A Decision Chart is a powerful machine-learning tool used to make decisions or predictions when confronted with various outcomes. It creates branches based on questions, thereby allowing users to quickly understand the process of reaching their desired result. The Decision Tree Algorithm takes inputs and creates a chart-like structure that can be used to predict the outcome of a decision. This algorithmic process is used in fields such as marketing or banking, as it helps to make better decisions based on historical data.