ESPN analyst audits the NBA Rank panel's top-100 player list

ESPN analyst Dean Oliver has published an analytical review of the network's NBA Rank project, using statistical metrics to examine how the panel's ranking of the league's top 100 players compares with performance data.

The audit focuses on specific evaluations within the top of the list, examining players such as Jaylen Brown and Jalen Brunson as case studies in where analytics-based measures agree or diverge from the subjective rankings produced by ESPN's panel of voters. The piece frames NBA Rank, an annual project in which a panel orders the league's best players, against a more numbers-driven lens.

Using an analytical approach to review a panel-based ranking is a common exercise in sports media, intended to test whether traditional evaluations by voters and experts hold up against advanced statistical measures of player performance and value. Such audits typically highlight both agreements, where the panel's intuition matches the data, and disagreements, where a player's statistical output suggests they were ranked notably higher or lower than metrics would indicate.

The review is part of ESPN's broader NBA Rank coverage, which the network runs annually to evaluate and debate where the league's players stand relative to one another heading into a new season.

Oliver's full analysis walks through where the panel's judgment and the underlying metrics for this year's top-100 list matched up, and where they did not.