Grid Walk / Cup Series
Model live
RACE 23 / 36 2025 CUP SERIES • POST-QUALIFYING

Iowa SpeedwayIowa Corn 350 Powered by Ethanol

DateSunday, August 3, 2025
Track TypeShort Track
Field37 drivers
SHORT TRACK
Iowa Speedway Updated 2026-03-17 08:56

01 Model Brief

Generated 2026-03-17 08:56
#1
Best by Expected Points · Win 43.4%

Kyle Larson • #5 Hendrick Motorsports

Why: strong track-type ELO, top-tier driver ELO, front-row start (P3).
Lowest DNF risk: William Byron (3.3%) · See all picks →
EP Expected Points — Win=10, Top5=7, Top10=5, Top20=3, Made=1, DNF=0. Higher = better projected finish.
Win Profile
Kyle Larson
Win 43.4% • Top-5 69% • EP 7.01
Safest Play
— — — — —
Top-10 prob • DNF risk
◦ Subscriber
Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
Ross Chastain
DNF prob 24.3%
Race Confidence
HIGH • 91/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of short track
91/100
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)
0.57

03 Driver Spotlight

Top 3 by EP
#5 Hendrick Motorsports
1
Kyle Larson
Win 43.4%
Top-5 69%
Exp pts 7.01
Start P3
Driver ELO 1515
Track-type ELO 1513
Why this pick Why: strong track-type ELO, top-tier driver ELO, front-row start (P3).
#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.
Subscriber Spotlight

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.
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
#5Kyle Larson
43.4%
#24William Byron
23.0%
#48Alex Bowman
— SUB
#9Chase Elliott
— SUB
#12Ryan Blaney
— SUB
Best Top-3 Picks
#5Kyle Larson
56.0%
#24William Byron
43.4%
#19Chase Briscoe
— SUB
#48Alex Bowman
— SUB
#20Christopher Bell
— SUB
Best Top-5 Picks
#5Kyle Larson
68.7%
#24William Byron
63.8%
#19Chase Briscoe
— SUB
#20Christopher Bell
— SUB
#11Denny Hamlin
— SUB
Best Top-10 Picks
#24William Byron
81.6%
#5Kyle Larson
80.2%
#19Chase Briscoe
— SUB
#11Denny Hamlin
— SUB
#9Chase Elliott
— SUB
Best Value
#5Kyle Larson
6.71
#24William Byron
6.19
#19Chase Briscoe
— SUB
#12Ryan Blaney
— SUB
#9Chase Elliott
— SUB
Highest DNF Risk
#1Ross Chastain
24.3%
#60Ryan Preece
23.4%
#34Todd Gilliland
— SUB
#47Ricky Stenhouse Jr.
— SUB
#66Joey Gase
— SUB

05 Full Projections

37 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 5 Kyle Larson Hendrick Motorsports P3 7.01 43.4% 56.0% 69% 80% 4.3% 1515 27.6 — —
2 24 William Byron Hendrick Motorsports P2 6.40 23.0% 43.4% 64% 82% 3.3% 1507 27.6 — —
3 19 Chase Briscoe Joe Gibbs Racing P1 5.71 9.2% 36.3% 63% 75% 4.4% 1505 27.1 — —
4 9 Chase Elliott Hendrick Motorsports P8 5.69 21.1% 33.8% 46% 70% 5.7% 1507 27.6 — —
5 12 Ryan Blaney Team Penske P6 5.64 19.2% 33.7% 48% 70% 3.7% 1511 23.7 — —
6 48 Alex Bowman Hendrick Motorsports — — — — — — — — — — —
7 11 Denny Hamlin Joe Gibbs Racing — — — — — — — — — — —
8 20 Christopher Bell Joe Gibbs Racing — — — — — — — — — — —
9 6 Brad Keselowski RFK Racing — — — — — — — — — — —
10 22 Joey Logano Team Penske — — — — — — — — — — —
11 23 Bubba Wallace 23XI Racing — — — — — — — — — — —
12 54 Ty Gibbs Joe Gibbs Racing — — — — — — — — — — —
13 21 Josh Berry Wood Brothers Racing — — — — — — — — — — —
14 45 Tyler Reddick 23XI Racing — — — — — — — — — — —
15 71 Michael McDowell Spire Motorsports — — — — — — — — — — —
16 7 Justin Haley Spire Motorsports — — — — — — — — — — —
17 77 Carson Hocevar Spire Motorsports — — — — — — — — — — —
18 3 Austin Dillon Richard Childress Racing — — — — — — — — — — —
19 2 Austin Cindric Team Penske — — — — — — — — — — —
20 16 A.J. Allmendinger Kaulig Racing — — — — — — — — — — —
21 99 Daniel Suarez Trackhouse Racing — — — — — — — — — — —
22 17 Chris Buescher RFK Racing — — — — — — — — — — —
23 88 Shane van Gisbergen Trackhouse Racing — — — — — — — — — — —
24 60 Ryan Preece RFK Racing — — — — — — — — — — —
25 41 Cole Custer Haas Factory Team — — — — — — — — — — —
26 35 Riley Herbst 23XI Racing — — — — — — — — — — —
27 1 Ross Chastain Trackhouse Racing — — — — — — — — — — —
28 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — — — — — —
29 43 Erik Jones Legacy Motor Club — — — — — — — — — — —
30 38 Zane Smith Front Row Motorsports — — — — — — — — — — —
31 8 Kyle Busch Richard Childress Racing — — — — — — — — — — —
32 42 John Hunter Nemechek Legacy Motor Club — — — — — — — — — — —
33 4 Noah Gragson Front Row Motorsports — — — — — — — — — — —
34 34 Todd Gilliland Front Row Motorsports — — — — — — — — — — —
35 10 Ty Dillon Kaulig Racing — — — — — — — — — — —
36 51 Cody Ware Rick Ware Racing — — — — — — — — — — —
37 66 Joey Gase Garage 66 — — — — — — — — — — —
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 5 Kyle Larson Hendrick Motorsports 7.01 43.4% 69% 80% 89% 96% 4.3%
2 24 William Byron Hendrick Motorsports 6.40 23.0% 64% 82% 92% 97% 3.3%
3 19 Chase Briscoe Joe Gibbs Racing 5.71 9.2% 63% 75% 86% 96% 4.4%
4 9 Chase Elliott Hendrick Motorsports 5.69 21.1% 46% 70% 89% 94% 5.7%
5 12 Ryan Blaney Team Penske 5.64 19.2% 48% 70% 87% 96% 3.7%
6 48 Alex Bowman Hendrick Motorsports — — — — — — —
7 11 Denny Hamlin Joe Gibbs Racing — — — — — — —
8 20 Christopher Bell Joe Gibbs Racing — — — — — — —
9 6 Brad Keselowski RFK Racing — — — — — — —
10 22 Joey Logano Team Penske — — — — — — —
11 23 Bubba Wallace 23XI Racing — — — — — — —
12 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
13 21 Josh Berry Wood Brothers Racing — — — — — — —
14 45 Tyler Reddick 23XI Racing — — — — — — —
15 71 Michael McDowell Spire Motorsports — — — — — — —
16 7 Justin Haley Spire Motorsports — — — — — — —
17 77 Carson Hocevar Spire Motorsports — — — — — — —
18 3 Austin Dillon Richard Childress Racing — — — — — — —
19 2 Austin Cindric Team Penske — — — — — — —
20 16 A.J. Allmendinger Kaulig Racing — — — — — — —
21 99 Daniel Suarez Trackhouse Racing — — — — — — —
22 17 Chris Buescher RFK Racing — — — — — — —
23 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
24 60 Ryan Preece RFK Racing — — — — — — —
25 41 Cole Custer Haas Factory Team — — — — — — —
26 35 Riley Herbst 23XI Racing — — — — — — —
27 1 Ross Chastain Trackhouse Racing — — — — — — —
28 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
29 43 Erik Jones Legacy Motor Club — — — — — — —
30 38 Zane Smith Front Row Motorsports — — — — — — —
31 8 Kyle Busch Richard Childress Racing — — — — — — —
32 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
33 4 Noah Gragson Front Row Motorsports — — — — — — —
34 34 Todd Gilliland Front Row Motorsports — — — — — — —
35 10 Ty Dillon Kaulig Racing — — — — — — —
36 51 Cody Ware Rick Ware Racing — — — — — — —
37 66 Joey Gase Garage 66 — — — — — — —
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 5 Kyle Larson Hendrick Motorsports P3 7.01 1515 1513 27.6 +16.0 +7.0
2 24 William Byron Hendrick Motorsports P2 6.40 1507 1495 27.6 +17.0 -3.5
3 19 Chase Briscoe Joe Gibbs Racing P1 5.71 1505 1515 27.1 +18.0 -3.5
4 9 Chase Elliott Hendrick Motorsports P8 5.69 1507 1513 27.6 +11.0 -1.5
5 12 Ryan Blaney Team Penske P6 5.64 1511 1511 23.7 +13.0 +9.3
6 48 Alex Bowman Hendrick Motorsports — — — — — — —
7 11 Denny Hamlin Joe Gibbs Racing — — — — — — —
8 20 Christopher Bell Joe Gibbs Racing — — — — — — —
9 6 Brad Keselowski RFK Racing — — — — — — —
10 22 Joey Logano Team Penske — — — — — — —
11 23 Bubba Wallace 23XI Racing — — — — — — —
12 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
13 21 Josh Berry Wood Brothers Racing — — — — — — —
14 45 Tyler Reddick 23XI Racing — — — — — — —
15 71 Michael McDowell Spire Motorsports — — — — — — —
16 7 Justin Haley Spire Motorsports — — — — — — —
17 77 Carson Hocevar Spire Motorsports — — — — — — —
18 3 Austin Dillon Richard Childress Racing — — — — — — —
19 2 Austin Cindric Team Penske — — — — — — —
20 16 A.J. Allmendinger Kaulig Racing — — — — — — —
21 99 Daniel Suarez Trackhouse Racing — — — — — — —
22 17 Chris Buescher RFK Racing — — — — — — —
23 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
24 60 Ryan Preece RFK Racing — — — — — — —
25 41 Cole Custer Haas Factory Team — — — — — — —
26 35 Riley Herbst 23XI Racing — — — — — — —
27 1 Ross Chastain Trackhouse Racing — — — — — — —
28 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
29 43 Erik Jones Legacy Motor Club — — — — — — —
30 38 Zane Smith Front Row Motorsports — — — — — — —
31 8 Kyle Busch Richard Childress Racing — — — — — — —
32 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
33 4 Noah Gragson Front Row Motorsports — — — — — — —
34 34 Todd Gilliland Front Row Motorsports — — — — — — —
35 10 Ty Dillon Kaulig Racing — — — — — — —
36 51 Cody Ware Rick Ware Racing — — — — — — —
37 66 Joey Gase Garage 66 — — — — — — —
32 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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