Tire Wear vs Pit Delta Tradeoff
On high-wear asphalt (e.g. Darlington, Phoenix, or Bristol), tires degrade rapidly. Taking fresh rubber saves 0.8–2.5 seconds per lap immediately, easily paying back the 40+ second pit lane penalty over a 60-lap stint.
How the model calculates crossover
The crossover point occurs when cumulative time lost to tire degradation exceeds the total time penalty of entering pit lane, stopping for four tires and 2 cans of fuel, and accelerating back to racing speed.
Fuel Window & Mileage Margins
Cup Series fuel cells hold approximately 18.5 gallons. When track cautions fall near the edge of the fuel window, crew chiefs face the classic dilemma: pit for fuel now, or gamble on saving fuel under yellow to stretch to the finish.
The Joey Logano Championship Blueprint
At Phoenix and Nashville, Joey Logano and crew chief Paul Wolfe executed famous fuel-mileage victories by conserving fuel under green, running partial-throttle roll time through corners to eliminate a final splash-and-go pit stop.
Undercut vs Overcut Dynamics
In NASCAR, the undercut (pitting 2–4 laps earlier than the leader) provides brand new tires and clean air. If the leader stays out on old tires, the chaser gains up to 2 seconds per lap, cycling out ahead once all stops are completed.
Caution Risk Penalty
Pitting under green carries extreme risk if a yellow flag drops before other competitors pit, trapping your car a lap down while the rest of the field pits under caution speed.