Making Sense of Facebook Recommendations: How They Work and Why They Matter

Image of Scott Baradell
Scott Baradell
Published: Sep 12, 2023
Last Updated: Sep 15, 2023

Google, Yelp and Facebook form a triumvirate of influence when it comes to online reviews, particularly for local businesses. Think of them as the Big Three.

Google, as we know, includes companies' star ratings in millions of branded searches and map listings every day. Yelp, the pioneer of local reviews, has published more than 200 million reviews and currently has a market cap of more than $3 billion.

Facebook, of course, is the most popular social media platform of all time. Facebook claims that fully one-third of its 3 billion users look to Facebook reviews to evaluate local businesses. It made some news recently when Bing switched from sharing Yelp reviews to Facebook reviews in its local listings.

But Facebook reviews -- which officially became Facebook Recommendations in 2018 -- are different from reviews on Google, Yelp or other review sites in three important ways:

  1. Having a Reviews tab is optional, so if you don't want people to leave reviews of your business on your page, you can simply reflect that in your page settings. Many companies with poor reviews choose this option to make those reviews disappear. Most review sites don't offer this option. Facebook does warn companies that choose not to accept reviews that it may reduce their business's visibility in search.
  2. Facebook reviews are more likely to lead to discussion and dialogue with other customers than reviews on other sites. Facebook, after all, is built for conversation. If you have a lot of happy customers, this can lead to an online lovefest and bandwagon effect. If you have a lot of unhappy customers, they can amplify one another's complaints and even organize against you.
  3. The main difference involves star ratings. While all review sites calculate star ratings differently, with some using fairly complex algorithms, no one does it quite like Facebook. You see, since 2018, individuals have not been allowed to leave a star rating for businesses. Facebook simply asks whether you would like to recommend or not recommend the business; then, you can write a post describing your experience. After you publish the post, Facebook assigns a star rating to your review that it factors into an overall star rating for the business -- although no star rating is displayed with your individual review.

Let's take a closer look at this third difference. Why does Facebook create its own star ratings for businesses based on user reviews, rather than let users leave their own star ratings? And how does it calculate a business's star rating based on these reviews?

In my research, I've found the answers to be disappointing.

Facebook scrapped user-generated star ratings when it introduced Facebook Recommendations in 2018. The reason Facebook stated for this decision at the time was that it wanted to encourage more detailed reviews (a minimum of 25 characters, anyway), and more discussion and engagement. Too many users were just dropping in star ratings without providing any explanation or context.

Of course, Facebook could have required users to leave a 25-character-plus review in order to leave a star rating -- but hey, who am I to question Facebook on UX?

Facebook doesn't explain how it determines a business's overall star rating based on reviews, beyond a cryptic message that pops up next to each page's star rating:  "This rating is based on how many people recommend or don't recommend the Page, as well as any past ratings and reviews it may have."

From what I can tell based on a little experimentation, Facebook's formula can be explained more simply:

  • When you recommend a business, Facebook assigns your review five stars.
  • When you don't recommend a business, Facebook assigns your review one star.

For example, I looked up Dallas-area plumbers and found Public Service Plumbers. They had five reviews with a 3.4 star average. 

Public Service Plumbers 3.4

I added a review recommending the service. The star rating immediately rose to 3.7.

public service plumbers facebook star ratings example

Then I deleted that review and added one not recommending the service. The star rating fell to 3.0.

Facebook star ratings example

Taking a simple average across the six reviews in each case, it was evident that my first review had been assigned five stars and my second one star.

Seems like a pretty blunt instrument, doesn't it? Honestly, considering it claims nearly a billion people turn to its reviews to evaluate local businesses, I think Facebook could do better.

Nonetheless, you're wise to take Facebook reviews seriously -- and that advice isn't just for local or even B2C businesses. Facebook star ratings appear prominently on Facebook, Google and Bing for organizations of all sizes and types -- national, global and B2B companies included.




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