
Film · 2010 · Films · 2010s
Catfish
Scored from 144 calibrated IMDb reviewers, each re-centered on their own rating baseline before the title is ranked. Cohort: Films · 2010s (13,059 peers).
Summary
A young New York photographer named Nev strikes up an online relationship with a Michigan family after their eight-year-old daughter sends him a painting of his work. As Nev grows closer to the family, especially an older sister he begins a romance with, inconsistencies prompt him and the filmmakers to drive out and meet them in person, uncovering a very different reality behind the screen.
Catfish is a 2010 documentary, drama and mystery film.
A second review pool sits behind it as well: 2,711 Rotten Tomatoes reviewers clear the same calibration test, and Rankquant scores them separately. 13,058 other films from the 2010s form the cohort it is ranked inside. 144 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 146 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 Catfish 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 · 2010s (13,059 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 144.
Cohort: Films · 2010s







