Settlement analysis involves evaluating the vertical movement or subsidence of soil or structures due to loading over time, which is critical for ensuring the safety and integrity of civil engineering projects. It requires understanding soil behavior, load distribution, and the interaction between structures and their foundations to predict and mitigate potential settlement issues.