 Malaysian tourism has experienced significant growth over the past few years, as evidenced by the increasing number of domestic visitors and higher tourism expenditures. To better understand the trends in tourism, this study compares two forecasting methods, Fuzzy Time Series and Holt Winter, to predict the number of tourists arriving in Langkawi Island. The results show that Holt Winter has the lowest mean square error, MSE, indicating that it is the most accurate forecasting method. Using this method, the forecasted values for 2020 and 2021 are also provided. This article was offered by Nurfadiha Fuzzy, Nurul Shaheer Ahmadi, Nurhayati Shafi'i and others.