Nkozi Knight Assignment

This document presents the **Expected Goals (xG) Calculator** developed for **CBU Men's Soccer**. The model utilizes a logistic regression framework, consistent with industry standards set by organizations such as *StatsBomb* and *Opta*. By analyzing key shot features - distance, angle, body part, and defensive pressure - this tool provides a quantitative measure of shot quality, enabling coaches to evaluate finishing efficiency and tactical positioning.