Grid Walk / Cup Series
Model live
RACE 25 / 36 2025 CUP SERIES • POST-QUALIFYING

Richmond RacewayCook Out 400

DateSaturday, August 16, 2025
Track TypeShort Track
Field38 drivers
SHORT TRACK
Richmond Raceway Updated 2026-03-17 08:56

01 Model Brief

Generated 2026-03-17 08:56
#1
Best by Expected Points · Win 25.9%

Denny Hamlin • #11 Joe Gibbs Racing

Why: front-row start (P4), strong organization rating.
Best Win odds: Brad Keselowski (31.1%) · See all picks →
EP Expected Points — Win=10, Top5=7, Top10=5, Top20=3, Made=1, DNF=0. Higher = better projected finish.
Win Profile
Denny Hamlin
Win 25.9% • Top-5 63% • EP 6.47
Safest Play
— — — — —
Top-10 prob • DNF risk
◦ Subscriber
Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
Jesse Love
DNF prob 25.0%
Race Confidence
HIGH • 91/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of short track
91/100
HIGH
Short ovals reward consistency and qualifying position. Model has historically been most accurate at this track type.
Win pick hit rate
17%
Top-5 hit rate
60%
Rank fit (ρ)
0.57

03 Driver Spotlight

Top 3 by EP
#11 Joe Gibbs Racing
1
Denny Hamlin
Win 25.9%
Top-5 63%
Exp pts 6.47
Start P4
Driver ELO 1500
Track-type ELO 1500
Why this pick Why: front-row start (P4), strong organization rating.
#9 Hendrick Motorsports
2
Chase Elliott
Win —
Top-5 —
Exp pts —
Start —
Driver ELO —
Track-type ELO —
Why this pick Watch this driver's full breakdown — track-history, ELO trend, and risk flags — with a subscription.
Subscriber Spotlight

Full driver breakdowns

Why this pick, watch-outs, and the features driving the rank.

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#6 RFK Racing
3
Brad Keselowski
Win —
Top-5 —
Exp pts —
Start —
Driver ELO —
Track-type ELO —
Why this pick Watch this driver's full breakdown — track-history, ELO trend, and risk flags — with a subscription.
Subscriber Spotlight

Full driver breakdowns

Why this pick, watch-outs, and the features driving the rank.

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04 Quick Picks

Top 2 free • full list w/ subscriber
Best Win Picks
#6Brad Keselowski
31.1%
#11Denny Hamlin
25.9%
#60Ryan Preece
— SUB
#9Chase Elliott
— SUB
#24William Byron
— SUB
Best Top-3 Picks
#11Denny Hamlin
44.5%
#6Brad Keselowski
39.8%
#9Chase Elliott
— SUB
#20Christopher Bell
— SUB
#60Ryan Preece
— SUB
Best Top-5 Picks
#11Denny Hamlin
63.1%
#20Christopher Bell
55.1%
#9Chase Elliott
— SUB
#6Brad Keselowski
— SUB
#19Chase Briscoe
— SUB
Best Top-10 Picks
#9Chase Elliott
82.7%
#11Denny Hamlin
80.0%
#20Christopher Bell
— SUB
#6Brad Keselowski
— SUB
#24William Byron
— SUB
Best Value
#11Denny Hamlin
6.30
#9Chase Elliott
6.03
#6Brad Keselowski
— SUB
#20Christopher Bell
— SUB
#60Ryan Preece
— SUB
Highest DNF Risk
#33Jesse Love
25.0%
#47Ricky Stenhouse Jr.
25.0%
#51Cody Ware
— SUB
#34Todd Gilliland
— SUB
#67Corey Heim
— SUB

05 Full Projections

38 drivers • top 5 free
Column key — what these meantap to open
Identity
Rank
Predicted finish rank by Expected Points. The model's #1 pick is at the top.
#
Car number.
Q
Qualifying / starting position.
Model output
EP
Expected Points — Σ(bucket probability × bucket points). The model's primary signal. Higher = better projected finish; range 0–10.
Win%
Probability of winning the race.
T3%
Probability of finishing 1st through 3rd (podium).
T5%
Probability of finishing in the top 5.
T10% / T20%
Probability of finishing in the top 10 / top 20.
Made%
Probability of finishing 21st or worse but actually completing the race — the "ran in the back" bucket.
DNF%
Probability of not finishing (crash, mechanical, etc.).
EP scoring: Win=10, Top5=7, Top10=5, Top20=3, Made=1, DNF=0.
Ratings & features
ELO / Drv ELO
Overall driver ELO rating. 1500 = field average; the spread across the field is roughly 30 points (1490–1520).
TT ELO
Driver ELO at this specific track type (superspeedway / intermediate / short track / road course).
Org
Organization equipment rating — recent finish history of the team's cars overall. Higher = stronger team.
QualΔ
Qualifying delta vs the field average for this race. Negative = qualified better than average.
SFΔ
Rolling start-finish delta at this track type. Negative = the driver typically gains positions over the course of similar races.
Track + practice
Track
Average finishing position at this specific track, with career starts in parentheses. Color: green ≤12, amber ≤18, dim otherwise. Hover shows best finish + last 3 starts.
Prac
Practice speed adjustment to the model's prediction. Positive (green) = faster than the field average in practice; negative (red) = slower. Dash means no practice session yet, or no data for that driver.
Rank # Driver Team Q EP Win% T3% T5% T10% DNF% ELO Org Track Prac
1 11 Denny Hamlin Joe Gibbs Racing P4 6.47 25.9% 44.5% 63% 80% 2.6% 1500 27.1 — —
2 9 Chase Elliott Hendrick Motorsports P5 6.22 22.5% 37.5% 52% 83% 3.1% 1500 26.8 — —
3 6 Brad Keselowski RFK Racing P6 6.04 31.1% 39.8% 48% 73% 2.6% 1497 24.1 — —
4 20 Christopher Bell Joe Gibbs Racing P8 5.85 15.9% 35.5% 55% 75% 4.5% 1516 27.1 — —
5 24 William Byron Hendrick Motorsports P14 5.36 20.0% 31.3% 43% 66% 8.6% 1514 26.8 — —
6 60 Ryan Preece RFK Racing — — — — — — — — — — —
7 48 Alex Bowman Hendrick Motorsports — — — — — — — — — — —
8 45 Tyler Reddick 23XI Racing — — — — — — — — — — —
9 19 Chase Briscoe Joe Gibbs Racing — — — — — — — — — — —
10 5 Kyle Larson Hendrick Motorsports — — — — — — — — — — —
11 12 Ryan Blaney Team Penske — — — — — — — — — — —
12 23 Bubba Wallace 23XI Racing — — — — — — — — — — —
13 3 Austin Dillon Richard Childress Racing — — — — — — — — — — —
14 77 Carson Hocevar Spire Motorsports — — — — — — — — — — —
15 16 A.J. Allmendinger Kaulig Racing — — — — — — — — — — —
16 17 Chris Buescher RFK Racing — — — — — — — — — — —
17 22 Joey Logano Team Penske — — — — — — — — — — —
18 21 Josh Berry Wood Brothers Racing — — — — — — — — — — —
19 2 Austin Cindric Team Penske — — — — — — — — — — —
20 54 Ty Gibbs Joe Gibbs Racing — — — — — — — — — — —
21 99 Daniel Suarez Trackhouse Racing — — — — — — — — — — —
22 71 Michael McDowell Spire Motorsports — — — — — — — — — — —
23 43 Erik Jones Legacy Motor Club — — — — — — — — — — —
24 88 Shane van Gisbergen Trackhouse Racing — — — — — — — — — — —
25 10 Ty Dillon Kaulig Racing — — — — — — — — — — —
26 7 Justin Haley Spire Motorsports — — — — — — — — — — —
27 8 Kyle Busch Richard Childress Racing — — — — — — — — — — —
28 35 Riley Herbst 23XI Racing — — — — — — — — — — —
29 4 Noah Gragson Front Row Motorsports — — — — — — — — — — —
30 1 Ross Chastain Trackhouse Racing — — — — — — — — — — —
31 41 Cole Custer Haas Factory Team — — — — — — — — — — —
32 67 Corey Heim 23XI Racing — — — — — — — — — — —
33 42 John Hunter Nemechek Legacy Motor Club — — — — — — — — — — —
34 34 Todd Gilliland Front Row Motorsports — — — — — — — — — — —
35 38 Zane Smith Front Row Motorsports — — — — — — — — — — —
36 33 Jesse Love Richard Childress Racing — — — — — — — — — — —
37 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — — — — — —
38 51 Cody Ware Rick Ware Racing — — — — — — — — — — —
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 11 Denny Hamlin Joe Gibbs Racing 6.47 25.9% 63% 80% 93% 97% 2.6%
2 9 Chase Elliott Hendrick Motorsports 6.22 22.5% 52% 83% 93% 97% 3.1%
3 6 Brad Keselowski RFK Racing 6.04 31.1% 48% 73% 85% 97% 2.6%
4 20 Christopher Bell Joe Gibbs Racing 5.85 15.9% 55% 75% 90% 96% 4.5%
5 24 William Byron Hendrick Motorsports 5.36 20.0% 43% 66% 83% 91% 8.6%
6 60 Ryan Preece RFK Racing — — — — — — —
7 48 Alex Bowman Hendrick Motorsports — — — — — — —
8 45 Tyler Reddick 23XI Racing — — — — — — —
9 19 Chase Briscoe Joe Gibbs Racing — — — — — — —
10 5 Kyle Larson Hendrick Motorsports — — — — — — —
11 12 Ryan Blaney Team Penske — — — — — — —
12 23 Bubba Wallace 23XI Racing — — — — — — —
13 3 Austin Dillon Richard Childress Racing — — — — — — —
14 77 Carson Hocevar Spire Motorsports — — — — — — —
15 16 A.J. Allmendinger Kaulig Racing — — — — — — —
16 17 Chris Buescher RFK Racing — — — — — — —
17 22 Joey Logano Team Penske — — — — — — —
18 21 Josh Berry Wood Brothers Racing — — — — — — —
19 2 Austin Cindric Team Penske — — — — — — —
20 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
21 99 Daniel Suarez Trackhouse Racing — — — — — — —
22 71 Michael McDowell Spire Motorsports — — — — — — —
23 43 Erik Jones Legacy Motor Club — — — — — — —
24 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
25 10 Ty Dillon Kaulig Racing — — — — — — —
26 7 Justin Haley Spire Motorsports — — — — — — —
27 8 Kyle Busch Richard Childress Racing — — — — — — —
28 35 Riley Herbst 23XI Racing — — — — — — —
29 4 Noah Gragson Front Row Motorsports — — — — — — —
30 1 Ross Chastain Trackhouse Racing — — — — — — —
31 41 Cole Custer Haas Factory Team — — — — — — —
32 67 Corey Heim 23XI Racing — — — — — — —
33 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
34 34 Todd Gilliland Front Row Motorsports — — — — — — —
35 38 Zane Smith Front Row Motorsports — — — — — — —
36 33 Jesse Love Richard Childress Racing — — — — — — —
37 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
38 51 Cody Ware Rick Ware Racing — — — — — — —
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 11 Denny Hamlin Joe Gibbs Racing P4 6.47 1500 1500 27.1 +15.5 +2.7
2 9 Chase Elliott Hendrick Motorsports P5 6.22 1500 1507 26.8 +14.5 -2.5
3 6 Brad Keselowski RFK Racing P6 6.04 1497 1514 24.1 +13.5 +1.2
4 20 Christopher Bell Joe Gibbs Racing P8 5.85 1516 1505 27.1 +11.5 -0.8
5 24 William Byron Hendrick Motorsports P14 5.36 1514 1516 26.8 +5.5 -2.8
6 60 Ryan Preece RFK Racing — — — — — — —
7 48 Alex Bowman Hendrick Motorsports — — — — — — —
8 45 Tyler Reddick 23XI Racing — — — — — — —
9 19 Chase Briscoe Joe Gibbs Racing — — — — — — —
10 5 Kyle Larson Hendrick Motorsports — — — — — — —
11 12 Ryan Blaney Team Penske — — — — — — —
12 23 Bubba Wallace 23XI Racing — — — — — — —
13 3 Austin Dillon Richard Childress Racing — — — — — — —
14 77 Carson Hocevar Spire Motorsports — — — — — — —
15 16 A.J. Allmendinger Kaulig Racing — — — — — — —
16 17 Chris Buescher RFK Racing — — — — — — —
17 22 Joey Logano Team Penske — — — — — — —
18 21 Josh Berry Wood Brothers Racing — — — — — — —
19 2 Austin Cindric Team Penske — — — — — — —
20 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
21 99 Daniel Suarez Trackhouse Racing — — — — — — —
22 71 Michael McDowell Spire Motorsports — — — — — — —
23 43 Erik Jones Legacy Motor Club — — — — — — —
24 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
25 10 Ty Dillon Kaulig Racing — — — — — — —
26 7 Justin Haley Spire Motorsports — — — — — — —
27 8 Kyle Busch Richard Childress Racing — — — — — — —
28 35 Riley Herbst 23XI Racing — — — — — — —
29 4 Noah Gragson Front Row Motorsports — — — — — — —
30 1 Ross Chastain Trackhouse Racing — — — — — — —
31 41 Cole Custer Haas Factory Team — — — — — — —
32 67 Corey Heim 23XI Racing — — — — — — —
33 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
34 34 Todd Gilliland Front Row Motorsports — — — — — — —
35 38 Zane Smith Front Row Motorsports — — — — — — —
36 33 Jesse Love Richard Childress Racing — — — — — — —
37 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
38 51 Cody Ware Rick Ware Racing — — — — — — —
33 more drivers behind the paywall.
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Grid Walk • Cup Series Model v2 (XGBoost) Generated 2026-03-17 08:56
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