Although the show wasn't based on a true story, the character of Beth Harmon was likely to be based on a real Chess prodigy from the past. It is likely that the character of Beth Harmon is mostly based on Bobby Fischer. The same character referenced in one of the best Chess movies, "Searching For Bobby Fischer".