Analyzing the Nexus Between Geopolitical Risk,Policy Uncertainty,and Tourist Arrivals: Evidence From the United States

Abstract

This study attempts to explore the causal linkage of the COVID-19 pandemic, economic policy uncertainty, geopolitical risk, and tourism arrivals in the United States taking data from January to November 2020. In order to analyze the above relationship, this study uses a novel time-varying granger causality test developed by Shi et al. (2018), which incorporates its three causality algorithms such as forward recursive causality, rolling causality, and recursive evolving causality. The findings from forward recursive causality could not confirm any significant causal relationship between COVID-19 and tourism, geopolitical risk (GPR) and tourism, economic policy uncertainty and tourism, and geopolitical risk and COVID-19 but found causality between economic policy uncertainty and COVID-19. The rolling window causality reported bidirectional causality between COVID-19 and tourism and unidirectional causality running from tourism to geopolitical risk. However, the recursive evolving causality identified a significant bidirectional causal relationship between all the variables. Based on the findings, policy implications for the tourism sector are provided.

Keywords

Time-varying causality Geopolitical risk economic policy uncertainty tourist arrivals COVID-19 USA

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References

ABC . (2020). Next COVID-19 relief bill: Bipartisan support for 2nd stimulus check, but disagreements on unemployment aid, school funding, more.

Akadiri

S. S.

Alola

A. A.

Uzuner

(2020). Economic policy uncertainty and tourism: evidence from the heterogeneous panel. Current Issues in Tourism, 23, 2507–2514. https://doi.org/10.1080/13683500.2019.1687662

Akadiri

S. S.

Eluwole

K. K.

Akadiri

A. C.

Avci

, (2020). Does causality between geopolitical risk, tourism and economic growth matter? Evidence from Turkey. Journal of Hospitality and Tourism Management, 43, 273–277. https://doi.org/10.1016/j.jhtm.2019.09.002

Al-Thaqeb

S. A.

Algharabali

B. G.

Alabdulghafour

K. T.

(2020). The pandemic and economic policy uncertainty. International Journal of Finance & Economics, Advance online publication. https://doi.org/10.1002/ijfe.2298

Alam

M. S.

Paramati

S. R.

(2016). The impact of tourism on income inequality in developing economies: Does Kuznets curve hypothesis exist? Annals of Tourism Research, 61, 111–126. https://doi.org/10.1016/j.annals.2016.09.008

Albulescu

(2020). Do COVID-19 and Crude Oil Prices Drive the US Economic Policy Uncertainty? SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3555192

Antonakakis

Gupta

Kollias

Papadamou

(2017). Geopolitical risks and the oil-stock nexus over 1899-2016. Finance Research Letters, 23, 165–173. https://doi.org/10.1016/j.frl.2017.07.017

Baker

S. R.

Bloom

Davis

S. J.

(2016). Measuring economic policy uncertainty*. The quarterly Journal of Economics, 131(4), 1593–1636. https://doi.org/10.1093/qje/qjw024

Balcilar

Bonato

Demirer

Gupta

(2018). Geopolitical risks and stock market dynamics of the BRICS. Economic Systems, 42(2), 295–306. https://doi.org/10.1016/j.ecosys.2017.05.008

10.

Balcilar

Ozdemir

Z. A.

Shahbaz

(2019). On the time-varying links between oil and gold: New insights from the rolling and recursive rolling approaches. International Journal of Finance & Economics, 24, 1047–1065. https://doi.org/10.1002/ijfe.1704

11.

Balli

Shahzad

S. J. H.

Salah Uddin

(2018). A tale of two shocks: What do we learn from the impacts of economic policy uncertainties on tourism? Tourism Management, 68, 470–475. https://doi.org/10.1016/j.tourman.2018.04.008

12.

Balsalobre-Lorente

Driha

O. M.

Leitão

N. C.

Murshed

(2021). The carbon dioxide neutralizing effect of energy innovation on international tourism in EU-5 countries under the prism of the EKC hypothesis. Journal of Environmental Management, 298, 113513. https://doi.org/10.1016/j.jenvman.2021.113513

13.

Çağlı

E. Ç.

(2019). The causality between consumer confidence index and stock returns: Evidence from recursive evolving granger causality test. Journal of Yasar University, 14, 164–172.

14.

Caldara

Iacoviello

. (2018). Measuring geopolitical risk. International Finance Discussion Papers 1222. https://doi.org/10.17016/ifdp.2018.1222

15.

Chen

C.-M.

Hua

K.-T.

Chyou

J.-T.

Tai

C.-C.

(2020). The effect of economic policy uncertainty on hotel room demand-evidence from Mainland Chinese and Japanese tourists in Taiwan. Current Issues in Tourism, 23(12), 1443–1448. https://doi.org/10.1080/13683500.2018.1556621

16.

Demir

Gozgor

Paramati

S. R.

(2019). Do geopolitical risks matter for inbound tourism? Eurasian Business Review, 9, 183–191. https://doi.org/10.1007/s40821-019-00118-9

17.

Demir

Gozgor

Paramati

S. R.

(2020). To what extend economic uncertainty effects tourism investments? Evidence from OECD and non-OECD economies. Tourism Management Perspectives, 36, 100758. https://doi.org/10.1016/j.tmp.2020.100758

18.

Demir

Gozgor

(2018). Does economic policy uncertainty affect Tourism? Annals of Tourism Research, 69, 15–17. https://doi.org/10.1016/j.annals.2017.12.005

19.

Demir

Simonyan

Chen

M.-H.

Marco Lau

C. K.

(2020). Asymmetric effects of geopolitical risks on Turkey's tourist arrivals. Journal of Hospitality and Tourism Management, 45, 23–26. https://doi.org/10.1016/j.jhtm.2020.04.006

20.

Dragouni

Filis

Gavriilidis

Santamaria

(2016). Sentiment, mood and outbound tourism demand. Annals of Tourism Research, 60, 80–96. https://doi.org/10.1016/j.annals.2016.06.004

21.

Drake

. (2020). The real cause Of America’s third wave of Covid-19. https://www.forbes.com/sites/johndrake/2020/12/07/the-real-cause-of-americas-third-wave-of-covid-19/?sh=2f32299812fd

22.

Fotiadis

Polyzos

Huan

T.-C. T. C.

(2021). The good, the bad and the ugly on COVID-19 tourism recovery. Annals of Tourism Research, 87, 103117. https://doi.org/10.1016/j.annals.2020.103117

23.

Gallego

Font

(2021). Changes in air passenger demand as a result of the COVID-19 crisis: using Big Data to inform tourism policy. Journal of Sustainable Tourism, 29(9), 1470–1489. https://doi.org/10.1080/09669582.2020.1773476

24.

Georgetown University (2020). The covid analysis and mapping of policies. https://covid-local.org/amp/

25.

Gozgor

Ongan

(2016). Economic policy uncertainty and tourism demand: empirical evidence from the USA. International Journal of Tourism Research, 19(1), 99–106. https://doi.org/10.1002/jtr.2089

26.

Hailemariam

Ivanovski

(2021a). The impact of geopolitical risk on tourism. Current Issues in Tourism, 24, 3134, 3140. https://doi.org/10.1080/13683500.2021.1876644

27.

Hailemariam

Ivanovski

. (2021b). The effect of economic policy uncertainty on US tourism net exports. Tourism Economics. Advance online publication. https://doi.org/10.1177/13548166211025334

28.

Hammoudeh

Ajmi

A.N.

Mokni

. (2020). Relationship between green bonds and financial and environmental variables: A novel time-varying causality. Energy Economics, 92. https://doi.org/10.1016/j.eneco.2020.104941

29.

Hurn

Phillips

P.C.B.

Shi

S.-P

. (2016). Change Detection and the Causal Impact of the Yield Curve. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2881954

30.

ILO-OECD. (2020). The impact of the COVID-19 pandemic on jobs and incomes in G20 economies. Saudi Arabia’s G20 Presidency.

31.

Jiang

Tian

(2020). Impacts of geopolitical risks and economic policy uncertainty on Chinese tourism‐listed company stock. International Journal of Finance & Economics, 27, 320–333. https://doi.org/10.1002/ijfe.2155

32.

Khalfaoui

Solarin

S. A.

Al-Qadasi

Ben Jabeur

. (2022). Dynamic causality interplay from COVID-19 pandemic to oil price, stock market, and economic policy uncertainty: evidence from oil-importing and oil-exporting countries. Annals of Operations Research. https://doi.org/10.1007/s10479-021-04446-w

33.

Laurie

(2020). Weeks Later, 500 People Still Face Charges for Peacefully Protesting in Minneapolis.

34.

Lauritsen

. (2020). I Believe In Justice: Hundreds Of Protesters Gather Outside George Floyd Pretrial Hearing.

35.

Lee

C. C.

Chen

M. P

. (2022). The impact of COVID-19 on the travel and leisure industry returns: Some international evidence. Tourism Economics, 28(2), 451–472.

36.

Lee

C.-C.

Chen

M.-P.

(2021). Do country risks matter for tourism development? International evidence. Journal of Travel Research, 60(7), 1445–1468.

37.

Lee

C. C.

Olasehinde‐Williams

Akadiri

S. S. S.

(2021). Geopolitical risk and tourism: Evidence from dynamic heterogeneous panel models. International Journal of Tourism Research, 23, 26–38. https://doi.org/10.1002/jtr.2389

38.

Zhu

Liang

Zhang

(2022). The effects of passenger risk perception during the COVID-19 pandemic on airline industry: Evidence from the United States stock market. Frontiers in Psychology, 12, 795940.

39.

Majcher

. (2021). The US is slipping as a tourist destination, and more than Covid is to blame. https://qz.com/2020189/the-us-is-losing-its-appeal-as-a-global-tourism-destination/

40.

Manzoor

Wei

Asif

. (2019). The contribution of sustainable tourism to economic growth and employment in Pakistan. International Journal of Environmental Research and Public Health, 16(19). https://doi.org/10.3390/ijerph16193785

41.

Ongan

Gozgor

. (2018). Tourism demand analysis: The impact of the economic policy uncertainty on the arrival of Japanese tourists to the USA. International Journal of Tourism Research, 20(3), 308–316. https://doi.org/10.1002/jtr.2182

42.

Pandey

Talan

Mahendru

Shahzad

. (2022). Studying the psychology of coping negative emotions during COVID-19: A quantitative analysis from India. Environmental Science and Pollution Research, 29(8), 11142–11159.

43.

Pata

U. K.

Balsalobre-Lorente

. (2022). Exploring the impact of tourism and energy consumption on the load capacity factor in Turkey: A novel dynamic ARDL approach. Environmental Science and Pollution Research, 29(9), 13491–13503. https://doi.org/10.1007/s11356-021-16675-4

44.

Polyzos

Samitas

Spyridou

A. E

. (2020). Tourism demand and the COVID-19 pandemic: An LSTM approach. Tourism Recreation Research, 46(2), 175–187. https://doi.org/10.1080/02508281.2020.1777053

45.

Rajendran

. (2021). Geopolitical risks arising from COVID-19 pandemic.

46.

Shahbaz

Hoang

T. H. V.

Mahalik

M. K.

Roubaud

. (2017). Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis. Energy Economics, 63, 199–212. https://doi.org/10.1016/j.eneco.2017.01.023

47.

Shahzad

Fareed

Iqbal

Hashmi

S. H.

Ahmad

. (2020). Asymmetric nexus between temperature and COVID-19 in the top ten affected provinces of China: A current application of quantile-on-quantile approach. Science of The Total Environment, 736, 139115.

48.

Sharif

Aloui

Yarovaya

. (2020). COVID-19 pandemic, oil prices, stock market, geopolitical risk and policy uncertainty nexus in the US economy: Fresh evidence from the wavelet-based approach. International Review of Finance Analysis, 70, 101496. https://doi.org/10.1016/j.irfa.2020.101496

49.

Sharma

. (2021). Testing the asymmetric effects of the economic policy uncertainty on the tourism demand in India. Tourism Economics, 27(4), 867–873. https://doi.org/10.1177/1354816619894080

50.

Sharma

G. D.

Thomas

Paul

. (2021). Reviving tourism industry post-COVID-19: A resilience-based framework. Tourism Management Perspectives, 37, 100786. https://doi.org/10.1016/j.tmp.2020.100786

51.

Sharma

G. D.

Kumar

Jain

Yadav

Srivastava

. (2021). COVID-19 and environmental concerns: A rapid review. Renewable and Sustainable Energy Reviews, 148, 111239. https://doi.org/10.1016/j.rser.2021.111239

52.

Sharma

G. D.

Sarker

Rao

Talan

Jain

. (2022). Revisting conventional and green finance spillover in post-COVID world: Evidence from robust econometric models. Global Finance Journal, 51, 100691. https://doi.org/10.1016/j.gfj.2021.100691

53.

Shi

Hurn

Phillips

P. C

. (2020). Causal change detection in possibly integrated systems: Revisiting the money-income relationship. Journal of Financial Econometrics, 18(1), 158–180.

54.

Shi

Phillips

P. C.

Hurn

. (2018). Change detection and the causal impact of the yield curve. Journal of Time Series Analysis, 39(6), 966–987. https://doi.org/10.1111/jtsa.12427

55.

Sikarwar

. (2021). Time-varying foreign currency risk of world tourism industry: Effects of COVID-19. Current Issues in Tourism, 24(7), 887–891. https://doi.org/10.1080/13683500.2020.1868413

56.

Swanson

N. R

. (1998). Money and output viewed through a rolling window. Journal of Monetary Economics, 41, 455–474. https://doi.org/10.1016/s0304-3932(98)00005-1

57.

Tate

Deerwester

Hines

. (2020). US-Canada, Mexico border closures extended into late August as American COVID-19 cases surge.

58.

The World Travel and Tourism Council . (2021). WTTC research reveals global Travel & Tourism sector suffered a loss of almost US$4.5 trillion in 2020 due to the impact of COVID-19. WTTC.

59.

Thoma

M. A

. (1994). Subsample instability and asymmetries in money-income causality. Journal of Econometrics, 64(1), 279–306. https://doi.org/10.1016/0304-4076(94)90066-3

60.

Tiwari

A. K.

Das

Dutta

. (2019). Geopolitical risk, economic policy uncertainty and tourist arrivals: Evidence from a developing country. Tourism Management, 75, 323–327. https://doi.org/10.1016/j.tourman.2019.06.002

61.

US Travel Association . (2021). Weekly coronavirus impact on travel expenditures in the U.S. Washington.

62.

Uzuner

Akadiri

S. S.

Alola

A. A.

(2020). Tourist arrivals in four major economies: Another side of economic policy uncertainty and fear. Environmental Science and Pollution Research, 27(23), 29659–29665. https://doi.org/10.1007/s11356-020-09219-9

63.

Wang

Chen

Zhu

(2020). Causal Relationship Between the Spread of the COVID-19 and Geopolitical Risks in Emerging Economies. Frontiers in Public Health, 8, 1–5. https://doi.org/10.3389/fpubh.2020.626055

64.

Wen

Wang

Kozak

Liu

Hou

(2020). Many brains are better than one: The importance of interdisciplinary studies on COVID-19 in and beyond tourism. Tourism Recreation Research, 46(2), 310–313. https://doi.org/10.1080/02508281.2020.1761120

65.

World Travel and Tourism Council . (2020). Travel & Tourism: Global Economic Impact & Trends 2020. WTTC.

66.

Xuefeng

Razzaq

Gokmenoglu

K. K.

Rehman

F. U

. (2021). Time varying interdependency between COVID-19, tourism market, oil prices, and sustainable climate in United States: Evidence from advance wavelet coherence approach. Economic Research-Ekonomska Istraživanja, 1–23.

67.

Yan

H. M.

Cheri Moshtaghian

Vercammen

. & (2020). California sets new record for land torched by wildfires as 224 people escape by air from a “hellish” inferno. CNN.

68.

Yan

Shah

M. I.

Sharma

G. D.

Chopra

Fareed

Shahzad

. (2022). Can tourism sustain itself through the pandemic: Nexus between tourism, COVID-19 cases and air quality spread in the ‘Pineapple State’Hawaii. Current Issues in Tourism, 25(3), 421–440.

69.

Zhang

Jiang

Gao

Yang

. (2022). Time-varying impact of economic policy uncertainty and geopolitical risk on tourist arrivals: Evidence from a developing country. Tourism Management Perspectives, 41, 100928.

70.

Zichu

Masih

. (2020). Nexus of infrastructure investment, economic growth and domestic credit level: Evidence from China based on nonlinear ARDL approach.