Grid Walk / Cup Series
Model live
RACE 27 / 36 2025 CUP SERIES • POST-QUALIFYING

Darlington RacewayCook Out Southern 500

DateSunday, August 31, 2025
Track TypeIntermediate
Field38 drivers
INTERMEDIATE
Darlington Raceway Updated 2026-03-17 08:56

01 Model Brief

Generated 2026-03-17 08:56
#1
Best by Expected Points · Win 62.2%

Denny Hamlin • #11 Joe Gibbs Racing

Why: strong track-type ELO, front-row start (P1), strong organization rating.
Lowest DNF risk: William Byron (6.3%) · 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 62.2% • Top-5 72%EP 7.56
Safest Play
— — — — —
Top-10 prob • DNF risk
◦ Subscriber
Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
Erik Jones
DNF prob 30.8%
Race Confidence
HIGH • 75/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of intermediate
75/100
HIGH
Intermediates reward downforce-era setups and clean stops. Model performs reliably here.
Win pick hit rate
33%
Top-5 hit rate
43%
Rank fit (ρ)
0.50

03 Driver Spotlight

Top 3 by EP
#11 Joe Gibbs Racing
1
Denny Hamlin
Win 62.2%
Top-5 72%
Exp pts 7.56
Start P1
Driver ELO 1502
Track-type ELO 1514
Why this pick Why: strong track-type ELO, front-row start (P1), strong organization rating.
#24 Hendrick Motorsports
2
William Byron
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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#19 Joe Gibbs Racing
3
Chase Briscoe
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
#11Denny Hamlin
62.2%
#24William Byron
37.4%
#5Kyle Larson
SUB
#19Chase Briscoe
SUB
#23Bubba Wallace
SUB
Best Top-3 Picks
#11Denny Hamlin
67.0%
#24William Byron
56.0%
#5Kyle Larson
SUB
#19Chase Briscoe
SUB
#12Ryan Blaney
SUB
Best Top-5 Picks
#24William Byron
74.6%
#11Denny Hamlin
71.8%
#19Chase Briscoe
SUB
#5Kyle Larson
SUB
#22Joey Logano
SUB
Best Top-10 Picks
#11Denny Hamlin
80.5%
#24William Byron
80.4%
#19Chase Briscoe
SUB
#5Kyle Larson
SUB
#20Christopher Bell
SUB
Best Value
#11Denny Hamlin
6.92
#24William Byron
6.51
#19Chase Briscoe
SUB
#5Kyle Larson
SUB
#22Joey Logano
SUB
Highest DNF Risk
#43Erik Jones
30.8%
#44Derek Kraus
28.8%
#1Ross Chastain
SUB
#47Ricky Stenhouse Jr.
SUB
#23Bubba Wallace
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 P1 7.56 62.2% 67.0% 72% 80% 8.5% 1502 27.2
2 24 William Byron Hendrick Motorsports P11 6.94 37.4% 56.0% 75% 80% 6.3% 1504 25.9
3 19 Chase Briscoe Joe Gibbs Racing P2 6.00 28.1% 43.0% 58% 72% 9.3% 1502 27.2
4 5 Kyle Larson Hendrick Motorsports P5 5.94 37.0% 44.1% 51% 69% 14.4% 1513 25.9
5 20 Christopher Bell Joe Gibbs Racing P7 4.56 10.6% 21.3% 32% 58% 11.8% 1509 27.2
6 45 Tyler Reddick 23XI Racing
7 22 Joey Logano Team Penske
8 48 Alex Bowman Hendrick Motorsports
9 12 Ryan Blaney Team Penske
10 6 Brad Keselowski RFK Racing
11 9 Chase Elliott Hendrick Motorsports
12 54 Ty Gibbs Joe Gibbs Racing
13 2 Austin Cindric Team Penske
14 23 Bubba Wallace 23XI Racing
15 17 Chris Buescher RFK Racing
16 60 Ryan Preece RFK Racing
17 3 Austin Dillon Richard Childress Racing
18 7 Justin Haley Spire Motorsports
19 1 Ross Chastain Trackhouse Racing
20 21 Josh Berry Wood Brothers Racing
21 8 Kyle Busch Richard Childress Racing
22 99 Daniel Suarez Trackhouse Racing
23 88 Shane van Gisbergen Trackhouse Racing
24 77 Carson Hocevar Spire Motorsports
25 71 Michael McDowell Spire Motorsports
26 41 Cole Custer Haas Factory Team
27 43 Erik Jones Legacy Motor Club
28 38 Zane Smith Front Row Motorsports
29 16 A.J. Allmendinger Kaulig Racing
30 42 John Hunter Nemechek Legacy Motor Club
31 34 Todd Gilliland Front Row Motorsports
32 10 Ty Dillon Kaulig Racing
33 35 Riley Herbst 23XI Racing
34 47 Ricky Stenhouse Jr. Hyak Motorsports
35 44 Derek Kraus NY Racing Team
36 4 Noah Gragson Front Row Motorsports
37 51 Cody Ware Rick Ware Racing
38 66 Timmy Hill Garage 66
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 11 Denny Hamlin Joe Gibbs Racing 7.56 62.2% 72% 80% 87% 91% 8.5%
2 24 William Byron Hendrick Motorsports 6.94 37.4% 75% 80% 89% 94% 6.3%
3 19 Chase Briscoe Joe Gibbs Racing 6.00 28.1% 58% 72% 83% 91% 9.3%
4 5 Kyle Larson Hendrick Motorsports 5.94 37.0% 51% 69% 79% 86% 14.4%
5 20 Christopher Bell Joe Gibbs Racing 4.56 10.6% 32% 58% 78% 88% 11.8%
6 45 Tyler Reddick 23XI Racing
7 22 Joey Logano Team Penske
8 48 Alex Bowman Hendrick Motorsports
9 12 Ryan Blaney Team Penske
10 6 Brad Keselowski RFK Racing
11 9 Chase Elliott Hendrick Motorsports
12 54 Ty Gibbs Joe Gibbs Racing
13 2 Austin Cindric Team Penske
14 23 Bubba Wallace 23XI Racing
15 17 Chris Buescher RFK Racing
16 60 Ryan Preece RFK Racing
17 3 Austin Dillon Richard Childress Racing
18 7 Justin Haley Spire Motorsports
19 1 Ross Chastain Trackhouse Racing
20 21 Josh Berry Wood Brothers Racing
21 8 Kyle Busch Richard Childress Racing
22 99 Daniel Suarez Trackhouse Racing
23 88 Shane van Gisbergen Trackhouse Racing
24 77 Carson Hocevar Spire Motorsports
25 71 Michael McDowell Spire Motorsports
26 41 Cole Custer Haas Factory Team
27 43 Erik Jones Legacy Motor Club
28 38 Zane Smith Front Row Motorsports
29 16 A.J. Allmendinger Kaulig Racing
30 42 John Hunter Nemechek Legacy Motor Club
31 34 Todd Gilliland Front Row Motorsports
32 10 Ty Dillon Kaulig Racing
33 35 Riley Herbst 23XI Racing
34 47 Ricky Stenhouse Jr. Hyak Motorsports
35 44 Derek Kraus NY Racing Team
36 4 Noah Gragson Front Row Motorsports
37 51 Cody Ware Rick Ware Racing
38 66 Timmy Hill Garage 66
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 11 Denny Hamlin Joe Gibbs Racing P1 7.56 1502 1514 27.2 +18.5 +7.0
2 24 William Byron Hendrick Motorsports P11 6.94 1504 1506 25.9 +8.5 -8.3
3 19 Chase Briscoe Joe Gibbs Racing P2 6.00 1502 1505 27.2 +17.5 -12.8
4 5 Kyle Larson Hendrick Motorsports P5 5.94 1513 1513 25.9 +14.5 +1.2
5 20 Christopher Bell Joe Gibbs Racing P7 4.56 1509 1510 27.2 +12.5 +1.0
6 45 Tyler Reddick 23XI Racing
7 22 Joey Logano Team Penske
8 48 Alex Bowman Hendrick Motorsports
9 12 Ryan Blaney Team Penske
10 6 Brad Keselowski RFK Racing
11 9 Chase Elliott Hendrick Motorsports
12 54 Ty Gibbs Joe Gibbs Racing
13 2 Austin Cindric Team Penske
14 23 Bubba Wallace 23XI Racing
15 17 Chris Buescher RFK Racing
16 60 Ryan Preece RFK Racing
17 3 Austin Dillon Richard Childress Racing
18 7 Justin Haley Spire Motorsports
19 1 Ross Chastain Trackhouse Racing
20 21 Josh Berry Wood Brothers Racing
21 8 Kyle Busch Richard Childress Racing
22 99 Daniel Suarez Trackhouse Racing
23 88 Shane van Gisbergen Trackhouse Racing
24 77 Carson Hocevar Spire Motorsports
25 71 Michael McDowell Spire Motorsports
26 41 Cole Custer Haas Factory Team
27 43 Erik Jones Legacy Motor Club
28 38 Zane Smith Front Row Motorsports
29 16 A.J. Allmendinger Kaulig Racing
30 42 John Hunter Nemechek Legacy Motor Club
31 34 Todd Gilliland Front Row Motorsports
32 10 Ty Dillon Kaulig Racing
33 35 Riley Herbst 23XI Racing
34 47 Ricky Stenhouse Jr. Hyak Motorsports
35 44 Derek Kraus NY Racing Team
36 4 Noah Gragson Front Row Motorsports
37 51 Cody Ware Rick Ware Racing
38 66 Timmy Hill Garage 66
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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