Film · 2005 · Films · 2000s
Herbie: Fully Loaded
Scored from 130 calibrated IMDb reviewers, each re-centered on their own rating baseline before the title is ranked. Cohort: Films · 2000s (7,847 peers).
Summary
Recent college graduate Maggie Peyton, from a NASCAR family, inherits a beat-up Volkswagen Beetle named Herbie that turns out to have a mind of its own. With Herbie's help and a mechanic friend's support, Maggie sets out to prove herself as a racer and take on an arrogant NASCAR champion, despite her father's disapproval of her racing dreams.
Herbie: Fully Loaded is a 2005 adventure, comedy and family film.
130 IMDb reviewers rate with enough spread for a personal baseline to be measured, and those are the ones the calibrated score reads; a separate, broader pool of 136 reviewers with at least two reviews each feeds the raw-average track. 7,846 other films from the 2000s form the cohort it is ranked inside. A second review pool sits behind it as well: 2,779 Rotten Tomatoes reviewers clear the same calibration test, and Rankquant scores them separately.
How the score was built
We compare the reviewers of this title against every other title those same people reviewed. Each review is scored relative to the reviewer's own baseline — a 7/10 from a hard grader sits well above their average, while a 7/10 from a generous grader sits below theirs. Every reviewer then counts the same, so the result is a calibrated consensus rather than a raw average.
- Global percentile
- Where Herbie: Fully Loaded lands against every title we rank.
- In-cohort percentile
- The same comparison narrowed to its cohort — titles of the same format released in the same decade. A 1970s film is judged against 1970s films, not against last year's streaming series. Ranked against Films · 2000s (7,847 titles).
- AI-adjusted percentile
- The same reviewer-normalized score, corrected for how much confidence the sample supports: thin samples are pulled toward the corpus average. Each title keeps the share n / (n + 53) of its measured distance from the average, where n is its calibrated-reviewer count, and the result is ranked on the same scale as the global percentile.53 is the median sample size across everything we rank. Here n is 130.
Cohort: Films · 2000s
