Normalizing Ratings

9 Symmetry 1 5/2/2025, 12:39:45 AM hopefullyintersting.blogspot.com โ†—

Comments (1)

nlh ยท 9m ago
Similarly - one of my biggest complaints about almost every rating system in production is how just absolutely lazy they are. And by that, I mean everyone seems to think "the object's collective rating is an average of all the individual ratings" is good enough. It's not.

Take any given Yelp / Google / Amazon page and you'll see some distribution like this:

User 1: "5 stars. Everything was great!"

User 2: "5 stars. I'd go here again!"

User 3: "1 star. The food was delicious but the waiter was so rude!!!one11!! They forgot it was my cousin's sister's mother's birthday and they didn't kiss my hand when I sat down!! I love the food here but they need to fire that one waiter!!"

Yelp: 3.6 stars average rating.

One thing I always liked about FourSquare was that they did NOT use this lazy method. Their score was actually intelligent - it checked things like how often someone would return, how much time they spent there, etc. and weighted a review accordingly.