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 • 85/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of short track
85/100
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
52%
Rank fit (ρ)
0.56

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.
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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.
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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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