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
HIGH • 75/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of intermediate
75/100
HIGH
Intermediates reward downforce-era setups and clean stops. Model performs reliably here.
Win pick hit rate
33%
Top-5 hit rate
43%
Rank fit (ρ)
0.50

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.
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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.
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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
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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