Grid Walk / Cup Series
Model live
RACE 2 / 36 2025 CUP SERIES • POST-QUALIFYING

EchoPark SpeedwayAmbetter Health 400

DateSunday, February 23, 2025
Track TypeIntermediate
Field39 drivers
INTERMEDIATE
EchoPark Speedway Updated 2026-03-17 08:54

01 Model Brief

Generated 2026-03-17 08:54
#1
Best by Expected Points · Win 43.5%

Ryan Blaney • #12 Team Penske

Why: strong track-type ELO, top-tier driver ELO, front-row start (P1).
Lowest DNF risk: Bubba Wallace (7.1%) · 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 43.5% • Top-5 56% • EP 6.42
Safest Play
— — — — —
Top-10 prob • DNF risk
◦ Subscriber
Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
J.J. Yeley
DNF prob 28.3%
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
35%
Rank fit (ρ)
0.49

03 Driver Spotlight

Top 3 by EP
#12 Team Penske
1
Ryan Blaney
Win 43.5%
Top-5 56%
Exp pts 6.42
Start P1
Driver ELO 1511
Track-type ELO 1513
Why this pick Why: strong track-type ELO, top-tier driver ELO, front-row start (P1).
#9 Hendrick Motorsports
2
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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#20 Joe Gibbs Racing
3
Christopher Bell
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
#12Ryan Blaney
43.5%
#9Chase Elliott
36.9%
#20Christopher Bell
— SUB
#22Joey Logano
— SUB
#8Kyle Busch
— SUB
Best Top-3 Picks
#12Ryan Blaney
50.0%
#9Chase Elliott
44.7%
#20Christopher Bell
— SUB
#23Bubba Wallace
— SUB
#2Austin Cindric
— SUB
Best Top-5 Picks
#12Ryan Blaney
56.5%
#23Bubba Wallace
53.7%
#9Chase Elliott
— SUB
#2Austin Cindric
— SUB
#20Christopher Bell
— SUB
Best Top-10 Picks
#12Ryan Blaney
73.1%
#9Chase Elliott
65.4%
#23Bubba Wallace
— SUB
#2Austin Cindric
— SUB
#20Christopher Bell
— SUB
Best Value
#12Ryan Blaney
5.71
#9Chase Elliott
5.33
#23Bubba Wallace
— SUB
#20Christopher Bell
— SUB
#22Joey Logano
— SUB
Highest DNF Risk
#44J.J. Yeley
28.3%
#5Kyle Larson
24.1%
#16A.J. Allmendinger
— SUB
#8Kyle Busch
— SUB
#19Chase Briscoe
— SUB

05 Full Projections

39 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 P1 6.42 43.5% 50.0% 56% 73% 11.0% 1511 23.9 — —
2 9 Chase Elliott Hendrick Motorsports P19 5.96 36.9% 44.7% 52% 65% 10.5% 1506 27.1 — —
3 20 Christopher Bell Joe Gibbs Racing P32 5.22 22.9% 34.4% 46% 60% 10.3% 1496 24.2 — —
4 23 Bubba Wallace 23XI Racing P14 5.19 6.4% 30.1% 54% 65% 7.1% 1498 26.1 — —
5 2 Austin Cindric Team Penske P2 5.05 10.8% 28.8% 47% 63% 10.5% 1512 23.9 — —
6 22 Joey Logano Team Penske — — — — — — — — — — —
7 45 Tyler Reddick 23XI Racing — — — — — — — — — — —
8 24 William Byron Hendrick Motorsports — — — — — — — — — — —
9 6 Brad Keselowski RFK Racing — — — — — — — — — — —
10 8 Kyle Busch Richard Childress Racing — — — — — — — — — — —
11 11 Denny Hamlin Joe Gibbs Racing — — — — — — — — — — —
12 17 Chris Buescher RFK Racing — — — — — — — — — — —
13 48 Alex Bowman Hendrick Motorsports — — — — — — — — — — —
14 99 Daniel Suarez Trackhouse Racing — — — — — — — — — — —
15 5 Kyle Larson Hendrick Motorsports — — — — — — — — — — —
16 21 Josh Berry Wood Brothers Racing — — — — — — — — — — —
17 54 Ty Gibbs Joe Gibbs Racing — — — — — — — — — — —
18 71 Michael McDowell Spire Motorsports — — — — — — — — — — —
19 1 Ross Chastain Trackhouse Racing — — — — — — — — — — —
20 34 Todd Gilliland Front Row Motorsports — — — — — — — — — — —
21 77 Carson Hocevar Spire Motorsports — — — — — — — — — — —
22 19 Chase Briscoe Joe Gibbs Racing — — — — — — — — — — —
23 16 A.J. Allmendinger Kaulig Racing — — — — — — — — — — —
24 3 Austin Dillon Richard Childress Racing — — — — — — — — — — —
25 60 Ryan Preece RFK Racing — — — — — — — — — — —
26 38 Zane Smith Front Row Motorsports — — — — — — — — — — —
27 4 Noah Gragson Front Row Motorsports — — — — — — — — — — —
28 7 Justin Haley Spire Motorsports — — — — — — — — — — —
29 42 John Hunter Nemechek Legacy Motor Club — — — — — — — — — — —
30 88 Shane van Gisbergen Trackhouse Racing — — — — — — — — — — —
31 10 Ty Dillon Kaulig Racing — — — — — — — — — — —
32 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — — — — — —
33 43 Erik Jones Legacy Motor Club — — — — — — — — — — —
34 51 Cody Ware Rick Ware Racing — — — — — — — — — — —
35 41 Cole Custer Haas Factory Team — — — — — — — — — — —
36 35 Riley Herbst 23XI Racing — — — — — — — — — — —
37 01 Corey LaJoie Rick Ware Racing — — — — — — — — — — —
38 78 B.J. McLeod Live Fast Motorsports — — — — — — — — — — —
39 44 J.J. Yeley NY Racing Team — — — — — — — — — — —
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 12 Ryan Blaney Team Penske 6.42 43.5% 56% 73% 82% 89% 11.0%
2 9 Chase Elliott Hendrick Motorsports 5.96 36.9% 52% 65% 80% 89% 10.5%
3 20 Christopher Bell Joe Gibbs Racing 5.22 22.9% 46% 60% 76% 90% 10.3%
4 23 Bubba Wallace 23XI Racing 5.19 6.4% 54% 65% 85% 93% 7.1%
5 2 Austin Cindric Team Penske 5.05 10.8% 47% 63% 81% 90% 10.5%
6 22 Joey Logano Team Penske — — — — — — —
7 45 Tyler Reddick 23XI Racing — — — — — — —
8 24 William Byron Hendrick Motorsports — — — — — — —
9 6 Brad Keselowski RFK Racing — — — — — — —
10 8 Kyle Busch Richard Childress Racing — — — — — — —
11 11 Denny Hamlin Joe Gibbs Racing — — — — — — —
12 17 Chris Buescher RFK Racing — — — — — — —
13 48 Alex Bowman Hendrick Motorsports — — — — — — —
14 99 Daniel Suarez Trackhouse Racing — — — — — — —
15 5 Kyle Larson Hendrick Motorsports — — — — — — —
16 21 Josh Berry Wood Brothers Racing — — — — — — —
17 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
18 71 Michael McDowell Spire Motorsports — — — — — — —
19 1 Ross Chastain Trackhouse Racing — — — — — — —
20 34 Todd Gilliland Front Row Motorsports — — — — — — —
21 77 Carson Hocevar Spire Motorsports — — — — — — —
22 19 Chase Briscoe Joe Gibbs Racing — — — — — — —
23 16 A.J. Allmendinger Kaulig Racing — — — — — — —
24 3 Austin Dillon Richard Childress Racing — — — — — — —
25 60 Ryan Preece RFK Racing — — — — — — —
26 38 Zane Smith Front Row Motorsports — — — — — — —
27 4 Noah Gragson Front Row Motorsports — — — — — — —
28 7 Justin Haley Spire Motorsports — — — — — — —
29 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
30 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
31 10 Ty Dillon Kaulig Racing — — — — — — —
32 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
33 43 Erik Jones Legacy Motor Club — — — — — — —
34 51 Cody Ware Rick Ware Racing — — — — — — —
35 41 Cole Custer Haas Factory Team — — — — — — —
36 35 Riley Herbst 23XI Racing — — — — — — —
37 01 Corey LaJoie Rick Ware Racing — — — — — — —
38 78 B.J. McLeod Live Fast Motorsports — — — — — — —
39 44 J.J. Yeley NY Racing Team — — — — — — —
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 12 Ryan Blaney Team Penske P1 6.42 1511 1513 23.9 +19.0 -2.5
2 9 Chase Elliott Hendrick Motorsports P19 5.96 1506 1511 27.1 +1.0 +4.0
3 20 Christopher Bell Joe Gibbs Racing P32 5.22 1496 1513 24.2 -12.0 -2.0
4 23 Bubba Wallace 23XI Racing P14 5.19 1498 1503 26.1 +6.0 -8.0
5 2 Austin Cindric Team Penske P2 5.05 1512 1497 23.9 +18.0 -7.2
6 22 Joey Logano Team Penske — — — — — — —
7 45 Tyler Reddick 23XI Racing — — — — — — —
8 24 William Byron Hendrick Motorsports — — — — — — —
9 6 Brad Keselowski RFK Racing — — — — — — —
10 8 Kyle Busch Richard Childress Racing — — — — — — —
11 11 Denny Hamlin Joe Gibbs Racing — — — — — — —
12 17 Chris Buescher RFK Racing — — — — — — —
13 48 Alex Bowman Hendrick Motorsports — — — — — — —
14 99 Daniel Suarez Trackhouse Racing — — — — — — —
15 5 Kyle Larson Hendrick Motorsports — — — — — — —
16 21 Josh Berry Wood Brothers Racing — — — — — — —
17 54 Ty Gibbs Joe Gibbs Racing — — — — — — —
18 71 Michael McDowell Spire Motorsports — — — — — — —
19 1 Ross Chastain Trackhouse Racing — — — — — — —
20 34 Todd Gilliland Front Row Motorsports — — — — — — —
21 77 Carson Hocevar Spire Motorsports — — — — — — —
22 19 Chase Briscoe Joe Gibbs Racing — — — — — — —
23 16 A.J. Allmendinger Kaulig Racing — — — — — — —
24 3 Austin Dillon Richard Childress Racing — — — — — — —
25 60 Ryan Preece RFK Racing — — — — — — —
26 38 Zane Smith Front Row Motorsports — — — — — — —
27 4 Noah Gragson Front Row Motorsports — — — — — — —
28 7 Justin Haley Spire Motorsports — — — — — — —
29 42 John Hunter Nemechek Legacy Motor Club — — — — — — —
30 88 Shane van Gisbergen Trackhouse Racing — — — — — — —
31 10 Ty Dillon Kaulig Racing — — — — — — —
32 47 Ricky Stenhouse Jr. Hyak Motorsports — — — — — — —
33 43 Erik Jones Legacy Motor Club — — — — — — —
34 51 Cody Ware Rick Ware Racing — — — — — — —
35 41 Cole Custer Haas Factory Team — — — — — — —
36 35 Riley Herbst 23XI Racing — — — — — — —
37 01 Corey LaJoie Rick Ware Racing — — — — — — —
38 78 B.J. McLeod Live Fast Motorsports — — — — — — —
39 44 J.J. Yeley NY Racing Team — — — — — — —
34 more drivers behind the paywall.
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Grid Walk • Cup Series Model v2 (XGBoost) Generated 2026-03-17 08:54
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