This study used SARIMAX / ( E ) GARCH volatility models to forecast visitor arrivals by air transport to New Zealand from its eight key tourist source markets the United Kingdom ( UK ) and the United States ( US ) ) and control macroeconomic factors together with global and regional structural changes.