John ChenFinding Similar NBA players with Deep LearningPlayer comparisons are a fun way for fans and the media to speculate on the best case scenario for budding stars in the league, but also…Nov 6, 20231Nov 6, 20231
John ChenThe Uselessness of Many Season-Long Stats and a Better AlternativeAs of 2023–10–3 (today), Julius Randle is shooting a record-setting 27% to start the 2023–2024 NBA season. Naturally, this has led to some…Nov 4, 20231Nov 4, 20231
John ChenNBA Analytics In-Game Adjustments: When to use timeoutsIn the 2022–2023 NBA playoffs, the head coach of the Boston Celtics, Joe Mazzulla, caught flak for not using a timeout against the 76ers…Jul 16, 2023Jul 16, 2023
John ChenNBA Lineup Value Models: is the whole just the sum of parts? Implicit role projectionIn previous articles [Link 1] [Link 2], I introduced RAPM as a popular all-in-one metric for NBA players. I then built a simple model to…Jun 19, 2023Jun 19, 2023
John ChenNBA Player Value Models: Mapping NBA player impact to wins and salary and teamRAPM tries to predict the value of a player relative to league average offensive and defensive efficiency. Given such a metric, the next…Jun 13, 2023Jun 13, 2023
John ChenNBA Analytics In-Game Adjustments : The Art of Time-WastingOne of the most underappreciated yet most impactful in-game adjustments a team can make is one you may not expect: effective time-wasting.Jun 9, 2023Jun 9, 2023
John ChenThe NBA Championship CriteriaEvery year there is a lot of speculation on which teams could potentially win an NBA championship and which teams are contenders or…Jun 8, 2023Jun 8, 2023
John ChenNBA Player Value Models: XGB-PM, Predicting RAPM with Box Stats and MoreIn NBA Metrics: Calculating RAPM I covered RAPM as the all-in-one metric for NBA player evaluation and how its calculated. Now, let’s…Jun 2, 2023Jun 2, 2023
John ChenNBA Player Value Models: Calculating RAPM, the backbone of BPM, RPM, DARKO and most publicly…Excerpt from NBA Metrics: What is RAPM and its limitations:May 25, 2023May 25, 2023
John ChenNBA Metrics: What is RAPM and its limitationsThe majority of popular publicly available metrics (such as DARKO, LEBRON, EPM, BPM) rely on first calculating RAPM (Regularized Adjusted…May 25, 2023May 25, 2023