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BPM vs RPM predictions

Posted: Mon Sep 25, 2017 4:44 am
by floppymoose
538 posted this:

https://hashtagbasketball.com/fantasy-basketball-projections

BPM vs. RPM, revisited, again

We were fairly pleased with how our CARMELO player projections performed last year, with the system identifying breakout stars such as Giannis Antetokounmpo, Nikola Jokic and Rudy Gobert. But we also use CARMELO to make team projections, and we weren’t all that happy with those. In fact, according to the APBRmetrics message board, which tracks various projection systems, CARMELO went from having some of the most accurate team forecasts in its debut season in 2015-16 to some of the least accurate last year. What happened?

In 2015-16, our projections were based on a combination of Real Plus-Minus (RPM), a system that rates each player primarily based on how his team performs when that player is on or off the court, and Box Plus/Minus (BPM), a system that rates players using traditional box-score statistics such as assists and steals. Last year, we switched to using BPM only. Why? There are a lot of things to like about BPM, including that it’s considerably more transparent than RPM, and it can be calculated going back several decades, making for easier historical comparisons.

But as a predictive tool, BPM does not appear to be as accurate as RPM. Instead, BPM has trouble picking up on factors such as defense and team cohesion. That led CARMELO to overrate teams such as the Minnesota Timberwolves and underrate more defensive teams such as the San Antonio Spurs last year. If we’d run the numbers using RPM instead of BPM in 2016-17, our projections would have been above-average again as compared with the projection systems that APBRmetrics tracks, we discovered.


Well duh. I've never understood their fascination with BPM anyway.

Re: BPM vs RPM predictions

Posted: Mon Sep 25, 2017 2:23 pm
by jinxed
Yup. RPM is the best publicly available stat.

Re: BPM vs RPM predictions

Posted: Fri Sep 29, 2017 4:15 am
by CptCrunch
floppymoose wrote:538 posted this:

https://hashtagbasketball.com/fantasy-basketball-projections

BPM vs. RPM, revisited, again

We were fairly pleased with how our CARMELO player projections performed last year, with the system identifying breakout stars such as Giannis Antetokounmpo, Nikola Jokic and Rudy Gobert. But we also use CARMELO to make team projections, and we weren’t all that happy with those. In fact, according to the APBRmetrics message board, which tracks various projection systems, CARMELO went from having some of the most accurate team forecasts in its debut season in 2015-16 to some of the least accurate last year. What happened?

In 2015-16, our projections were based on a combination of Real Plus-Minus (RPM), a system that rates each player primarily based on how his team performs when that player is on or off the court, and Box Plus/Minus (BPM), a system that rates players using traditional box-score statistics such as assists and steals. Last year, we switched to using BPM only. Why? There are a lot of things to like about BPM, including that it’s considerably more transparent than RPM, and it can be calculated going back several decades, making for easier historical comparisons.

But as a predictive tool, BPM does not appear to be as accurate as RPM. Instead, BPM has trouble picking up on factors such as defense and team cohesion. That led CARMELO to overrate teams such as the Minnesota Timberwolves and underrate more defensive teams such as the San Antonio Spurs last year. If we’d run the numbers using RPM instead of BPM in 2016-17, our projections would have been above-average again as compared with the projection systems that APBRmetrics tracks, we discovered.


Well duh. I've never understood their fascination with BPM anyway.


Because Boxed Plus Minus tricks people thinking that is is an advanced plus minus stat, when reality is belongs in the same family as PER. It doesn't actually use possession level data, but rather aggregated game level boxscores.

Re: BPM vs RPM predictions

Posted: Mon Oct 16, 2017 1:00 pm
by Saints14
BPM is the best all-in-one, box-score metric based stat available IMO. I like it and use it to get a quick and dirty look at guys who don't have enough minutes to rely on RPM, which is very noisy.

Having said that, RPM is still way better and I believe uses a box-score prior anyways, so I'm not sure why 538 wouldn't use it in their projections (and makes total sense that they'd overrate MIN).