Film · 2011 · Films · 2010s
Water for Elephants
Scored from 203 calibrated IMDb reviewers, each re-centered on their own rating baseline before the title is ranked. Cohort: Films · 2010s (13,059 peers).
Summary
During the Great Depression, a veterinary student abandons his studies after a family tragedy and joins a traveling circus, where he is hired to care for the animals. He soon falls for the star performer, who is married to the circus's charismatic but volatile owner, and their forbidden romance unfolds alongside the bond he forms with a troubled elephant named Rosie.
Water for Elephants (2011) is a film IMDb files under the drama and romance genres.
The calibrated figure is built from 203 reviewers whose rating history varies enough to place their own average. A broader pool of 213 reviewers with two or more reviews feeds the raw-average track instead. Its in-cohort standing is measured against the other 13,058 2010s films, not against the whole corpus. Rotten Tomatoes carries a separate audience for the same title, 3,515 of whom clear the calibration test.
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 Water for Elephants 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 203.
Cohort: Films · 2010s
