8 - Kostya Medvedovsky, DARKO and assorted NBA analytics topics
JAN 26, 2022141 MIN
8 - Kostya Medvedovsky, DARKO and assorted NBA analytics topics
JAN 26, 2022141 MIN
Description
<p>I was joined by Kostya Medvedovsky, the creator of the basketball projection system DARKO. We went into the weeds about the methodology behind DARKO and answered questions from Twitter about it. We then picked Kostya's brain on a wide range of NBA analytics ideas, mostly focused on topics that involve predicting things. Finally, we answered some more questions from Twitter. You can find Kostya on twitter: <a href="https://twitter.com/kmedved">@kmedved</a></p>
<p><br></p>
<p>[00:00:00] - DARKO</p>
<p>[00:05:05] - exponential decay</p>
<p>[00:08:10] - kalman filters</p>
<p>[00:11:10] - gradient boosted trees go brrrr?</p>
<p>[00:13:40] - data infra</p>
<p>[00:21:30] - seasonality effects</p>
<p>[00:30:45] - rule changes, big external shifts like COVID</p>
<p>[00:37:50] - aging effects</p>
<p>[00:42:40] - measuring defense with box score data</p>
<p>[00:44:50] - Canzhi rants on RAPM, SPM</p>
<p>[00:52:35] - garbage time</p>
<p>[00:57:00] - how to structure data, wax poetic on pbpstats</p>
<p>[01:02:20] - player career and longevity projections</p>
<p>[01:09:30] - another GBT package</p>
<p>[01:10:50] - DFS, betting</p>
<p>[01:19:40] - when DARKO struggles / can learn from betting markets</p>
<p>[01:26:55] - college basketball DARKO</p>
<p>[01:35:00] - NBA preseason</p>
<p>[01:41:30] - coach RAPM lol</p>
<p>[01:43:10] - playoff adjustments</p>
<p>[01:46:25] - playoff adjustments</p>
<p>[01:49:05] - hot hand (fallacy? paper linked below), midwits</p>
<p>[01:55:40] - Sengun</p>
<p>[02:00:50] - team building, quantifying lineup ~synergies~</p>
<p><br></p>
<p><br></p>
<p><strong>Things we brought up in the episode:<br>
</strong>DARKO: <a href="https://darko.app" target="_blank">https://darko.app</a></p>
<p>DRIP: <a href="https://theanalyst.com/na/2021/10/nba-stats-and-player-projections/" target="_blank">https://theanalyst.com/na/2021/10/nba-stats-and-player-projections/</a></p>
<p>Hot hand discussion: <a href="https://marketing.wharton.upenn.edu/wp-content/uploads/2018/11/Paper-Joshua-Miller.pdf" target="_blank">https://marketing.wharton.upenn.edu/wp-content/uploads/2018/11/Paper-Joshua-Miller.pdf</a></p>
![<p>I was joined by Kostya Medvedovsky, the creator of the basketball projection system DARKO. We went into the weeds about the methodology behind DARKO and answered questions from Twitter about it. We then picked Kostya's brain on a wide range of NBA analytics ideas, mostly focused on topics that involve predicting things. Finally, we answered some more questions from Twitter. You can find Kostya on twitter: <a href="https://twitter.com/kmedved">@kmedved</a></p>
<p><br></p>
<p>[00:00:00] - DARKO</p>
<p>[00:05:05] - exponential decay</p>
<p>[00:08:10] - kalman filters</p>
<p>[00:11:10] - gradient boosted trees go brrrr?</p>
<p>[00:13:40] - data infra</p>
<p>[00:21:30] - seasonality effects</p>
<p>[00:30:45] - rule changes, big external shifts like COVID</p>
<p>[00:37:50] - aging effects</p>
<p>[00:42:40] - measuring defense with box score data</p>
<p>[00:44:50] - Canzhi rants on RAPM, SPM</p>
<p>[00:52:35] - garbage time</p>
<p>[00:57:00] - how to structure data, wax poetic on pbpstats</p>
<p>[01:02:20] - player career and longevity projections</p>
<p>[01:09:30] - another GBT package</p>
<p>[01:10:50] - DFS, betting</p>
<p>[01:19:40] - when DARKO struggles / can learn from betting markets</p>
<p>[01:26:55] - college basketball DARKO</p>
<p>[01:35:00] - NBA preseason</p>
<p>[01:41:30] - coach RAPM lol</p>
<p>[01:43:10] - playoff adjustments</p>
<p>[01:46:25] - playoff adjustments</p>
<p>[01:49:05] - hot hand (fallacy? paper linked below), midwits</p>
<p>[01:55:40] - Sengun</p>
<p>[02:00:50] - team building, quantifying lineup ~synergies~</p>
<p><br></p>
<p><br></p>
<p><strong>Things we brought up in the episode:<br>
</strong>DARKO: <a href="https://darko.app" target="_blank">https://darko.app</a></p>
<p>DRIP: <a href="https://theanalyst.com/na/2021/10/nba-stats-and-player-projections/" target="_blank">https://theanalyst.com/na/2021/10/nba-stats-and-player-projections/</a></p>
<p>Hot hand discussion: <a href="https://marketing.wharton.upenn.edu/wp-content/uploads/2018/11/Paper-Joshua-Miller.pdf" target="_blank">https://marketing.wharton.upenn.edu/wp-content/uploads/2018/11/Paper-Joshua-Miller.pdf</a></p>](https://us-central1-podcastguru-217d6.cloudfunctions.net/gcf_get_image?image_url=https://d3t3ozftmdmh3i.cloudfront.net/production/podcast_uploaded_nologo/1892611/1892611-1561536525684-e576665a4f198.jpg&width=300&height=300&api_key=xqFmUFX5BHLBTA)
