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These new-age stats each individually represent vast improvements over mainstream norms, but even they are prone to blind spots.Inevitably, metrics developed by different people using different methods will each have their own unique strengths and weaknesses. Moreover, we see a tremendous opportunity for combination or “stacking” of these metrics. The first challenge can be demonstrated using Game Score as an example.This method can be recycled in order to optimize the weights such that they produce the best-performing Player Rating.Results We think we’ve produced the best single-number representation of a player’s quality that currently exists publicly.In the case of Sidney Crosby’s girlfriend Kathy Leutner, you don’t engage in social media of any kind.She values her privacy and doesn’t want to share every little thing about herself. However, we know quite a lot about both of them since they’re famous.Not only is it legit, but it’s been growing throughout half his career.
For Game Score, the optimal version was found to be a recency-weighted average of GS/GP over the previous 120 games.Another important consideration is how to curb results obtained in small samples such that they do not put forth an unfair representation of a player’s ability.Our solution is to regress a player’s metrics towards a known average in cases where they have not yet exceeded an arbitrary Games Played threshold. Thankfully, we have already defined a method for expressing the “usefulness” of a metric.One option is to simply divide the player’s sum Game Score by 200 to obtain an average Game Score per Game (GS/GP).In doing so, we assign the same importance to games played 3 seasons ago as games played in the current or last season, which may not be optimal.