Tree diagrams are graphical representations used to illustrate all possible outcomes or combinations in a structured, branching format, making them useful for probability and decision-making analysis. They help in visualizing complex problems by breaking them down into simpler, more manageable parts, allowing for easier calculation and understanding of probabilities and choices.