HOOP IMPACT BENCH
LIVEGAMESPLAYERSHISTORICALMETHOD
last updated Nov 1, 10:05 AM ETSOURCE ↗GITHUB ↗

Source: Hoop Impact Bench

Maintained by LUMA Basketball Research · † LUMA’s own models · ratings belong to their makers

code MIT · data CC BY 4.0 · © 2026 Court Share LLC · github

HISTORICAL 2020–21 to 2025–26·7,230 games·180 team-seasons·9 metrics·frozen

Established players

ranked by net errESTABLISHED PLAYERSFULL FORECAST

Each metric’s results on the 2020–21 to 2025–26 regular seasons, computed using its ratings from before each season. Established players: a player under 250 minutes the season before, rookies included, counts as −2.0.

rkmetricnet errmargin r²win % r20–2121–2222–2323–2424–2525–26
1–3LOKI †LUMA Basketball Research↗3.082.82–3.34.170.152–.186.805.135.155.136.183.188.211
1–2PulseCourtSignal↗3.132.85–3.42.171.154–.187.800.153.136.134.189.200.207
3–7DARKOKostya Medvedovsky↗3.363.06–3.65.155.138–.172.767.137.134.107.169.200.182
3–7ARC, 2-year †LUMA Basketball Research↗3.383.11–3.65.152.135–.169.776.130.125.125.169.168.192
3–8LEBRONBBall Index↗3.393.08–3.68.159.142–.175.770.137.144.121.185.164.201
3–7OpenRAPMNathan Walker↗3.393.08–3.69.162.146–.178.786.126.139.123.194.199.187
4–8xRAPMJeremias Engelmann↗3.483.18–3.78.161.144–.177.772.124.141.131.180.199.188
3–8BPMBasketball-Reference↗3.503.13–3.85.154.136–.170.772.131.112.123.172.184.197
9EPMTaylor Snarr, Dunks & Threes↗3.873.52–4.21.157.141–.174.778.130.147.130.172.175.186
Same-season RAPM (ceiling)1.681.52–1.82.268.251–.286.949.227.252.205.278.300.320
Last season's RAPM, no prior (reference)3.533.25–3.82.141.123–.157.729.109.122.116.173.170.146
Everyone 0 (floor)4.654.30–5.01.125.109–.141.678.144.142.091.125.137.114
Last season's team (floor)4.193.81–4.58.103.087–.120.629.087.104.072.131.134.105
? What this table shows
Rank
By net err: the range of places in the middle 90% of 2,000 resamples of team-seasons. Overlapping ranges: the data do not separate the metrics.
Margin r²
The share of the variation in final margins that the predicted margins explain. Small numbers: the 90% interval.
Win % r
The correlation between team rating and team win %.
Net err
The error between team rating and the team’s margin adjusted for opponent and home court, in points.
20–21 to 25–26
Margin r² in each season.
Reference rows
Not ranked. Same-season RAPM is fit on the same games (a ceiling). Last season’s RAPM has no prior. Everyone 0 and last season’s team are floors.

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