Grid Walk / Cup Series
Model live
RACE 21 / 36 2026 CUP SERIES • PRE-QUALIFYING

North Wilkesboro SpeedwayWindow World 400

DateSunday, July 19, 2026
Track TypeShort Track
Field38 drivers
SHORT TRACK
North Wilkesboro Speedway Updated 2026-07-13 10:00

01 Model Brief

Generated 2026-07-13 10:00
#1
Best by Expected Points · Win 15.2%

Ryan Blaney • #12 Team Penske

Why: strong track-type ELO, top-tier driver ELO, front-row start (P2).
Lowest DNF risk: Joey Logano (4.1%) · See all picks →
EP Expected Points — Win=10, Top5=7, Top10=5, Top20=3, Made=1, DNF=0. Higher = better projected finish.
Win Profile
Ryan Blaney
Win 15.2% • Top-5 50%EP 5.26
Safest Play
— — — — —
Top-10 prob • DNF risk
◦ Subscriber
Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
Chad Finchum
DNF prob 38.5%
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
#12 Team Penske
1
Ryan Blaney
Win 15.2%
Top-5 50%
Exp pts 5.26
Start P2
Driver ELO 1516
Track-type ELO 1514
Why this pick Why: strong track-type ELO, top-tier driver ELO, front-row start (P2).
#54 Joe Gibbs Racing
2
Ty Gibbs
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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#11 Joe Gibbs Racing
3
Denny Hamlin
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
#12Ryan Blaney
15.2%
#60Ryan Preece
12.9%
#54Ty Gibbs
SUB
#77Carson Hocevar
SUB
#19Chase Briscoe
SUB
Best Top-3 Picks
#12Ryan Blaney
32.4%
#54Ty Gibbs
25.9%
#11Denny Hamlin
SUB
#19Chase Briscoe
SUB
#60Ryan Preece
SUB
Best Top-5 Picks
#12Ryan Blaney
49.6%
#11Denny Hamlin
40.9%
#54Ty Gibbs
SUB
#19Chase Briscoe
SUB
#23Bubba Wallace
SUB
Best Top-10 Picks
#54Ty Gibbs
69.2%
#12Ryan Blaney
66.4%
#19Chase Briscoe
SUB
#11Denny Hamlin
SUB
#5Kyle Larson
SUB
Best Value
#12Ryan Blaney
5.02
#54Ty Gibbs
4.83
#11Denny Hamlin
SUB
#19Chase Briscoe
SUB
#23Bubba Wallace
SUB
Highest DNF Risk
#Chad Finchum
38.5%
#48Alex Bowman
21.7%
#97Shane van Gisbergen
SUB
#51Cody Ware
SUB
#34Todd Gilliland
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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 12 Ryan Blaney Team Penske 5.26 15.2% 32.4% 50% 66% 4.6% 1516 24.4
2 54 Ty Gibbs Joe Gibbs Racing 5.13 12.6% 25.9% 39% 69% 5.8% 1514 27.5
3 11 Denny Hamlin Joe Gibbs Racing 4.85 8.2% 24.6% 41% 62% 6.5% 1509 27.5
4 19 Chase Briscoe Joe Gibbs Racing 4.76 9.0% 21.9% 35% 64% 5.8% 1494 27.5
5 23 Bubba Wallace 23XI Racing 4.39 3.6% 18.9% 34% 54% 4.2% 1498 23.7
6 22 Joey Logano Team Penske
7 5 Kyle Larson Hendrick Motorsports
8 60 Ryan Preece RFK Racing
9 45 Tyler Reddick 23XI Racing
10 77 Carson Hocevar Spire Motorsports
11 20 Christopher Bell Joe Gibbs Racing
12 6 Brad Keselowski RFK Racing
13 9 Chase Elliott Hendrick Motorsports
14 7 Daniel Suarez Spire Motorsports
15 2 Austin Cindric Team Penske
16 24 William Byron Hendrick Motorsports
17 17 Chris Buescher RFK Racing
18 16 A.J. Allmendinger Kaulig Racing
19 34 Todd Gilliland Front Row Motorsports
20 3 Austin Dillon Richard Childress Racing
21 71 Michael McDowell Spire Motorsports
22 35 Riley Herbst 23XI Racing
23 47 Ricky Stenhouse Jr. Hyak Motorsports
24 43 Erik Jones Legacy Motor Club
25 38 Zane Smith Front Row Motorsports
26 1 Ross Chastain Trackhouse Racing
27 48 Alex Bowman Hendrick Motorsports
28 10 Ty Dillon Kaulig Racing
29 41 Cole Custer Haas Factory Team
30 4 Noah Gragson Front Row Motorsports
31 97 Shane van Gisbergen Trackhouse Racing
32 21 Josh Berry Wood Brothers Racing
33 42 John Hunter Nemechek Legacy Motor Club
34 33 Austin Hill Richard Childress Racing
35 88 Connor Zilisch Trackhouse Racing
36 51 Cody Ware Rick Ware Racing
37 B.J. McLeod
38 Chad Finchum
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 12 Ryan Blaney Team Penske 5.26 15.2% 50% 66% 76% 95% 4.6%
2 54 Ty Gibbs Joe Gibbs Racing 5.13 12.6% 39% 69% 82% 94% 5.8%
3 11 Denny Hamlin Joe Gibbs Racing 4.85 8.2% 41% 62% 81% 93% 6.5%
4 19 Chase Briscoe Joe Gibbs Racing 4.76 9.0% 35% 64% 78% 94% 5.8%
5 23 Bubba Wallace 23XI Racing 4.39 3.6% 34% 54% 78% 96% 4.2%
6 22 Joey Logano Team Penske
7 5 Kyle Larson Hendrick Motorsports
8 60 Ryan Preece RFK Racing
9 45 Tyler Reddick 23XI Racing
10 77 Carson Hocevar Spire Motorsports
11 20 Christopher Bell Joe Gibbs Racing
12 6 Brad Keselowski RFK Racing
13 9 Chase Elliott Hendrick Motorsports
14 7 Daniel Suarez Spire Motorsports
15 2 Austin Cindric Team Penske
16 24 William Byron Hendrick Motorsports
17 17 Chris Buescher RFK Racing
18 16 A.J. Allmendinger Kaulig Racing
19 34 Todd Gilliland Front Row Motorsports
20 3 Austin Dillon Richard Childress Racing
21 71 Michael McDowell Spire Motorsports
22 35 Riley Herbst 23XI Racing
23 47 Ricky Stenhouse Jr. Hyak Motorsports
24 43 Erik Jones Legacy Motor Club
25 38 Zane Smith Front Row Motorsports
26 1 Ross Chastain Trackhouse Racing
27 48 Alex Bowman Hendrick Motorsports
28 10 Ty Dillon Kaulig Racing
29 41 Cole Custer Haas Factory Team
30 4 Noah Gragson Front Row Motorsports
31 97 Shane van Gisbergen Trackhouse Racing
32 21 Josh Berry Wood Brothers Racing
33 42 John Hunter Nemechek Legacy Motor Club
34 33 Austin Hill Richard Childress Racing
35 88 Connor Zilisch Trackhouse Racing
36 51 Cody Ware Rick Ware Racing
37 B.J. McLeod
38 Chad Finchum
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 12 Ryan Blaney Team Penske 5.26 1516 1514 24.4 +7.2
2 54 Ty Gibbs Joe Gibbs Racing 5.13 1514 1515 27.5 -2.3
3 11 Denny Hamlin Joe Gibbs Racing 4.85 1509 1509 27.5 -5.2
4 19 Chase Briscoe Joe Gibbs Racing 4.76 1494 1513 27.5 -5.3
5 23 Bubba Wallace 23XI Racing 4.39 1498 1509 23.7 -3.5
6 22 Joey Logano Team Penske
7 5 Kyle Larson Hendrick Motorsports
8 60 Ryan Preece RFK Racing
9 45 Tyler Reddick 23XI Racing
10 77 Carson Hocevar Spire Motorsports
11 20 Christopher Bell Joe Gibbs Racing
12 6 Brad Keselowski RFK Racing
13 9 Chase Elliott Hendrick Motorsports
14 7 Daniel Suarez Spire Motorsports
15 2 Austin Cindric Team Penske
16 24 William Byron Hendrick Motorsports
17 17 Chris Buescher RFK Racing
18 16 A.J. Allmendinger Kaulig Racing
19 34 Todd Gilliland Front Row Motorsports
20 3 Austin Dillon Richard Childress Racing
21 71 Michael McDowell Spire Motorsports
22 35 Riley Herbst 23XI Racing
23 47 Ricky Stenhouse Jr. Hyak Motorsports
24 43 Erik Jones Legacy Motor Club
25 38 Zane Smith Front Row Motorsports
26 1 Ross Chastain Trackhouse Racing
27 48 Alex Bowman Hendrick Motorsports
28 10 Ty Dillon Kaulig Racing
29 41 Cole Custer Haas Factory Team
30 4 Noah Gragson Front Row Motorsports
31 97 Shane van Gisbergen Trackhouse Racing
32 21 Josh Berry Wood Brothers Racing
33 42 John Hunter Nemechek Legacy Motor Club
34 33 Austin Hill Richard Childress Racing
35 88 Connor Zilisch Trackhouse Racing
36 51 Cody Ware Rick Ware Racing
37 B.J. McLeod
38 Chad Finchum
33 more drivers behind the paywall.
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Grid Walk • Cup Series Model v2 (XGBoost) Generated 2026-07-13 10:00
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