Engagement prediction is a research area and methodological approach focused on developing models and techniques to forecast the likelihood, intensity, and nature of future interactions or involvement of individuals or groups with specific content, platforms, systems, or activities. This field investigates the underlying factors influencing user or participant behavior, aiming to anticipate engagement patterns for purposes such as system optimization, personalized experiences, or behavioral analysis in diverse domains like education, marketing, and human-computer interaction.