Average Beer Ratings

I was talking to Luke recently and was surprised to find out that in his over 500 beers, he has never rated one 5 stars. That got me thinking about how we all use the rating scale. Here are some stats…

Row Labels Average Standard Deviation Max Min
Ben 2.91 1.03 5 0
Dad 3.54 0.70 5 0
Logan 3.22 0.80 5 1
Luke 3.18 0.78 4.5 0
Grand Total 3.24 0.87 5 0

The standard deviation column gives a bit of a feel for how much each user uses the full spread of ratings available to them, but it’s still a bit hard to visualize. So I took all of the ratings and rounded them down so that there were only 6 buckets (0-5). Then I calculated what percentage of each user’s ratings were in each bucket. So effectively, the histogram below is normalized across all users so we can compare apples to apples (e.g. I rate 39% of my beers a 3 and Luke rates 61% of his beers a 3.)


Obviously everybody has their own system for how they use the available ratings, but it does look like they are all close to a normal distribution centered around 3 which makes sense. I think I’ve written this before, but here’s how I personally use the ratings:

  1. 0 – Yuck. I’d pour it out if you handed it to me. (e.g. Bud Light Lime)
  2. 1 – I’d politely decline or hand it back if you offered me this.
  3. 2 – Sure, I’ll drink this but I wouldn’t pay for it.
  4. 3 – An average beer. I don’t have a problem paying for this but I don’t seek it out.
  5. 4 – This is a really good beer. If I see it in the grocery store, I’ll probably buy it.
  6. 5 – Epic beer. Buy it whenever you see it!

And since that’s how I do it, it’s obviously the right way to do it.

Neighborhood Brewing

When I’m out walking with Elijah, we regularly go past a neighbors house down the street and around the corner. He has his garage door open a lot and it’s obvious that he has some fancy brewing equipment in there. One day I finally stopped in with Elijah and just said, “You’ve got quite a setup here. Do you mind visitors?”

The guy’s name is Kevin and he is indeed very excited to have visitors. He’s in the process of launching his own brewery and has amassed some very nice equipment. His garage has about 10 taps, a small bar, some TVs and his brewing equipment. I’ve sampled some of his beer and it’s delicious! This is not your typical home brew setup.

He said he hasn’t really started marketing anything yet, but you can follow him on Facebook at Global Beer Company.

Top Beers

red-chair-nwpaI was recently asked what my favorite beers are. To the data we go! I have tried over 400 different beers and they’re all rated in Untappd. Here are the only beers that have received a perfect score from me.

Brewery Beer
Aslan Brewing Company Batch 15 IPA
Northwest Brewing Company Hoppy Bitch IPA
Fish Brewing Company Fish Tale Full Blast
Wingman Brewers Ace IPA
Worthy Brewing Worthy IPA
Sumerian Brewing Co. Narcissism IPA
Laughing Dog Brewing India Pale Ale (IPA)
No-Li Brewhouse Born & Raised
Worthy Brewing Worthy IPA
Firestone Walker Brewing Company Luponic Distortion: Revolution No. 001
10 Barrel Brewing Company Joe
Cascade Lakes Brewing Company Hop Smack
Sumerian Brewing Co. Pale Ale
GoodLife Brewing Company Descender IPA
Redhook Brewery Big Ballard
Hale’s Ales Brewery Supergoose IPA
Oskar Blues Brewery IPA
Mac & Jack’s Brewing Company African Amber
Deschutes Brewery Red Chair NWPA
Gallaghers’ Where-U-Brew Galley Mac Amber

If you don’t like IPAs, then you might not be thrilled with this list, but right now I would rank Oskar Blues IPA and Deschutes Red Chair as the best of the best. You can only find Red Chair from about January to May so it’s a special treat each year.

And while we’re on the topic of alcohol, how about a refresher on my list of top rums?

  • Sipping rums. Mt. Gay Extra Old is my go-to standard, but there’s a new entry on this list from a distillery in Woodinville: Puget Sound Rum Company C&C Honey Rum.
  • Mixing rums. If you’re mixing with Coke (or Coke Zero as I prefer), look no further than Kraken. If you’re mixing with fruit juice then grab some Mt. Gay Eclipse.

Beer Stats

craftbeerDad, Luke and I all use the Untappd app pretty regularly. Think of it like Facebook for beer. You “checkin” when you have a beer and you give it a rating. You can see what your friends are drinking, get recommendations, etc. I love it because it’s an easy way to keep track of all the different beers that I’ve tried and how much I like each one. It’s a great encouragement to keep trying new things.

I recently tied into their API and wrote a quick app that lets me download the data locally for analysis. There are lots of questions that I want to answer, but here are a couple fun charts to get started.

The first is a chart showing how many checkins we’ve each had by IBUs (International Bitterness Unit). It doesn’t show how much we LIKE them, but it does show which ones we generally try.I’d love to expand this to show how this has changed over time.


Here is one showing the cumulative number of checkins we’ve had over time. This chart is a little sloppy because each user series should have it’s own color, but there are only three of us so it’s not too hard to follow. If you look at the end of the chart, Luke is the top line, I’m the middle and Dad is the bottom. You might think that after a while, you run out of new beers, but if that’s true, we haven’t hit that point yet. We’re all on a pretty steady upward trajectory.

I took a look at which beers have the highest combined score from the three of us. The beers with wider distribution are more likely to win because to get to the top it helps if we’ve all tried it. Since I’m out on the west cost and they are in the midwest, most of the time our beers don’t overlap unless they are bigger breweries. Here are the top six in order.

Deschutes Brewery Red Chair NWPA
Bell’s Brewery Two Hearted Ale
New Belgium Fat Tire
Great Lakes Elliot Ness
Great Lakes Burning River Pale Ale
Deschutes Brewery Mirror Pond Pale Ale

Looking at the bottom of that list is a little silly because there are only 40 beers that all three of us have tried. I expanded it out to beers that at least two of us have had. There are 129 in that list and here are the bottom three. I bet you won’t be surprised.

Coors Light
Miller High Life
Bud Light

I’m looking forward to playing around a lot more with this data. If you want access too, just let me know.


Red Hook Tour Updates

redhookfalsestartA couple year ago, Red Hook in Woodinville did a big remodel of their bar and restaurant. I’m guessing around the same time is when they also made changes to their tour. Most notably, the price is now $5 instead of $1. It’s still worth the money, but it kind of takes the fun out of going multiple times in a row. Maybe that’s the point. You also now drink out of plastic cups and get your souvenir tasting glass at the end. The content has changed a bit too. There’s less trivia and more storytelling, but that could have been a style preference on the part of our guide. All the key parts are still there though.

They have a new seasonal beer there called False Start. It’s only available at the brewery but you can get a growler filled. It was created to be a good football-watching beer. It apparently took a long time for the lawyers to work out the name with the Seahawks (hence one of the meanings for “False Start”) so now it’s a just a generic “yay my favorite sports team” beer that just happens to be blue and green and have a name that brings up thoughts of Century Link Field. Try a glass or two when you’re there before it’s off the tap list.