
Film · 1997 · Films · 1990s
In & Out
Scored from 126 calibrated IMDb reviewers, each re-centered on their own rating baseline before the title is ranked. Cohort: Films · 1990s (4,082 peers).
Summary
A small-town Indiana high school English teacher's quiet life is upended days before his wedding when a former student thanks him in a televised Oscar acceptance speech and outs him as gay. The teacher insists it isn't true, but the media frenzy and his own self-examination force him to confront who he really is.
In & Out is a 1997 comedy and romance film.
Rotten Tomatoes carries a separate audience for the same title, 793 of whom clear the calibration test. 4,081 other films from the 1990s form the cohort it is ranked inside. The calibrated figure is built from 126 reviewers whose rating history varies enough to place their own average. A broader pool of 126 reviewers with two or more reviews feeds the raw-average track instead.
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 In & Out 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 · 1990s (4,082 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 126.
Cohort: Films · 1990s







