Focus on rolling accelerations that mirror reality, like 50–70 mph and 30–50 mph. Identify safe, straight segments with wide sightlines and ample buffer. Begin from a defined speed, in a consistent gear or drive mode, then time to target velocity. Note grade, wind, and surface. For on‑ramp runs, pick a ramp with a repeatable merge marker. Respect traffic, abort if conditions change, and log results alongside subjective confidence to capture both numbers and feel.
Stability shows up in calm hands and quiet corrections. Include a crosswind‑exposed bridge and a coarse‑pavement section. Record decibels at 65, 75, and 85 mph using the same phone placement, HVAC setting, and road lane. Add brief lane‑change drills where legal, noting steering weight, return‑to‑center behavior, and any nervousness over expansion joints. Subjective notes—“relaxed,” “busy,” or “reassuringly planted”—catalog the emotional footprint that numbers alone can’t capture but long commutes always reveal.
Track fuel burn or energy consumption with start/end receipts or verified kWh logs. Note altitude gain, ambient temperature, and average speed to compare runs fairly. For EVs, precondition before departure, include one controlled DC fast‑charge midway if relevant, and document peak/average rates. For hybrids, record engine‑on percentages and regeneration opportunities. Efficiency swings with wind, traffic, and weather, so annotate context meticulously. This turns one loop into a dataset that informs real‑life trip planning.