valuedliked
Valuedliked is a proposed composite metric intended to quantify the value that digital content provides to a community. It combines multiple signals of user engagement and perceived usefulness, including reactions (such as likes or loves), saves or bookmarks, shares, comments, and dwell time, while adjusting for content type and audience size. The goal is to capture not only popularity but also the perceived merit of a post, video, or article as judged by its audience.
Calculation for valuedliked is typically described in terms of normalized signals and weighted aggregation. Each signal
Potential applications include ranking and recommendation, quality assessment, and research into user value judgments. In practice,
Critics note that valuedliked faces challenges such as susceptibility to gaming, cultural and contextual bias, and
See also: engagement metrics, quality signals, content valorization, social metrics.