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<strong class="journal-contentHeaderColor">Abstract.</strong> Accurate estimation of extreme wind speeds from tropical cyclones is a significant challenge within tropical cyclone prone regions. This study presents a method to estimate the 50-year return wind speed at heights relevant to wind turbines. The International Best Track Archive for Climate Stewardship data is combined with the Holland parametric model and the Gumbel distribution to assess extreme winds within three tropical cyclone-affected regions within the Northern Hemisphere. These regions are Taiwan, Japan, and the east coast of the United States of America. To assess the uncertainty within the results from differing input parameters, Monte Carlo simulations are used. The method performs well in Taiwan and Japan which can be attributed to the large sample size of data points located within a limited spatial area. The east coast of the United States performs less well, which conversely, is due to the smaller sample size and wider spatial region of which they cover. This study shows that combining International Best Track Archive for Climate Stewardship data with parametric and statistical models provides a practical approach to estimate extreme wind speeds while highlighting the need for an understanding of regional characteristics to ensure reliability of the results.