Explore a 21-minute IEEE conference talk on evidence-consistent rankings and learning from outcomes. Delve into the importance of studying rankings, fairness considerations, and misrepresentation issues. Examine the concept of evidence-based perspective, domination compatibility, and evidence consistency. Understand multi-accuracy and its application through a toy example. Analyze self-reference in rankings and engage in a thought-provoking discussion on the implications of these concepts for real-world applications.