Metrics are commonly used to assess effectiveness. Playback logs and system metrics provide useful insight.In real environments, human response shapes outcomes. Content can be playing, still be ignored.Observing real-world behaviour clarifies why others underperform. Digital signage works best when it aligns with how people behave.Why system metric