Grid Walk / Cup Series
Model live
RACE 8 / 36 2025 CUP SERIES • POST-QUALIFYING

Darlington RacewayGoodyear 400

DateSunday, April 6, 2025
Track TypeIntermediate
Field38 drivers
INTERMEDIATE
Darlington Raceway Updated 2026-03-17 08:55

01 Model Brief

Generated 2026-03-17 08:55
#1
Best by Expected Points · Win 44.1%

Denny Hamlin • #11 Joe Gibbs Racing

Why: strong track-type ELO, top-tier driver ELO, front-row start (P3).
Best Win odds: Bubba Wallace (45.6%) · Lowest DNF risk: Austin Cindric (6.0%) · 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 44.1% • Top-5 62%EP 6.70
Safest Play
— — — — —
Top-10 prob • DNF risk
◦ Subscriber
Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
J.J. Yeley
DNF prob 30.3%
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 44.1%
Top-5 62%
Exp pts 6.70
Start P3
Driver ELO 1515
Track-type ELO 1512
Why this pick Why: strong track-type ELO, top-tier driver ELO, front-row start (P3).
#23 23XI Racing
2
Bubba Wallace
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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#45 23XI Racing
3
Tyler Reddick
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
#23Bubba Wallace
45.6%
#11Denny Hamlin
44.1%
#19Chase Briscoe
SUB
#5Kyle Larson
SUB
#45Tyler Reddick
SUB
Best Top-3 Picks
#11Denny Hamlin
52.9%
#23Bubba Wallace
51.0%
#45Tyler Reddick
SUB
#5Kyle Larson
SUB
#19Chase Briscoe
SUB
Best Top-5 Picks
#11Denny Hamlin
61.7%
#45Tyler Reddick
58.8%
#23Bubba Wallace
SUB
#5Kyle Larson
SUB
#20Christopher Bell
SUB
Best Top-10 Picks
#45Tyler Reddick
77.5%
#23Bubba Wallace
76.6%
#11Denny Hamlin
SUB
#5Kyle Larson
SUB
#20Christopher Bell
SUB
Best Value
#11Denny Hamlin
6.11
#23Bubba Wallace
5.85
#45Tyler Reddick
SUB
#5Kyle Larson
SUB
#19Chase Briscoe
SUB
Highest DNF Risk
#44J.J. Yeley
30.3%
#35Riley Herbst
26.8%
#33Austin Hill
SUB
#88Shane van Gisbergen
SUB
#21Josh Berry
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 P3 6.70 44.1% 52.9% 62% 75% 8.8% 1515 25.4
2 23 Bubba Wallace 23XI Racing P5 6.61 45.6% 51.0% 56% 77% 11.5% 1514 25.6
3 45 Tyler Reddick 23XI Racing P7 6.26 29.4% 44.1% 59% 77% 7.8% 1508 25.6
4 5 Kyle Larson Hendrick Motorsports P19 5.83 31.6% 41.2% 51% 66% 12.8% 1513 28.4
5 19 Chase Briscoe Joe Gibbs Racing P4 5.53 33.2% 38.6% 44% 63% 14.2% 1511 24.7
6 20 Christopher Bell Joe Gibbs Racing
7 24 William Byron Hendrick Motorsports
8 9 Chase Elliott Hendrick Motorsports
9 2 Austin Cindric Team Penske
10 54 Ty Gibbs Joe Gibbs Racing
11 48 Alex Bowman Hendrick Motorsports
12 12 Ryan Blaney Team Penske
13 6 Brad Keselowski RFK Racing
14 60 Ryan Preece RFK Racing
15 8 Kyle Busch Richard Childress Racing
16 22 Joey Logano Team Penske
17 17 Chris Buescher RFK Racing
18 1 Ross Chastain Trackhouse Racing
19 7 Justin Haley Spire Motorsports
20 71 Michael McDowell Spire Motorsports
21 99 Daniel Suarez Trackhouse Racing
22 77 Carson Hocevar Spire Motorsports
23 16 A.J. Allmendinger Kaulig Racing
24 34 Todd Gilliland Front Row Motorsports
25 38 Zane Smith Front Row Motorsports
26 21 Josh Berry Wood Brothers Racing
27 47 Ricky Stenhouse Jr. Hyak Motorsports
28 4 Noah Gragson Front Row Motorsports
29 3 Austin Dillon Richard Childress Racing
30 35 Riley Herbst 23XI Racing
31 42 John Hunter Nemechek Legacy Motor Club
32 43 Erik Jones Legacy Motor Club
33 10 Ty Dillon Kaulig Racing
34 88 Shane van Gisbergen Trackhouse Racing
35 33 Austin Hill Richard Childress Racing
36 41 Cole Custer Haas Factory Team
37 51 Cody Ware Rick Ware Racing
38 44 J.J. Yeley NY Racing Team
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 11 Denny Hamlin Joe Gibbs Racing 6.70 44.1% 62% 75% 86% 91% 8.8%
2 23 Bubba Wallace 23XI Racing 6.61 45.6% 56% 77% 85% 89% 11.5%
3 45 Tyler Reddick 23XI Racing 6.26 29.4% 59% 77% 87% 92% 7.8%
4 5 Kyle Larson Hendrick Motorsports 5.83 31.6% 51% 66% 83% 87% 12.8%
5 19 Chase Briscoe Joe Gibbs Racing 5.53 33.2% 44% 63% 77% 86% 14.2%
6 20 Christopher Bell Joe Gibbs Racing
7 24 William Byron Hendrick Motorsports
8 9 Chase Elliott Hendrick Motorsports
9 2 Austin Cindric Team Penske
10 54 Ty Gibbs Joe Gibbs Racing
11 48 Alex Bowman Hendrick Motorsports
12 12 Ryan Blaney Team Penske
13 6 Brad Keselowski RFK Racing
14 60 Ryan Preece RFK Racing
15 8 Kyle Busch Richard Childress Racing
16 22 Joey Logano Team Penske
17 17 Chris Buescher RFK Racing
18 1 Ross Chastain Trackhouse Racing
19 7 Justin Haley Spire Motorsports
20 71 Michael McDowell Spire Motorsports
21 99 Daniel Suarez Trackhouse Racing
22 77 Carson Hocevar Spire Motorsports
23 16 A.J. Allmendinger Kaulig Racing
24 34 Todd Gilliland Front Row Motorsports
25 38 Zane Smith Front Row Motorsports
26 21 Josh Berry Wood Brothers Racing
27 47 Ricky Stenhouse Jr. Hyak Motorsports
28 4 Noah Gragson Front Row Motorsports
29 3 Austin Dillon Richard Childress Racing
30 35 Riley Herbst 23XI Racing
31 42 John Hunter Nemechek Legacy Motor Club
32 43 Erik Jones Legacy Motor Club
33 10 Ty Dillon Kaulig Racing
34 88 Shane van Gisbergen Trackhouse Racing
35 33 Austin Hill Richard Childress Racing
36 41 Cole Custer Haas Factory Team
37 51 Cody Ware Rick Ware Racing
38 44 J.J. Yeley NY Racing Team
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 11 Denny Hamlin Joe Gibbs Racing P3 6.70 1515 1512 25.4 +16.5 +6.0
2 23 Bubba Wallace 23XI Racing P5 6.61 1514 1513 25.6 +14.5 -0.7
3 45 Tyler Reddick 23XI Racing P7 6.26 1508 1510 25.6 +12.5 -8.8
4 5 Kyle Larson Hendrick Motorsports P19 5.83 1513 1514 28.4 +0.5 -0.7
5 19 Chase Briscoe Joe Gibbs Racing P4 5.53 1511 1513 24.7 +15.5 -0.8
6 20 Christopher Bell Joe Gibbs Racing
7 24 William Byron Hendrick Motorsports
8 9 Chase Elliott Hendrick Motorsports
9 2 Austin Cindric Team Penske
10 54 Ty Gibbs Joe Gibbs Racing
11 48 Alex Bowman Hendrick Motorsports
12 12 Ryan Blaney Team Penske
13 6 Brad Keselowski RFK Racing
14 60 Ryan Preece RFK Racing
15 8 Kyle Busch Richard Childress Racing
16 22 Joey Logano Team Penske
17 17 Chris Buescher RFK Racing
18 1 Ross Chastain Trackhouse Racing
19 7 Justin Haley Spire Motorsports
20 71 Michael McDowell Spire Motorsports
21 99 Daniel Suarez Trackhouse Racing
22 77 Carson Hocevar Spire Motorsports
23 16 A.J. Allmendinger Kaulig Racing
24 34 Todd Gilliland Front Row Motorsports
25 38 Zane Smith Front Row Motorsports
26 21 Josh Berry Wood Brothers Racing
27 47 Ricky Stenhouse Jr. Hyak Motorsports
28 4 Noah Gragson Front Row Motorsports
29 3 Austin Dillon Richard Childress Racing
30 35 Riley Herbst 23XI Racing
31 42 John Hunter Nemechek Legacy Motor Club
32 43 Erik Jones Legacy Motor Club
33 10 Ty Dillon Kaulig Racing
34 88 Shane van Gisbergen Trackhouse Racing
35 33 Austin Hill Richard Childress Racing
36 41 Cole Custer Haas Factory Team
37 51 Cody Ware Rick Ware Racing
38 44 J.J. Yeley NY Racing Team
33 more drivers behind the paywall.
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Grid Walk • Cup Series Model v2 (XGBoost) Generated 2026-03-17 08:55
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