My UCLA Master's Thesis Forecasting the Outcomes of Professional Tennis Matches was approved in March 2024. ATP and WTA data was (and continues to be) scraped daily and an Adaptive Least Squares method was applied to the processed, time-variant data to ultimately generate match winning probabilities.

Any two names along with a corresponding tournament name can be inputted into the program, which takes into account each player's time-variant historical statistics as well as unique information about the specific tournament (surface type, level, etc.) and outputs probabilities of winning for each player.

For more information, the full-form document is accessible by clicking on the image.