What it means
Also called: pairwise comparison, side-by-side.
Comparing two or more model answers to the same prompt and saying which is better, often with a reason and a rating of how much better. These judgements are the main input to RLHF.
Used in: AI evaluator and rater roles.
In open roles right now
120 of the open roles we list mention “preference ranking” or a word for it in the title or description, on 16 platforms (as of 23 October 2026). Of those that state an hourly rate (27 distinct postings), the median is $30/hr, and the middle half pay $20 to $60.
Most of them on: Prolific (34), Mercor (27), Turing (17), Weekday (10), Anyone AI (8), RWS TrainAI (8), and 10 more.