QuickCarFixes methodology

How the car comparison scores work

Seven criteria produce the score. Federal datasets retain 70% of the weight; documented editorial review covers the parts of ownership that crash tests and complaint databases cannot measure.

The weighting

Reliability30%

NHTSA complaints normalized by EWR production volume.

NCAP safety25%

The latest published overall crash-test result for the generation.

Energy cost15%

EPA annual energy cost against the same vehicle class and powertrain family.

Handling10%

Steering, cornering control, stability and maneuverability from manually reviewed owner discussions.

Comfort8%

Documented editorial review of ride, seats, noise and climate comfort.

Roominess7%

Passenger space, cargo usefulness, storage and access.

Onboard electronics5%

Feature currency, stability, usability and connectivity.

When NCAP has not rated a vehicle

No safety score is guessed. The individual vehicle score is marked provisional and calculated from the available 75% of evidence. In a head-to-head comparison, NCAP is removed from both vehicles so each side uses the same criteria and effective weights.

How handling is reviewed

An editor reads a generation-matched Reddit owner discussion and records a short synthesis rather than scraping posts or averaging upvotes. Steering feel and cornering control carry 30% each, stability confidence 25%, and maneuverability 15%. The result is an editorial assessment, not an owner-satisfaction survey.

What stays outside the score

Recall completion remains descriptive because a completion rate covers an entire campaign, not one model generation. Complaint narratives explain the reliability result but are not scored a second time. A lead below 0.3 point is treated as a tie.

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