
Film · 2004 · Films · 2000s
A Cinderella Story
Scored from 139 calibrated IMDb reviewers, each re-centered on their own rating baseline before the title is ranked. Cohort: Films · 2000s (7,847 peers).
Summary
Sam, a high school student forced to work at her stepmother's diner, finds an unexpected connection with a mystery pen pal she meets online. When they agree to meet at the school's Halloween dance, she discovers he is the popular quarterback, and she must navigate the gap between her hidden identity and her real life before midnight.
A Cinderella Story (2004) is a film IMDb files under the comedy, family and romance genres. Its comedy subtype is Romcom.
The cohort it is ranked inside is 2000s films — 7,847 of them. 139 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 157 reviewers with at least two reviews each feeds the raw-average track.
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 A Cinderella Story 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 139.
Cohort: Films · 2000s







