The proportion of positive reactions to negative reactions on short-form video content posted on YouTube varies considerably. This ratio, calculated by dividing the number of “likes” by the number of “dislikes,” serves as a general indicator of audience sentiment towards a specific piece of content. A high ratio suggests positive reception, while a low ratio may indicate dissatisfaction or controversy. The removal of public dislike counts by YouTube has made obtaining precise averages more challenging, as the negative reaction data is no longer readily visible.
Analyzing audience engagement, previously measured through like-to-dislike ratios, provided valuable insights for content creators. These metrics helped gauge audience preferences, identify areas for improvement in content strategy, and understand the potential impact of videos on brand reputation. Historical data allowed for trend analysis, revealing patterns in audience behavior related to different content types and styles. While the public display of dislikes has been removed, these internal metrics remain relevant to content creators for assessing performance and refining their strategies.