There’s a little ritual I’ve come to dread. It kicks in every time I crack open something I’ve been saving. I’ll pour a saison conditioned on foraged elderflowers, let it settle, and take that first grassy, lemony sip. My head fills with notes—fresh hay, white pepper, a ghost of tart apricot. Then I grab my phone, open the app, and hit a wall. Do I go 4.25 because the finish thins out just a hair? Will a 4.5 oversell it? I know the algorithm’s watching, and it couldn’t care less about my poetic ramblings. It wants a number, and that number better be big.
I’m Charlie Hargrove. I’ve spent a decade writing about beer, judging competitions, and getting my heart stomped by rating systems that squash the whole experience into one lousy digit. The trouble isn’t that we’re rating beer—it’s that the bones of most apps actively punish everything in the middle and throw a parade for the loudest, most extreme flavors. We’ve built a digital world that trains palates to hunt down imperial stouts and triple IPAs while gorgeously balanced pilsners get left on the shelf.
The Tyranny of the Bell Curve (That Isn’t)
In a reasonable world, a rating system for something as squishy as taste would look like a bell curve. Most beers would cluster around the middle—a sturdy 3 to 3.5 out of 5, meaning they’re well-made, enjoyable, and nail what they set out to be. The real stinkers would tank, and the life-changing ones would soar. But that’s not what we get. Fire up any popular beer app and you’ll find a lopsided mess: a fat blob of 4.0+ ratings and a long, sorry tail of 2s and 1s for anything that dared to be subtle or, god forbid, a light lager.
This isn’t because most beers are masterworks. It’s because the system gets twisted by its own incentives. When you rate a beer, you’re not just jotting down a private note. You’re piling onto a global average that steers a brewery’s visibility, fuels a beer’s hype engine, and even decides what gets brewed again. The pressure to boost what you love and bomb what you don’t is real, because a 3.5 now reads like a funeral notice. A 3.5 on these platforms might as well be stamped “Skip it.”
The Social Currency of a High Score
There’s a weird social dance going on that nobody wants to talk about. Posting a 5-star review of a rare barrel-aged barleywine isn’t just a critique—it’s a flare. It tells the world you’ve got access to the rare stuff, your palate is refined enough to appreciate it, and you’re in the club. Giving a perfectly dialed Kölsch a 3.75 feels like mumbling into a gale. It won’t earn likes, won’t spark trades, and sure won’t make you look like a connoisseur. So the pull is to chase and crown the extremes, both in what you drink and how you score it.
Brewers have told me, quietly, that they’ve stopped making certain classic styles because the apps trashed their name. A beautifully built English mild, all toast and caramel with a low ABV, gets slammed with “thin” and “boring” by drinkers whose palates have been blowtorched by hazy IPAs dripping with two pounds of hops per barrel. The app doesn’t ask “Did this hit its mark?” It asks “Did this melt your face?”
The Extinction of the Middle
This is where it gets properly grim. The middle of the flavor map is where subtlety hangs out, where sessionability rules, and where the slow magic of lagering unfolds over a clean, quiet pint. But rating apps have turned the middle into a dead zone. When’s the last time you spotted a pilsner with an overall average north of 4.2? It happens, but it’s rare, and it’s usually a dry-hopped mutant that drinks more like a pale ale. A traditional Czech-style pilsner, with its soft, rounded bitterness and bready malt spine, might scrape a 3.6. On these platforms, that’s a failure. In the real world, it’s a feat of brewing precision.
The result is a feedback loop that’s actively bending what breweries make. If you know a 4.0+ average is what launches your new release into the “trending” feed, you’re going to brew the stuff that hits that mark. And that stuff is, almost always, high-ABV, intensely flavored, and often sticky-sweet. We’re watching whole tap lists turn monochrome—a swamp of pastry stouts, fruit-slush sours, and triple-dry-hopped everything. The beer world gets louder, and we lose the quiet triumphs.
Why a 3.75 Is the Most Honest Score You Can Give
I’ve made a personal rule. Unless a beer rewires my brain’s understanding of the style, I cap my ratings at 4.5. A 3.75 is my daily driver score for a beer that is exactly what it should be, executed without a wobble, but not exactly life-changing. This is the beer you want three of at the pub. This is the beer a brewer spent years tweaking to get just so. But in a system that only speaks hype, that 3.75 is a boat anchor, dragging the average down and making the beer look worse than one with 50 puffed-up 5-star ratings from people who sipped a 2-ounce taster at a festival.
The apps themselves don’t help. Many default to a 5-star visual with no half-star clicks, so you’re forced to round up or down. A beer you’d score 3.8 becomes a 4 because you don’t want to be the jerk who gave it a 3. A 100-point scale has the granularity a casual user ignores, but the 5-star system’s simplicity hides a nasty cliff: anything below 4 might as well not exist.
The Cult of the Whale Hunter
There’s a certain user type that feasts in this landscape, and I call them whale hunters. They don’t care about the beer in front of them; they care about the score it’ll spit out. They chase rarity, trade like maniacs, and their ratings are pure performance. A 5-star review is their trophy kill. The snag is that these users are often the most active, the loudest, and their ratings carry a crooked weight in the platform’s guts. They’re not checking in their local lager at the corner brewpub. They’re checking in the one-off barrel-aged oddity that 50 people will ever taste, and every single one of those 50 will slap a 5 on it because they’ve already sunk so much effort just to get it. The score becomes a badge of the hunt, not the glass.
This twists what “good” beer even means. A new drinker opens the app, sees the top-rated beers are all 14% ABV imperial stouts aged in bourbon barrels with vanilla and cinnamon, and figures that’s the peak. They never learn the joy of a crisp, minerally gose or a farmhouse ale that tastes like a summer meadow, because those beers idle at 3.7 and don’t crack the list. The apps are supposed to be guides, but they’ve turned into bouncers, and the door only swings wide for flavor bombs.
What a Better System Could Look Like
I’m not against rating. I’m against being lazy about it. A better system wouldn’t just demand a single number and walk away. It would toss out questions that make you stop and think. Something like: “How well does this beer nail its stated style?” and “Would you order another round?” Those questions force a pause. A double IPA that’s a tropical fruit warhead might earn a “5” for pure pleasure but a “2” for style accuracy if it’s supposed to be a West Coast bitter blast. A mild ale might grab a “4” on style and a “4” on reorderability, which paints a way more useful picture than a flat 3.6.
Some platforms have fiddled with weighted scores or “credibility” badges for reviewers, but those often backfire by minting a class of super-users whose tastes steamroll the conversation. The real fix is cultural, not technical. We need to say it out loud: a 3.5 is a good beer. We need to cheer the breweries that lock down a 4.2% bitter and quit rewarding the ones that just dump lactose into a kettle. I’d rather live in a world where we argue hotly about the carbonation of a pilsner than one where we’re all just ticking the next pastry stout and smashing the 5-star button on autopilot.
My Plea for the Quiet Beer
Next time you’re in an app, staring at that row of stars, pause a beat. Think about what the brewer was aiming for. If it’s a helles, don’t stack it against a double IPA. Stack it against the platonic ideal of a helles. If it’s clean, snappy, and makes you want another sip, give it a score that honors that craft, even if it’s a 3.75. You’re not burying it—you’re tipping your cap. The loudest beers will always find their crowd. The quiet ones need us to shield them, and that starts with a rating system that actually knows how to listen.
Frequently Asked Questions
Why do some beer rating apps seem to only show high scores?
Most apps sort by overall average or trending status, which naturally shoves beers with modest scores out of view. Since users tend to inflate ratings for beers they hunted down and bomb the ones they didn’t enjoy, the middle gets squeezed out. A 3.5 is statistically a solid beer, but on many platforms it falls below the default cutoff, making it look like only high-rated beers exist.
Does a low rating on an app mean a beer is poorly made?
Not even close, usually. A low rating often just means a mismatch between what the drinker expected and the beer’s style. A subtle, traditional lager might get hammered by people craving a flavor punch, even if it’s brewed perfectly. Real flaws like diacetyl or oxidation are one thing, but plenty of low scores are just “I don’t like this style” dressed up as objective fact.
How should I use beer ratings to find something I’ll actually enjoy?
Skip the big average number and dig into the actual text reviews. Find reviewers whose tastes click with yours and pay attention to the words, not the digits. A beer described as “crisp, crackery, with a firm bitterness” is a pilsner lover’s jackpot, even if its average is a 3.6. Follow people, not scores, and you’ll stumble on way more gems.
The system’s cracked, but we’re the ones with the hammers. Every rating is a tiny vote for the beer world we want. I’m voting for nuance, for balance, for the lager that tastes like three years of a brewer’s life. I hope you’ll climb aboard, even if that means handing out a few more 3.75s. The beer’s earned it.