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 • 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 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.
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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.
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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
62.7%
#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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