Modeling and Forecasting Monthly Tourism Arrivals to Aruba Since COVID-19 Pandemic
IMF Working Papers, November 11, 2022
Source details
- Canonical URL
- Modeling and Forecasting Monthly Tourism Arrivals to Aruba Since COVID-19 Pandemic
Other formats
Bibliographic details
- Authors: Olga Bespalova
- Published: November 11, 2022
- Series: IMF Working Papers
- DOI: https://doi.org/10.5089/9798400224690.001
Methodology
- Estimates and evaluates a time-series model with exogenous regressors (ARIMA-X) using Aruba as a case study.
- Investigates informational value of:
- Google Searches originating in the USA,
- flight capacity utilization on the US air-carriers,
- US real personal consumption expenditure,
- volatility index in stock markets (VIX).
- Produces out-of-sample forecasts with 5 percent confidence intervals for 18 months ahead.
Key findings
- Flight capacity is the best variable to account for the travel restrictions during the pandemic.
- US real personal consumption expenditure becomes a more significnat predictor than income as the former better captured impact of the COVID-19 restrictions on the consumers’ behavior, while income boosted by the pandemic fiscal support was not fully directed to spending.
- Intercept correction improves the model in the estimation period.
- The pandemic changed econometric relationships between the tourism arrivals and their main determinants, and accuracy of the forecast models.
- Going forward, the analysts should re-estimate the models.
Forecasts and implications
- Short-term forecasting models of monthly tourism arrivals benefit from ARIMA-X specification that includes flight capacity utilization and US consumption measures.
- Forecasts provided include 5 percent confidence intervals and span 18 months ahead, highlighting the need to monitor evolving relationships post-pandemic and to update model estimates regularly.
Keywords and topical focus (as presented)
- Capacity utilization, COVID-19, Economic forecasting, Economic sectors, Health, Labor, Production, Tourism, Unemployment rate
- arima, arrivals, arrivals to Aruba, Aruba, Aruba tourism authority, Capacity utilization, Caribbean, consumption expenditure, Covid-19, Econometric Modeling, flight capacity utiilization, Forecasting, Google Trends, IMF working papers, load factor, Pandemic, time-series econometrics, time-series model, time-series models, tourism, tourism arrival, tourist arrivals, Unemployment rate
Modeling and Forecasting Monthly Tourism Arrivals to Aruba Since COVID-19 Pandemic, IMF Working Paper No. 2022/226.
Content in this bundle
- Working Paper