I need to calculate 5-star ratings like the one on Amazon website. I have done enough search to find what is the best algorithm, but I am not able to get a proper answer. For ex
with C#
double rating = (double)(5 * star5 + 4 * star4 + 3 * star3 + 2 * star2 + 1 * star1) / (star1 + star2 + star3 + star4 + star5);
rating = Math.Round(rating, 1);
in Javascript
function calcAverageRating(ratings) {
let totalWeight = 0;
let totalReviews = 0;
ratings.forEach((rating) => {
const weightMultipliedByNumber = rating.weight * rating.count;
totalWeight += weightMultipliedByNumber;
totalReviews += rating.count;
});
const averageRating = totalWeight / totalReviews;
return averageRating.toFixed(2);
}
const ratings = [
{
weight: 5,
count: 252
},
{
weight: 4,
count: 124
},
{
weight: 3,
count: 40
},
{
weight: 2,
count: 29
},
{
weight: 1,
count: 33
}
];
console.log(calcAverageRating(ratings));
That's a weighted average, where you weigh each rating with the number of votes it got:
(5*252 + 4*124 + 3*40 + 2*29 + 1*33) / (252+124+40+29+33) = 4.11 and change
This rating system is based on a weighted average or weighted mean. That is, they used the weight in terms of stars to compute a decimal value which rounds to 4.1. For example:
Sum of (weight * number of reviews at that weight) / total number of reviews
(5*252 + 4*124 + 3*40 + 2*29 + 1*33) / 478 = 4.1
There is a really great write up on this topic at evanmiller.org. He goes through and discusses the pros and cons of a few approaches and suggests a mathematically reliable way of weighting and calculating votes.
http://evanmiller.org/ranking-items-with-star-ratings.html
a better way to do this,
rating = (sum_of_rating * 5)/sum_of_max_rating_of_user_count
example:
total users rated: 6
sum_of_max_rating_of_user_count: 6 x 5 = 30
sum_of_rating: 25
rating = (25 * 5) / 30
Done!