Chicago earned the nickname 'Windy City' primarily due to the windy, boastful nature of its politicians and residents during the 19th century, rather than its actual weather conditions. The term was popularized by New York journalists in the 1890s who mocked Chicago's claims about hosting the World's Columbian Exposition.