: Filmmakers now use short-form videos on platforms like TikTok and Instagram to target specific user groups and boost box office returns [8]. YouTube Popularity Factors : Research indicates that video popularity is influenced by

| Element | Description | |---------|-------------| | Year | Release year of the film | | Title | Official film title | | Role | Director, actor, producer, writer, etc. | | Notes | Notable awards, box office performance, or collaborators |