Upper Antelope Canyon tours reviews: 6,370 of them, counted

Ratings on a page like this are not comparable until you look at what each one stands on. The thirteen ratings run from 4.2 to 5.0, and if you simply average those thirteen numbers you get 4.54. Weight each one by how many people actually left it and the figure drops to 4.4. The second number is the true one, and the gap between them is exactly the error this page exists to avoid.

It happens because the high scores sit on tiny samples. Five listings are rated 4.7 or above, and between them they hold 282 reviews, which is 4 per cent of all the Upper Antelope Canyon tours reviews on the page. The unweighted average hands those five the same influence as a listing with 2,987 reviews behind it.

So the rule used throughout this page is simple: a rating is only ever quoted next to the number of reviews holding it up. A 5.0 on five reviews is a statement about five people. A 4.5 on 2,987 is a statement about a product.

The distribution matters more than the average. The entry and guided walk at $90 holds 2,987 reviews at 4.5. The next listing, at $95, holds 1,214 at 4.2. Those two alone are 4,201 of the 6,370 Upper Antelope Canyon tours reviews on this page, or 66 per cent.

Add the next two and you are at 5,392, which is 85 per cent of everything. Below that, the page thins out quickly: six listings have fewer than 100 reviews each and hold 231 between them. Four of those six have fewer than 50.

That shape is normal for a niche with one dominant entry product and a long tail of longer, costlier itineraries. It is also why ranking these thirteen listings by rating alone produces nonsense, and why the listing at the top of this site is the one with the deepest sample rather than the highest number.

Two of the thirteen listings have word-for-word the same name and the same $95 fare, which makes the review numbers the only way to tell them apart. One holds 1,214 reviews at 4.2. The other holds 594 at 4.5.

Both of those samples are large enough to believe, so the 0.3 between them is a real difference rather than noise. It is also the single most useful thing the Upper Antelope Canyon tours reviews tell you on this page, because without the numbers the two listings are indistinguishable on screen.

What neither description explains is what the words prime time cover, so this page will not explain it for them. It reads as the name of a slot. The scores, however, are published and countable, and they point at the second of the pair.

Line the thirteen listings up by fare and the ratings refuse to follow. The cheapest, at $90, is rated 4.5 on 2,987 reviews. The most expensive, at $556, shows 5.0 on five. In between, a $170 listing sits at 4.3 on 197 reviews and a $149 walk at 4.4 on 385.

Read only the scores and you would conclude that the fare list is upside down. Read the samples underneath them and the picture is flatter than that: almost every listing with real evidence behind it lands between 4.2 and 4.5, whatever it costs, and the outliers above that band are the listings nobody has reviewed yet.

Which is a useful thing for the Upper Antelope Canyon tours reviews to establish. The extra money on this page buys extra hours and extra stops, as the descriptions say. It does not buy a measurably better visit, because no sample on the page is large enough to show one.

Two listings start in Las Vegas rather than Page, both at $259. One is published as one day and holds 70 reviews at 4.4; the other is published as 15 hours and holds 66 reviews at 4.7. Together that is 136 reviews, around 2 per cent of the total on this page.

So the 4.7 on the second of them is the kind of number this page keeps warning about: encouraging, and standing on 66 people. It is not evidence that a 15-hour road day is a better experience than a 90-minute walk, and the two are not really competing products anyway.

A score is a summary of how people felt about a booking they completed. It is not a description of the booking. The Upper Antelope Canyon tours reviews on this page cannot tell you how large a group is, what you are allowed to carry, how long a queue runs, whether children can come, or what happens to your money if your plans change.

None of that appears in the thirteen descriptions either, so this page does not guess at it. A 4.5 on 2,987 reviews is strong evidence that a listing delivers what it says it delivers, and no evidence at all about something it never mentions.

It also says nothing about what the canyon will look like on your date. What happens on those walls depends on the time of year and the time of day, and no rating on this page is a forecast of it.

If you want one sentence out of all this: the Upper Antelope Canyon tours reviews point at the cheapest listing on the page. Entry and a guided walk at $90 carries 2,987 reviews at 4.5, which is both the deepest sample and the most booked listing here, with 1,214 for the next one.

If you want the second sentence: the listing at $95 rated 4.2 on 1,214 reviews is the weakest score with real evidence behind it, and the ratings above 4.7 belong almost entirely to listings that only a few dozen people have reviewed.

And if you want the third: nothing on this page is a quotation, a selected comment or a curated highlight, because none of that is published to us. The Upper Antelope Canyon tours reviews here are counts and scores, shown with the counts attached.