events.

Suggested Citation

  • Perera, Suranga & Tan, David, 2019. "In search of the “Right Price” for air travel: First steps towards estimating granular price-demand elasticity," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 557-569.
  • Handle: RePEc:eee:transa:v:130:y:2019:i:c:p:557-569
    DOI: 10.1016/j.tra.2019.09.013
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0965856418310759
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tra.2019.09.013?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Lurkin, Virginie & Garrow, Laurie A. & Higgins, Matthew J. & Newman, Jeffrey P. & Schyns, Michael, 2017. "Accounting for price endogeneity in airline itinerary choice models: An application to Continental U.S. markets," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 228-246.
    2. Nelson Granados & Alok Gupta & Robert J. Kauffman, 2012. "Online and Offline Demand and Price Elasticities: Evidence from the Air Travel Industry," Information Systems Research, INFORMS, vol. 23(1), pages 164-181, March.
    3. 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.
    4. Njegovan, Nenad, 2006. "Elasticities of demand for leisure air travel: A system modelling approach," Journal of Air Transport Management, Elsevier, vol. 12(1), pages 33-39.
    5. Parente, Paulo M.D.C. & Santos Silva, J.M.C., 2012. "A cautionary note on tests of overidentifying restrictions," Economics Letters, Elsevier, vol. 115(2), pages 314-317.
    6. Hausman, Jerry A., 1983. "Specification and estimation of simultaneous equation models," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 1, chapter 7, pages 391-448, Elsevier.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Fukushi, Mitsuyoshi & Delgado, Felipe & Raveau, Sebastián & Santos, Bruno F., 2022. "CHAIRS: A choice-based air transport simulator applied to airline competition and revenue management," Transportation Research Part A: Policy and Practice, Elsevier, vol. 155(C), pages 297-315.
    2. Morlotti, Chiara & Mantin, Benny & Malighetti, Paolo & Redondi, Renato, 2024. "Price volatility of revenue managed goods: Implications for demand and price elasticity," European Journal of Operational Research, Elsevier, vol. 312(3), pages 1039-1058.
    3. Ruiz-Moreno, Felipe & Mas-Ruiz, Francisco J. & Sancho-Esper, Franco M., 2021. "Strategic groups and product differentiation: Evidence from the Spanish airline market deregulation," Research in Transportation Economics, Elsevier, vol. 90(C).
    4. Jou, Rong-Chang & Kuo, Chung-Wei & Chiu, Yi-Chun, 2022. "Bidding behaviors for international airline seats in short/long distance flights," Transportation Research Part A: Policy and Practice, Elsevier, vol. 163(C), pages 55-79.
    5. Youzhi Zeng & Bin Ran & Ning Zhang & Xiaobao Yang, 2021. "Estimating the Price Elasticity of Train Travel Demand and Its Variation Rules and Application in Energy Used and CO 2 Emissions," Sustainability, MDPI, vol. 13(2), pages 1-19, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Brockhaus, Jan & Kalkuhl, Matthias & Kozicka, Marta, 2016. "What Drives India’s Rice Stocks? Empirical Evidence," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235659, Agricultural and Applied Economics Association.
    2. Yuqi Peng & Mark Ferguson & Övünç Yılmaz, 2023. "Airline revenue management around sporting mega-events: an application using data from the Super Bowl XLIX," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 22(3), pages 188-200, June.
    3. Rodrigo Acuna-Agost & Eoin Thomas & Alix Lhéritier, 2021. "Price elasticity estimation for deep learning-based choice models: an application to air itinerary choices," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 20(3), pages 213-226, June.
    4. Guevara, C. Angelo, 2018. "Overidentification tests for the exogeneity of instruments in discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 114(C), pages 241-253.
    5. Hotle, Susan L. & Castillo, Marco & Garrow, Laurie A. & Higgins, Matthew J., 2015. "The impact of advance purchase deadlines on airline consumers’ search and purchase behaviors," Transportation Research Part A: Policy and Practice, Elsevier, vol. 82(C), pages 1-16.
    6. Rashmita Basu, 2013. "Willingness-to-pay to prevent Alzheimer’s disease: a contingent valuation approach," International Journal of Health Economics and Management, Springer, vol. 13(3), pages 233-245, December.
    7. Boone, Peter, 1996. "Politics and the effectiveness of foreign aid," European Economic Review, Elsevier, vol. 40(2), pages 289-329, February.
    8. Guillem López‐Casasnovas & Marc Saez, 1999. "The impact of teaching status on average costs in Spanish hospitals," Health Economics, John Wiley & Sons, Ltd., vol. 8(7), pages 641-651, November.
    9. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    10. 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).
    11. Cao, Lihong & Du, Yan & Hansen, Jens Ørding, 2017. "Foreign institutional investors and dividend policy: Evidence from China," International Business Review, Elsevier, vol. 26(5), pages 816-827.
    12. Agbahey, Johanes & Siddig, Khalid & Grethe, Harald, 2021. "Economy-wide effects of cross-border labor mobility: The case of Palestinian employment in Israel," Journal of Policy Modeling, Elsevier, vol. 43(5), pages 964-981.
    13. Morlotti, Chiara & Redondi, Renato, 2023. "The impact of COVID-19 on airlines’ price curves," Journal of Air Transport Management, Elsevier, vol. 107(C).
    14. Nevo, Aviv, 2001. "Measuring Market Power in the Ready-to-Eat Cereal Industry," Econometrica, Econometric Society, vol. 69(2), pages 307-342, March.
    15. Poterba, James M & Summers, Lawrence H, 1984. "New Evidence that Taxes Affect the Valuation of Dividends," Journal of Finance, American Finance Association, vol. 39(5), pages 1397-1415, December.
    16. Salmani, Yasamin & Partovi, Fariborz Y., 2021. "Channel-level resource allocation decision in multichannel retailing: A U.S. multichannel company application," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    17. David Figlio & Jens Ludwig, 2012. "Sex, Drugs, and Catholic Schools: Private Schooling and Non-Market Adolescent Behaviors," German Economic Review, Verein für Socialpolitik, vol. 13(4), pages 385-415, November.
    18. Edmundo Murrugarra & Martín Valdivia, 2000. "Morbilidad autoreportada y los retornos a la salud para los varones urbanos en el Perú: enfermedad vs. Incapacidad," Otras investigaciones, Consorcio de Investigación Económica y Social.
    19. Ting Li & Robert J. Kauffman & Eric van Heck & Peter Vervest & Benedict G. C. Dellaert, 2014. "Consumer Informedness and Firm Information Strategy," Information Systems Research, INFORMS, vol. 25(2), pages 345-363, June.
    20. Felici, Marco & Kenny, Geoff & Friz, Roberta, 2023. "Consumer savings behaviour at low and negative interest rates," European Economic Review, Elsevier, vol. 157(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:transa:v:130:y:2019:i:c:p:557-569. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/547/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.