SHAP has many uses for data science professionals. First, it helps explain the predictions of Machine Learning models in a way that humans can understand. By assigning a value to each input feature, it shows how and to what extent each feature contributed to the final prediction result. This way, the team can understand how the model made its decision and can identify the most important features.