Systems and methods for capturing and utilizing multimedia-based analytics to generate predictions about game-play in computer-based games and contests. In an embodiment, a video feed analyzes one or more video feeds frame by frame to determine one or more features within each video frame. Each feature may be collected in a central data collector and converted to one or more metrics about each collected parameter or feature. These metrics may be used to analyze and predict various aspects of the underlying game or contest, such as probability of winning by one side or the other. Further, the predictive data and analytical data may be displayed on a display separate from actual gameplay or may be overlaid upon the game play video feed. In this manner, the overlay video may be synchronized with the original video feed to present predictive data in conjunction with the video data used to influence the predictive data at the time.