Facebook Recommendations vs Star Ratings: What Changed and What Counts

What changed, and why Facebook made the switch

Before 2018, Facebook Pages used a conventional one-to-five star rating a visitor would select directly, averaged into a headline number much like Google or Yelp. Facebook retired that system in favor of Recommendations: a visitor answers one question — do you recommend this business? — with a Yes or No, then has the option to add a written note, photos, and a tag describing the experience (things like fast service or good value, depending on the category). Facebook's stated reasoning at the time was that a binary recommendation produces more honest, more actionable feedback than a star rating people tend to round up or down based on mood rather than specifics — whether or not that's borne out, it's the system that has stuck for most of a decade now rather than reverting back.

Facebook did test something different at one point: a scored system out of 10, combining ratings, reviews, and recommendations into a single number, with newer recommendations weighted more heavily than older ones. That test never rolled out broadly, and the Yes/No recommendation format is still what's documented and live on business Pages. Anyone writing about Facebook reviews based on an old screenshot of a 1–10 score, or for that matter an old screenshot of five stars, is describing a format that isn't what a visitor to a Page sees today.

What actually shows up on a Page today

Meta's help center confirms the current mechanics in a few separate articles. A Page owner controls whether the feature is even active at all — Meta's "Turn Recommendations on or off for your business Page" help article describes the setting that determines whether visitors can leave a recommendation in the first place. A separate article aimed at the person leaving feedback, "Can I review businesses on Facebook?", confirms visitors can only recommend a business that has this setting turned on, and that doing so means choosing Yes or No, then optionally adding more context.

Three mechanical details matter more than the Yes/No headline:

• There's a minimum before any rating shows at all. A Page needs a handful of recommendations before Facebook will display an aggregate rating next to its name — a brand-new Page with one or two recommendations shows no number yet, not a misleadingly small sample.
• Only public recommendations count toward the aggregate. A recommendation shared privately, or restricted to a smaller audience, doesn't factor into the number a visitor sees on the Page.
• The aggregate still behaves like a star rating behind the scenes, even though no visitor ever picks a star. Facebook shows a numeric score next to many Pages, and a tooltip attached to it explains the logic in Facebook's own words: "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." That's the most specific public explanation Facebook gives — it confirms that Yes/No answers get folded into a weighted number, and that older star ratings from before 2018 still factor in on Pages that have been around that long, but it stops well short of publishing the actual formula.

What's documented and what genuinely isn't

It's worth being straightforward about the gap here rather than guessing past it: Meta has not published the exact weighting between a Yes recommendation, a No recommendation, and any legacy star ratings still sitting in a Page's history. Third-party writeups will sometimes claim a precise mechanism — for instance, that every Yes is scored as a flat five stars internally — but that specific claim isn't something Meta's own help center documents, so it should be treated as an inference, not a confirmed fact. What is confirmed, directly from Meta, is the tooltip wording above and the mechanical rules on minimum volume and visibility. Anything more precise than that is reverse-engineered by people watching their own Page's number move, not sourced from Meta's documentation.

Recommendations versus reviews: a terminology trap

One more wrinkle worth flagging explicitly: Facebook's own interface and help documentation use "recommendations" and "reviews" somewhat interchangeably depending on which part of the product you're looking at, which is a common source of confusion for a business owner comparing notes with someone managing a different platform. The tab on a Page is often still labeled "Reviews" in some surfaces even though the underlying action is a Yes/No recommendation, not a written review in the Yelp or Google sense. A written note is optional context attached to a recommendation, not a mandatory review — someone can tap Yes and walk away without writing anything, and that still counts toward the Page's rating. That's a meaningfully different contribution flow than platforms where a star rating and a text review are requested together as a single action, and it's part of why Facebook's recommendation volume for a given business often looks disproportionately high or low compared to its Google or Yelp review count — the bar to leave feedback is lower, so more people clear it.

Managing recommendations day to day

Because there's no star picker to game and no written review required to register a Yes or No, the practical work of managing Facebook recommendations looks a little different from managing a Yelp or Google profile. There's still a public comment thread attached to any recommendation that includes a note, and a Page can still reply publicly to that note the same way it would respond to a Google or Yelp review — responding to the written context behind a No, specifically, is where most of the reputational damage control actually happens, since the Yes/No tally itself isn't something a business can contest the way it might dispute a fake listing elsewhere. Turning Recommendations off entirely is also an option Meta documents, but it removes the ability to collect new positive recommendations along with the negative ones — not a decision to make lightly just because one unhappy customer tagged the Page.

How Facebook recommendations fit into a pooled reputation score

A Facebook recommendation count is honest, useful information, but it's built on a different scale than almost every other platform a business is rated on — a Yes/No tally next to a 1–5 average from Google, a different 1–5 average from Yelp, and Apple Maps' own thumbs-up system covered in our piece on how Apple Maps ratings work. Comparing those numbers side by side without normalizing them first is close to meaningless — a Page with 90% positive recommendations isn't directly comparable to a 4.5-star Google rating, even though both sound similarly strong.

Tailwind Score handles that normalization by pooling Facebook alongside seven other platforms into one 0–100 number, converting each platform's native scale — including Facebook's Yes/No format — into something that can sit next to a Google or Yelp rating without distorting either one. That's the same logic we cover in more depth in our guide to how a pooled online reputation score is built, and the same reason it's worth reading how Yelp's own rating system works before assuming any two platforms are measuring the same thing the same way.

If your Facebook Page's recommendation percentage looks strong but you have no easy way to compare it against your Google, Yelp, or Apple Maps numbers, that's exactly the gap Tailwind Score closes. Try Tailwind Score to see every platform your business is rated on — recommendations included — pooled into one number you can actually track over time.