Film · 2012 · Films · 2010s
On the Road
Scored from 122 calibrated IMDb reviewers, each re-centered on their own rating baseline before the title is ranked. Cohort: Films · 2010s (13,059 peers).
Summary
An aspiring young writer in postwar New York falls in with a charismatic ex-con and his free-spirited wife, and the trio embark on a series of restless cross-country road trips fueled by jazz, drugs, and sexual experimentation. Based on Jack Kerouac's Beat Generation novel, the film follows their search for meaning, freedom, and literary inspiration as their bonds are tested by the cost of life on the move.
On the Road (2012) is a film IMDb files under the adventure, drama and romance genres.
122 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 126 reviewers with at least two reviews each feeds the raw-average track. Its in-cohort standing is measured against the other 13,058 2010s films, not against the whole corpus.
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 On the Road 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 122.
Cohort: Films · 2010s
