topbanner_forum
  *

avatar image

Welcome, Guest. Please login or register.
Did you miss your activation email?

Login with username, password and session length
  • Friday December 13, 2024, 3:09 pm
  • Proudly celebrating 15+ years online.
  • Donate now to become a lifetime supporting member of the site and get a non-expiring license key for all of our programs.
  • donate

Author Topic: How NOT to Sort by Average Rating  (Read 4933 times)

Deozaan

  • Charter Member
  • Joined in 2006
  • ***
  • Points: 1
  • Posts: 9,778
    • View Profile
    • Read more about this member.
    • Donate to Member
How NOT to Sort by Average Rating
« on: April 16, 2014, 04:58 PM »
I came across an article today that explains some flaws in commonly used sorting methods, with examples of why they're wrong, and then proposes a nice solution for more accurately sorting the truly higher rated stuff on top.

PROBLEM: You are a web programmer. You have users. Your users rate stuff on your site. You want to put the highest-rated stuff at the top and lowest-rated at the bottom. You need some sort of "score" to sort by.

WRONG SOLUTION #1: Score = (Positive ratings) - (Negative ratings)

Why it is wrong: Suppose one item has 600 positive ratings and 400 negative ratings: 60% positive. Suppose item two has 5,500 positive ratings and 4,500 negative ratings: 55% positive. This algorithm puts item two (score = 1000, but only 55% positive) above item one (score = 200, and 60% positive). WRONG.

Sites that make this mistake: Urban Dictionary



WRONG SOLUTION #2: Score = Average rating = (Positive ratings) / (Total ratings)

Why it is wrong: Average rating works fine if you always have a ton of ratings, but suppose item 1 has 2 positive ratings and 0 negative ratings. Suppose item 2 has 100 positive ratings and 1 negative rating. This algorithm puts item two (tons of positive ratings) below item one (very few positive ratings). WRONG.

Sites that make this mistake: Amazon.com

The article goes on to propose a better method of sorting things by their rating. A method which has even been endorsed by Randall Munroe of xkcd fame, so you know it's good. ;)

Anyway, be sure to read the full article here:
http://www.evanmiller.org/how-not-to-sort-by-average-rating.html
« Last Edit: November 12, 2017, 04:22 PM by Deozaan »

mouser

  • First Author
  • Administrator
  • Joined in 2005
  • *****
  • Posts: 40,914
    • View Profile
    • Mouser's Software Zone on DonationCoder.com
    • Read more about this member.
    • Donate to Member
Re: How NOT to Sort by Average Rating
« Reply #1 on: April 16, 2014, 05:03 PM »
Interesting read, thanks for sharing.  :up:

ewemoa

  • Honorary Member
  • Joined in 2008
  • **
  • Posts: 2,922
    • View Profile
    • Donate to Member
Re: How NOT to Sort by Average Rating
« Reply #2 on: April 16, 2014, 09:51 PM »
Does seem interesting -- not so easy to get through and understand here :)



Have a suspicion that there is an assumption of ratings having a certain distribution (given the mention of "95%") -- anyone who understands, can you confirm?