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Did Human Microbes Affect Tourist Arrivals before the COVID-19 Shock? Pre-Effect Forecasting Model for Slovenia

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  • Sergej Gričar

    (Faculty of Business and Management Sciences, University of Novo Mesto, Na Loko 2, 8000 Novo Mesto, Slovenia)

  • Štefan Bojnec

    (Faculty of Management, University of Primorska, Izolska Vrata 2, 6000 Koper, Slovenia)

Abstract

In 2020, with a substantial decline in tourist arrivals slightly before the time of COVID-19, the innovative econometric approach predicted possible responses between the spread of human microbes (bacteria/viruses) and tourist arrivals. The article developed a conceptually tested econometric model for predicting an exogenous shock on tourist arrivals driven by the spread of disease using a time series approach. The reworked study is based on an autoregressive integrated moving average (ARIMA) model to avoid spurious results. The periods of robust empirical study were obtained from the data vectors i) from January 2008 to December 2018 and ii) from January 2008 to December 2020. The data were obtained from the National Institute of Public Health (NIPH) and the Statistical Office of the Republic of Slovenia. The ARIMA model predicted the number of declines in tourist arrivals for the approaching periods due to the spread of viruses. Before the outbreak of COVID-19, pre-pandemic results confirmed a one-fifth drop in tourist arrivals in the medium term. In the short term, the decline could be more than three-quarters. A further shock can be caused by forecasted bacterial infections; less likely to reduce tourist demand in the long term. The results can improve the evidence for public health demand in risk reduction for tourists as possible patients. The data from the NIPH are crucial for monitoring public health and tourism management as a base for predictions of unknown events.

Suggested Citation

  • Sergej Gričar & Štefan Bojnec, 2022. "Did Human Microbes Affect Tourist Arrivals before the COVID-19 Shock? Pre-Effect Forecasting Model for Slovenia," IJERPH, MDPI, vol. 19(20), pages 1-15, October.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:20:p:13482-:d:945977
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    References listed on IDEAS

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    1. Tarricone, Rosanna, 2006. "Cost-of-illness analysis: What room in health economics?," Health Policy, Elsevier, vol. 77(1), pages 51-63, June.
    2. Sergej Gricar & Tea Baldigara & Violeta Šugar, 2021. "Sustainable Determinants That Affect Tourist Arrival Forecasting," Sustainability, MDPI, vol. 13(17), pages 1-24, August.
    3. Eunjoo Yang & Hyun Woo Park & Yeon Hwa Choi & Jusim Kim & Lkhagvadorj Munkhdalai & Ibrahim Musa & Keun Ho Ryu, 2018. "A Simulation-Based Study on the Comparison of Statistical and Time Series Forecasting Methods for Early Detection of Infectious Disease Outbreaks," IJERPH, MDPI, vol. 15(5), pages 1-18, May.
    4. Katarina Juselius, 2021. "Searching for a Theory That Fits the Data: A Personal Research Odyssey," Econometrics, MDPI, vol. 9(1), pages 1-27, February.
    5. Mehtap A. Eklund, 2021. "The COVID-19 lessons learned for business and governance," SN Business & Economics, Springer, vol. 1(1), pages 1-11, January.
    6. Santiago Tejedor & Laura Cervi & Fernanda Tusa & Mónica Gracia Villar, 2022. "Comparative Study of the Information about the COVID-19 Pandemic and COVID-19 Vaccines on the Covers of United Kingdom, France, Spain and United States’ Main Newspapers," Social Sciences, MDPI, vol. 11(9), pages 1-16, September.
    7. Νikolaos A. Kyriazis, 2021. "Investigating the nexus between European major and sectoral stock indices, gold and oil during the COVID-19 pandemic," SN Business & Economics, Springer, vol. 1(4), pages 1-12, April.
    8. Dogru, Tarik & Sirakaya-Turk, Ercan & Crouch, Geoffrey I., 2017. "Remodeling international tourism demand: Old theory and new evidence," Tourism Management, Elsevier, vol. 60(C), pages 47-55.
    9. Xiao-Guang Yue & Xue-Feng Shao & Rita Yi Man Li & M. James C. Crabbe & Lili Mi & Siyan Hu & Julien S. Baker & Gang Liang, 2020. "Risk Management Analysis for Novel Coronavirus in Wuhan, China," JRFM, MDPI, vol. 13(2), pages 1-6, February.
    10. Abdallah Alsayed & Hayder Sadir & Raja Kamil & Hasan Sari, 2020. "Prediction of Epidemic Peak and Infected Cases for COVID-19 Disease in Malaysia, 2020," IJERPH, MDPI, vol. 17(11), pages 1-15, June.
    11. Bipasha Barua & Suborna Barua, 2021. "COVID-19 implications for banks: evidence from an emerging economy," SN Business & Economics, Springer, vol. 1(1), pages 1-28, January.
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    1. Juan D. Borrero & Jesús Mariscal & Alfonso Vargas-Sánchez, 2022. "A New Predictive Algorithm for Time Series Forecasting Based on Machine Learning Techniques: Evidence for Decision Making in Agriculture and Tourism Sectors," Stats, MDPI, vol. 5(4), pages 1-14, November.

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