Driver profile

Riley Herbst

22 races · metric v1 · equal-race weighting · backfill source · complete confidence

All profiles
Adjusted pace %41.021 races
Consistency %55.621 races
Top-5 spend %3.521 races
Avg running pos20.721 races
Qualifying → race pacePractice/qualifying polling coverage did not yield comparable best-lap samples.
Teammate-relative pace-17.83 races
Short-run paceShort-run, long-run, degradation, and closing strength land with the stint analytics package (#25).
Long-run paceShort-run, long-run, degradation, and closing strength land with the stint analytics package (#25).
DegradationShort-run, long-run, degradation, and closing strength land with the stint analytics package (#25).
Closing strengthShort-run, long-run, degradation, and closing strength land with the stint analytics package (#25).
Restart gain/lossRestart windows and pit-cycle outcomes land with the strategy analytics package (#28).
Pit-cycle outcomeRestart windows and pit-cycle outcomes land with the strategy analytics package (#28).
Expected vs actual finishExpected-versus-actual finish is withheld until an explainable methodology is defined.
Track-type splits

Where the pace holds

  • Intermediate8 racespace 46.8consistency 55.0
  • Superspeedway5 racespace 39.0consistency 47.3
  • Road course5 racespace 40.8consistency 70.9
  • Short track4 racespace 29.6consistency 45.3
Teammates

Overlapping same-team starts only

  • Bubba Wallace23XI Racing21 racesrelative -21.5
  • Tyler Reddick23XI Racing21 racesrelative -36.9
  • Corey Heim23XI Racing7 racesrelative 4.9
Rolling trend

Per-race fingerprints

Daytona International Speedway90.0consistency 80.0
Atlanta Motor Speedway2.7consistency 2.7
Circuit of The Americas19.4consistency 19.4
Phoenix Raceway25.0consistency 66.7
Las Vegas Motor Speedway22.9consistency 77.1
Darlington Raceway47.2consistency 5.6
Martinsville Speedway16.7consistency 22.2
Bristol Motor Speedway36.1consistency 44.4
Kansas Speedway66.7consistency 83.3
Talladega Superspeedway7.7consistency 5.1
Texas Motor Speedway73.0consistency 43.2
Watkins Glen International21.6consistency 100.0
Dover Motor Speedwayconsistency
Charlotte Motor Speedway21.1consistency 57.9
Nashville Superspeedway43.2consistency 81.1
Michigan International Speedway72.2consistency 22.2
Pocono Raceway45.9consistency 83.8
San Diego Street Course73.7consistency 94.7
Sonoma Raceway17.1consistency 54.3
Chicagoland Speedway72.2consistency 86.1
Atlanta Motor Speedway51.4consistency 67.6
North Wilkesboro Speedway36.1consistency 69.4
Contributing races

Drill into race analytics