Grid Walk / Cup Series
Model live
RACE 7 / 36 2025 CUP SERIES • POST-QUALIFYING

Martinsville SpeedwayCook Out 400

DateSunday, March 30, 2025
Track TypeShort Track
Field38 drivers
SHORT TRACK
Martinsville Speedway Updated 2026-03-17 08:55

01 Model Brief

Generated 2026-03-17 08:55
#1
Best by Expected Points · Win 62.7%

Denny Hamlin • #11 Joe Gibbs Racing

Why: strong track-type ELO, top-tier driver ELO, front-row start (P5).
Lowest DNF risk: Chase Elliott (2.3%) · 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 62.7% • Top-5 71% • EP 7.79
Safest Play
— — — — —
Top-10 prob • DNF risk
◦ Subscriber
Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
Burt Myers
DNF prob 50.0%
Race Confidence
HIGH • 94/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of short track
94/100
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)
0.60

03 Driver Spotlight

Top 3 by EP
#11 Joe Gibbs Racing
1
Denny Hamlin
Win 62.7%
Top-5 71%
Exp pts 7.79
Start P5
Driver ELO 1513
Track-type ELO 1514
Why this pick Why: strong track-type ELO, top-tier driver ELO, front-row start (P5).
#5 Hendrick Motorsports
2
Kyle Larson
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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#9 Hendrick Motorsports
3
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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04 Quick Picks

Top 2 free • full list w/ subscriber
Best Win Picks
#11Denny Hamlin
62.7%
#5Kyle Larson
26.7%
#20Christopher Bell
— SUB
#24William Byron
— SUB
#21Josh Berry
— SUB
Best Top-3 Picks
#11Denny Hamlin
66.9%
#5Kyle Larson
47.8%
#20Christopher Bell
— SUB
#24William Byron
— SUB
#9Chase Elliott
— SUB
Best Top-5 Picks
#11Denny Hamlin
71.0%
#5Kyle Larson
69.0%
#9Chase Elliott
— SUB
#24William Byron
— SUB
#20Christopher Bell
— SUB
Best Top-10 Picks
#11Denny Hamlin
85.2%
#9Chase Elliott
83.5%
#5Kyle Larson
— SUB
#20Christopher Bell
— SUB
#24William Byron
— SUB
Best Value
#11Denny Hamlin
7.59
#5Kyle Larson
6.39
#9Chase Elliott
— SUB
#20Christopher Bell
— SUB
#24William Byron
— SUB
Highest DNF Risk
#50Burt Myers
50.0%
#35Riley Herbst
25.1%
#66Casey Mears
— SUB
#88Shane van Gisbergen
— SUB
#51Cody Ware
— 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 P5 7.79 62.7% 66.9% 71% 85% 2.5% 1513 24.9 — —
2 5 Kyle Larson Hendrick Motorsports P4 6.61 26.7% 47.8% 69% 82% 3.4% 1515 28.5 — —
3 9 Chase Elliott Hendrick Motorsports P2 6.36 17.7% 42.7% 68% 84% 2.3% 1504 28.5 — —
4 20 Christopher Bell Joe Gibbs Racing P1 6.34 26.5% 43.5% 61% 79% 3.2% 1497 24.9 — —
5 24 William Byron Hendrick Motorsports P10 6.25 22.3% 42.8% 63% 79% 3.6% 1508 28.5 — —
6 48 Alex Bowman Hendrick Motorsports — — — — — — — — — — —
7 22 Joey Logano Team Penske — — — — — — — — — — —
8 45 Tyler Reddick 23XI Racing — — — — — — — — — — —
9 23 Bubba Wallace 23XI Racing — — — — — — — — — — —
10 19 Chase Briscoe Joe Gibbs Racing — — — — — — — — — — —
11 21 Josh Berry Wood Brothers Racing — — — — — — — — — — —
12 17 Chris Buescher RFK Racing — — — — — — — — — — —
13 12 Ryan Blaney Team Penske — — — — — — — — — — —
14 54 Ty Gibbs Joe Gibbs Racing — — — — — — — — — — —
15 8 Kyle Busch Richard Childress Racing — — — — — — — — — — —
16 1 Ross Chastain Trackhouse Racing — — — — — — — — — — —
17 6 Brad Keselowski RFK Racing — — — — — — — — — — —
18 2 Austin Cindric Team Penske — — — — — — — — — — —
19 38 Zane Smith Front Row Motorsports — — — — — — — — — — —
20 99 Daniel Suarez Trackhouse Racing — — — — — — — — — — —
21 3 Austin Dillon Richard Childress Racing — — — — — — — — — — —
22 60 Ryan Preece RFK Racing — — — — — — — — — — —
23 42 John Hunter Nemechek Legacy Motor Club — — — — — — — — — — —
24 71 Michael McDowell Spire Motorsports — — — — — — — — — — —
25 34 Todd Gilliland Front Row Motorsports — — — — — — — — — — —
26 16 A.J. Allmendinger Kaulig Racing — — — — — — — — — — —
27 77 Carson Hocevar Spire Motorsports — — — — — — — — — — —
28 88 Shane van Gisbergen Trackhouse Racing — — — — — — — — — — —
29 4 Noah Gragson Front Row Motorsports — — — — — — — — — — —
30 41 Cole Custer Haas Factory Team — — — — — — — — — — —
31 10 Ty Dillon Kaulig Racing — — — — — — — — — — —
32 7 Justin Haley Spire Motorsports — — — — — — — — — — —
33 35 Riley Herbst 23XI Racing — — — — — — — — — — —
34 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — — — — — —
35 43 Erik Jones Legacy Motor Club — — — — — — — — — — —
36 66 Casey Mears Garage 66 — — — — — — — — — — —
37 51 Cody Ware Rick Ware Racing — — — — — — — — — — —
38 50 Burt Myers Team AmeriVet — — — — — — — — — — —
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 11 Denny Hamlin Joe Gibbs Racing 7.79 62.7% 71% 85% 90% 98% 2.5%
2 5 Kyle Larson Hendrick Motorsports 6.61 26.7% 69% 82% 91% 97% 3.4%
3 9 Chase Elliott Hendrick Motorsports 6.36 17.7% 68% 84% 91% 98% 2.3%
4 20 Christopher Bell Joe Gibbs Racing 6.34 26.5% 61% 79% 89% 97% 3.2%
5 24 William Byron Hendrick Motorsports 6.25 22.3% 63% 79% 88% 96% 3.6%
6 48 Alex Bowman Hendrick Motorsports — — — — — — —
7 22 Joey Logano Team Penske — — — — — — —
8 45 Tyler Reddick 23XI Racing — — — — — — —
9 23 Bubba Wallace 23XI Racing — — — — — — —
10 19 Chase Briscoe Joe Gibbs Racing — — — — — — —
11 21 Josh Berry Wood Brothers Racing — — — — — — —
12 17 Chris Buescher RFK Racing — — — — — — —
13 12 Ryan Blaney Team Penske — — — — — — —
14 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
15 8 Kyle Busch Richard Childress Racing — — — — — — —
16 1 Ross Chastain Trackhouse Racing — — — — — — —
17 6 Brad Keselowski RFK Racing — — — — — — —
18 2 Austin Cindric Team Penske — — — — — — —
19 38 Zane Smith Front Row Motorsports — — — — — — —
20 99 Daniel Suarez Trackhouse Racing — — — — — — —
21 3 Austin Dillon Richard Childress Racing — — — — — — —
22 60 Ryan Preece RFK Racing — — — — — — —
23 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
24 71 Michael McDowell Spire Motorsports — — — — — — —
25 34 Todd Gilliland Front Row Motorsports — — — — — — —
26 16 A.J. Allmendinger Kaulig Racing — — — — — — —
27 77 Carson Hocevar Spire Motorsports — — — — — — —
28 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
29 4 Noah Gragson Front Row Motorsports — — — — — — —
30 41 Cole Custer Haas Factory Team — — — — — — —
31 10 Ty Dillon Kaulig Racing — — — — — — —
32 7 Justin Haley Spire Motorsports — — — — — — —
33 35 Riley Herbst 23XI Racing — — — — — — —
34 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
35 43 Erik Jones Legacy Motor Club — — — — — — —
36 66 Casey Mears Garage 66 — — — — — — —
37 51 Cody Ware Rick Ware Racing — — — — — — —
38 50 Burt Myers Team AmeriVet — — — — — — —
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 11 Denny Hamlin Joe Gibbs Racing P5 7.79 1513 1514 24.9 +14.5 +6.0
2 5 Kyle Larson Hendrick Motorsports P4 6.61 1515 1514 28.5 +15.5 +7.3
3 9 Chase Elliott Hendrick Motorsports P2 6.36 1504 1509 28.5 +17.5 -3.5
4 20 Christopher Bell Joe Gibbs Racing P1 6.34 1497 1515 24.9 +18.5 +1.5
5 24 William Byron Hendrick Motorsports P10 6.25 1508 1512 28.5 +9.5 -6.7
6 48 Alex Bowman Hendrick Motorsports — — — — — — —
7 22 Joey Logano Team Penske — — — — — — —
8 45 Tyler Reddick 23XI Racing — — — — — — —
9 23 Bubba Wallace 23XI Racing — — — — — — —
10 19 Chase Briscoe Joe Gibbs Racing — — — — — — —
11 21 Josh Berry Wood Brothers Racing — — — — — — —
12 17 Chris Buescher RFK Racing — — — — — — —
13 12 Ryan Blaney Team Penske — — — — — — —
14 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
15 8 Kyle Busch Richard Childress Racing — — — — — — —
16 1 Ross Chastain Trackhouse Racing — — — — — — —
17 6 Brad Keselowski RFK Racing — — — — — — —
18 2 Austin Cindric Team Penske — — — — — — —
19 38 Zane Smith Front Row Motorsports — — — — — — —
20 99 Daniel Suarez Trackhouse Racing — — — — — — —
21 3 Austin Dillon Richard Childress Racing — — — — — — —
22 60 Ryan Preece RFK Racing — — — — — — —
23 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
24 71 Michael McDowell Spire Motorsports — — — — — — —
25 34 Todd Gilliland Front Row Motorsports — — — — — — —
26 16 A.J. Allmendinger Kaulig Racing — — — — — — —
27 77 Carson Hocevar Spire Motorsports — — — — — — —
28 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
29 4 Noah Gragson Front Row Motorsports — — — — — — —
30 41 Cole Custer Haas Factory Team — — — — — — —
31 10 Ty Dillon Kaulig Racing — — — — — — —
32 7 Justin Haley Spire Motorsports — — — — — — —
33 35 Riley Herbst 23XI Racing — — — — — — —
34 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
35 43 Erik Jones Legacy Motor Club — — — — — — —
36 66 Casey Mears Garage 66 — — — — — — —
37 51 Cody Ware Rick Ware Racing — — — — — — —
38 50 Burt Myers Team AmeriVet — — — — — — —
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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