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
MEDIUM • 69/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of intermediate
69/100
MEDIUM
Intermediates reward downforce-era setups and clean stops. Model performs reliably here.
Win pick hit rate
25%
Top-5 hit rate
37%
Rank fit (ρ)
0.48

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.
Subscriber Spotlight

Full driver breakdowns

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.
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
#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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