Content Viewers: Feedback on Auto-Edited Videos

We're running a paid study on the quality and appeal of auto-edited video content. Fast automated editing tools are becoming common, but we need to ensure the final product feels natural and engaging to actual human viewers. Your feedback directly helps us understand how people react to these algorithmic edits in real time.

You will complete a brief independent task taking roughly four minutes to finish. During this session, you will watch a short video clip that has been edited automatically. After viewing the content, you will provide a simple rating based on your viewing experience. Finally, you will write down one specific suggestion on how the video's editing or pacing could be improved.

We are looking for everyday video consumers who regularly watch short-form content online. No professional editing or video production experience is required, just a sharp eye and a willingness to share an honest opinion. We welcome general internet users, casual social media scrollers, and digital content enthusiasts.

• Watch a brief, auto-edited video clip
• Evaluate the content and provide a rating based on your viewing experience
• Write one clear, actionable suggestion for how the video could be improved

• Regular consumer of short-form online video content
• Comfortable providing direct, honest feedback on media pacing and style
• Ability to articulate written suggestions clearly in a few words
• Access to a computer or mobile device capable of seamless video playback

• You will be engaged as an independent contractor.
• This is a fully remote opportunity that can be completed on your own schedule.
• Opportunities can be extended, shortened, or concluded early depending on needs and performance.
• Your participation will not involve access to confidential or proprietary information from any employer, client, or institution.
• Payment is issued as soon as your work is approved.
• We are unable to support H1-B or STEM OPT candidates at this time.