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Modelling for insight: Does oil price uncertainty have directional predictability for travel and leisure firms?

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  • Das, Debojyoti
  • Saurav, Sumit
  • Dutta, Anupam

Abstract

This study investigates how uncertainty surrounding crude oil prices affects the stock returns of travel and leisure (T&L) companies. Through a comprehensive analysis, we address three key questions: (a) Does oil price uncertainty predict T&L stock returns directionally? (b) How does varying oil uncertainty affect T&L returns under different market conditions? (c) Is this association consistent across continents? Using the implied oil volatility index (OVX) as a proxy for oil price uncertainty and cross-quantilogram modelling, our study reveals significant impacts of OVX on T&L stock returns, with varying predictability across continents. We find that stock returns are more vulnerable mainly during bearish market conditions, with predictability strength varying over time horizons. Our findings highlight the importance for T&L firms to mitigate oil risk exposure, potentially leveraging emerging technologies like electric vehicles. This study provides insights into the interplay between oil uncertainty and T&L stock returns, with implications for industry practitioners, investors, and policymakers aiming to foster sustainable tourism development amidst oil market volatility due to geopolitics.

Suggested Citation

  • Das, Debojyoti & Saurav, Sumit & Dutta, Anupam, 2025. "Modelling for insight: Does oil price uncertainty have directional predictability for travel and leisure firms?," Energy Economics, Elsevier, vol. 151(C).
  • Handle: RePEc:eee:eneeco:v:151:y:2025:i:c:s0140988325007145
    DOI: 10.1016/j.eneco.2025.108887
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    1. Hamilton, James D., 1996. "This is what happened to the oil price-macroeconomy relationship," Journal of Monetary Economics, Elsevier, vol. 38(2), pages 215-220, October.
    2. Sudeshna Ghosh & Aviral Kumar Tiwari & Buhari Doğan & Emmanuel Joel Aikins Abakah, 2024. "The Dynamic Relationship Between Gas and Crude Oil Markets and the Causal Impact of US Shale Gas," Computational Economics, Springer;Society for Computational Economics, vol. 63(6), pages 2501-2524, June.
    3. Qin, Yun & Chen, Jinyu & Dong, Xuesong, 2021. "Oil prices, policy uncertainty and travel and leisure stocks in China," Energy Economics, Elsevier, vol. 96(C).
    4. Michael Donadelli, 2015. "Asian stock markets, US economic policy uncertainty and US macro-shocks," New Zealand Economic Papers, Taylor & Francis Journals, vol. 49(2), pages 103-133, August.
    5. Das, Debojyoti & Bhatia, Vaneet & Kumar, Surya Bhushan & Basu, Sankarshan, 2022. "Do precious metals hedge crude oil volatility jumps?," International Review of Financial Analysis, Elsevier, vol. 83(C).
    6. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    7. Das, Debojyoti & Maitra, Debasish & Dutta, Anupam & Basu, Sankarshan, 2022. "Financial stress and crude oil implied volatility: New evidence from continuous wavelet transformation framework," Energy Economics, Elsevier, vol. 115(C).
    8. Zhang, Qi & Yang, Kun & Hu, Yi & Jiao, Jianbin & Wang, Shouyang, 2023. "Unveiling the impact of geopolitical conflict on oil prices: A case study of the Russia-Ukraine War and its channels," Energy Economics, Elsevier, vol. 126(C).
    9. Gupta, Kartick & Banerjee, Rajabrata, 2019. "Does OPEC news sentiment influence stock returns of energy firms in the United States?," Energy Economics, Elsevier, vol. 77(C), pages 34-45.
    10. Naji Jalkh & Elie Bouri & Xuan Vinh Vo & Anupam Dutta, 2021. "Hedging the risk of travel and leisure stocks: The role of crude oil," Tourism Economics, , vol. 27(7), pages 1337-1356, November.
    11. Debojyoti Das & Anupam Dutta & Rabin K. Jana & Indranil Ghosh, 2023. "The asymmetric impact of oil price uncertainty on emerging market financial stress: A quantile regression approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 4299-4323, October.
    12. Rua, António & Nunes, Luís C., 2009. "International comovement of stock market returns: A wavelet analysis," Journal of Empirical Finance, Elsevier, vol. 16(4), pages 632-639, September.
    13. Degiannakis, Stavros & Filis, George & Floros, Christos, 2013. "Oil and stock returns: Evidence from European industrial sector indices in a time-varying environment," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 175-191.
    14. Huayun Jiang & Neda Todorova & Eduardo Roca & Jen-Je Su, 2019. "Agricultural commodity futures trading based on cross-country rolling quantile return signals," Quantitative Finance, Taylor & Francis Journals, vol. 19(8), pages 1373-1390, August.
    15. Sun, Yiguo & Li, Delong & Suo, Chenyi & Wang, Yu, 2023. "A threshold effect of COVID-19 risk on oil price returns," Energy Economics, Elsevier, vol. 120(C).
    16. Cho, Dooyeon & Han, Heejoon, 2021. "The tail behavior of safe haven currencies: A cross-quantilogram analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 70(C).
    17. Su, Xianfang & Guo, Dawei & Dai, Liang, 2023. "Do green bond and green stock markets boom and bust together? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 89(C).
    18. Degiannakis, Stavros & Filis, George & Floros, Christos, 2013. "Oil and stock price returns: Evidence from European industrial sector indices in a time-varying environment," MPRA Paper 80495, University Library of Munich, Germany.
    19. Mohanty, Sunil & Nandha, Mohan & Habis, Essam & Juhabi, Eid, 2014. "Oil price risk exposure: The case of the U.S. Travel and Leisure Industry," Energy Economics, Elsevier, vol. 41(C), pages 117-124.
    20. Shahzad, Syed Jawad Hussain & Caporin, Massimiliano, 2020. "On the volatilities of tourism stocks and oil," Annals of Tourism Research, Elsevier, vol. 81(C).
    21. Luo, Xingguo & Qin, Shihua, 2017. "Oil price uncertainty and Chinese stock returns: New evidence from the oil volatility index," Finance Research Letters, Elsevier, vol. 20(C), pages 29-34.
    22. Chatziantoniou, Ioannis & Filis, George & Eeckels, Bruno & Apostolakis, Alexandros, 2013. "Oil prices, tourism income and economic growth: A structural VAR approach for European Mediterranean countries," Tourism Management, Elsevier, vol. 36(C), pages 331-341.
    23. Huayun Jiang & Jen‐Je Su & Neda Todorova & Eduardo Roca, 2016. "Spillovers and Directional Predictability with a Cross‐Quantilogram Analysis: The Case of U.S. and Chinese Agricultural Futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 36(12), pages 1231-1255, December.
    24. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    25. Batten, Jonathan A. & Kinateder, Harald & Szilagyi, Peter G. & Wagner, Niklas F., 2021. "Hedging stocks with oil," Energy Economics, Elsevier, vol. 93(C).
    26. Dlawar Mahdi Hadi, 2023. "Oil price shocks and tourism stock prices; global evidence," Current Issues in Tourism, Taylor & Francis Journals, vol. 26(9), pages 1384-1388, May.
    27. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    28. Robert C Ready, 2018. "Oil Prices and the Stock Market [The vix, the variance premium and stock market volatility]," Review of Finance, European Finance Association, vol. 22(1), pages 155-176.
    29. Liang, Ruibin & Cheng, Sheng & Cao, Yan & Li, Xinran, 2024. "Multi-scale impacts of oil shocks on travel and leisure stocks: A MODWT-Bayesian TVP model with shrinkage approach," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    30. Basher, Syed Abul & Sadorsky, Perry, 2016. "Hedging emerging market stock prices with oil, gold, VIX, and bonds: A comparison between DCC, ADCC and GO-GARCH," Energy Economics, Elsevier, vol. 54(C), pages 235-247.
    31. Das, Debojyoti & Kumar, Surya Bhushan, 2018. "International economic policy uncertainty and stock prices revisited: Multiple and Partial wavelet approach," Economics Letters, Elsevier, vol. 164(C), pages 100-108.
    32. Joo, Young C. & Park, Sung Y., 2021. "The impact of oil price volatility on stock markets: Evidences from oil-importing countries," Energy Economics, Elsevier, vol. 101(C).
    33. Das, Debojyoti & Kannadhasan, M., 2020. "The asymmetric oil price and policy uncertainty shock exposure of emerging market sectoral equity returns: A quantile regression approach," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 563-581.
    34. Das, Debojyoti & Dutta, Anupam & Bhadra, Amit & Uddin, Gazi Salah, 2020. "Role of presidential uncertainties on the hotel industry," Annals of Tourism Research, Elsevier, vol. 81(C).
    35. Xiao, Jihong & Zhou, Min & Wen, Fengming & Wen, Fenghua, 2018. "Asymmetric impacts of oil price uncertainty on Chinese stock returns under different market conditions: Evidence from oil volatility index," Energy Economics, Elsevier, vol. 74(C), pages 777-786.
    36. Lutz Kilian, 2008. "The Economic Effects of Energy Price Shocks," Journal of Economic Literature, American Economic Association, vol. 46(4), pages 871-909, December.
    37. Liu, Ming-Lei & Ji, Qiang & Fan, Ying, 2013. "How does oil market uncertainty interact with other markets? An empirical analysis of implied volatility index," Energy, Elsevier, vol. 55(C), pages 860-868.
    38. Castillo, Paul & Montoro, Carlos & Tuesta, Vicente, 2020. "Inflation, oil price volatility and monetary policy," Journal of Macroeconomics, Elsevier, vol. 66(C).
    39. Han, Heejoon & Linton, Oliver & Oka, Tatsushi & Whang, Yoon-Jae, 2016. "The cross-quantilogram: Measuring quantile dependence and testing directional predictability between time series," Journal of Econometrics, Elsevier, vol. 193(1), pages 251-270.
    40. Becken, Susanne & Lennox, James, 2012. "Implications of a long-term increase in oil prices for tourism," Tourism Management, Elsevier, vol. 33(1), pages 133-142.
    41. Zhou, Zhongbao & Jiang, Yong & Liu, Yan & Lin, Ling & Liu, Qing, 2019. "Does international oil volatility have directional predictability for stock returns? Evidence from BRICS countries based on cross-quantilogram analysis," Economic Modelling, Elsevier, vol. 80(C), pages 352-382.
    42. Todorova, Neda, 2017. "The intraday directional predictability of large Australian stocks: A cross-quantilogram analysis," Economic Modelling, Elsevier, vol. 64(C), pages 221-230.
    43. Maghyereh, Aktham I. & Awartani, Basel & Bouri, Elie, 2016. "The directional volatility connectedness between crude oil and equity markets: New evidence from implied volatility indexes," Energy Economics, Elsevier, vol. 57(C), pages 78-93.
    44. Xiao, Jihong & Hu, Chunyan & Ouyang, Guangda & Wen, Fenghua, 2019. "Impacts of oil implied volatility shocks on stock implied volatility in China: Empirical evidence from a quantile regression approach," Energy Economics, Elsevier, vol. 80(C), pages 297-309.
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    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy

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