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Sam Adams: From Poke to Woke… And You’re Next

A wise man can hear profit in the wind.

-22nd Rule of Acquisition

Last year we published an article entitled Sam Adams: The Waking Giant.  In it, we compared The Boston Beer Company, commonly referred to as “Sam Adams” after its flagship beer, to a slowly waking giant, and made the case that the brewery was poised for a rebound particularly in regards to the company’s stock price (NYSE: SAM).

At that time, the company’s valuation was taking a beating with shares trading for around $150 a piece down from a high of around $315 just two years prior despite being the second-largest craft brewery in the U.S. ¹  We suggested that co-founder, billionaire, and Harvard grad Jim Koch was making some noticeable and innovative changes to his typical play-it-safe brewing philosophy which could spell big profit for the company.

For general readability, we focused more on a shift in the spirit of the company instead of an in depth discussion of the fundamental and technical analysis behind the reasons why we felt a course-change was underway at Sam Adams.

The bear that is Sam Adams (read: Jim Koch) was getting pokes from both external forces but more importantly from folks within the company encouraging Koch to compete with other craft breweries with flavorful trending beer styles including a juicy, hazy New England IPA of its own (Boston is in the heart of New England, after all).

Moment of Truth

So how did our prediction turn out?

Let’s put it this way: if someone had invested in Sam Adams at the time we ran the article, that someone would be up about 100% right now.  Not too shabby.

For comparison’s sake, if that same someone had instead put their money into a Bank of America savings account back then, they’d be up about .01% today.

To be fair, given enough time the money in the savings account would eventually yield the same return as that investment in Sam Adams.  Of course, that would only take about 10,000 years, but who’s counting.

Joking aside, this article isn’t really about how we predicted a winner, but more importantly, how you can.

Channeling Your Inner Profit

Back in 1923, Edwin Lefèvre wrote what is now considered a classic investment book titled Reminiscences of a Stock Operator.  Some of the most successful stock traders of the modern era include that book in the syllabus of required reading for both Wall Street newbs and gurus alike. ²

Similar to the investment philosophy of legendary money manager Peter Lynch³, Lefèvre offered a practical common-sense approach to stock trading, insisting that savvy traders use their knowledge of the world to elicit profit in the market.

Predicting that Sam Adams’ share price would bounce back wasn’t magic.  It was simply the result of being immersed in the world of beer and then intersecting that knowledge with an understanding of the stock market (20 years’ experience in trading stocks doesn’t hurt either).

If you made a bundle by investing in Sam Adams recently, cheers.  If you missed that boat, don’t sweat it because as seasoned investors know the deal of the century comes along once a week.

The more important message to you, my dear beer-loving reader, is this: be mindful not to discount the value of your passion for beer, homebrewing or whatever else your thing might be.  Often times, there’s substantial profit to be had for those who seek opportunity by applying their personal interests to the market appropriately.

This is increasingly true in today’s side-hustle economy where fortune commonly shines its face on the business-ninja who aligns their passion with market conditions.

From Poke to Woke

A year ago, we suggested that Sam Adams was a bear with the passion and talent to lead again. The bear’s eyes were just starting to open.  It just needed a little poke.  That the bear is now woke.

Today, we’re suggesting that the same is true for many of us.  Some of us just need a little poke.

Poke.


Hi, I’m Dan: Advocate of day-seizery, dream-manifestification and community giving-back-ery.

References:
1. “Brewers Association Releases 2017 Top 50 Brewing Companies By Sales Volume.” Brewers Association, 23 Mar. 2018, www.brewersassociation.org/press-releases/brewers-association-releases-2017-top-50-brewing-companies-by-sales-volume/.
2. Schwager, Jack D. Market Wizards: Interviews with Top Traders. John Wiley & Sons, 2013.
3. Lynch, Peter, and John Rothchild. Beating the Street. Easton Press, 1993.

BeerSyndicate’s Top Beers and Breweries of 2018

Our list of “The Best Beers and Breweries of 2018” is the result of a combined analysis of the top rated beers as determined by over 10 million collective beer reviews as reported by the three separate beer rating websites BeerAdvocate, Untappd and RateBeer.

Here’s how it works:

In order to rank the top beers from Untappd, RateBeer, and BeerAdvocate, we started by combining all of the top 50 beers from all three websites into a single super list, and then removed any meads, retired beers and any duplicate beers including multiple vintages.

This brought the total number of beers on the list down to 75.  Next, we assigned a score to each remaining beer on the list by averaging a given beer’s score from Untappd, RateBeer and BeerAdvocate.  Finally, we arranged all the beers on the list from highest to lowest score, and identified the top 50.

The Top 10 Beers are listed below, however the entire top 50 can be found here.

The Top 10 Beers of 2018

RANKNAMEBREWERYSCORE
1.Kentucky Brunch Brand StoutToppling Goliath Brewing Company4.666
2.Dark Lord - Marshmallow Handjee3 Floyds Brewing Co.4.63
3.Hunahpu's Imperial Stout - Double Barrel AgedCigar City Brewing4.623
4.Zenne y FronteraBrouwerij 3 Fonteinen4.586
5.Mornin' DelightToppling Goliath Brewing Company4.576
6.Pliny The YoungerRussian River Brewing Company4.573
7.Barrel-Aged AbraxasPerennial Artisan Ales4.566
8.Barrel Aged Imperial German Chocolate Cupcake StoutAngry Chair Brewing4.543
9.Juice MachineTree House Brewing Company4.536
10.Trappist Westvleteren 12 (XII)Brouwerij Westvleteren4.53

[Note: Untappd lists beers of different vintages as separate individual entries such as with the many “Bourbon County” vintages from Goose Island, whereas BeerAdvocate and RateBeer simply combine all the vintages and assigns a single entry and single score.  To simplify our list, we combined all vintages of the same label on Untappd, averaged the score, and then averaged that score with the scores from RateBeer and BeerAdvocate.]

Determining The Top Breweries of 2018

To calculate our list of top breweries, first we combined all of the beers that appeared on RateBeer, Untappd, and BeerAdvocate’s top 50 into a single super list.  Then, each brewery was awarded a single point for each beer it had on the super list, excluding meads and retired beers.

Finally, the breweries were ranked by the number of points they had, with tiebreakers being determined by the average score(s) of the beer(s) per brewery. To determine the average score of a given beer, we simply averaged that beer’s individual score from RateBeer, BeerAdvocate and Untappd.

The Top 10 Breweries of 2018

RANKBREWERY# OF BEERSAVERAGE
SCORE
1.Tree House Brewing Company184.42
2.Toppling Goliath Brewing Company104.53
3.3 Floyds Brewing Company74.40
4.Cigar City Brewing64.54
5.Hill Farmstead Brewery64.43
6.AleSmith Brewing Company64.40
7.Founders Brewing Company54.48
8.Goose Island Beer Co.54.43
9.Russian River Brewing Company54.41
10.Funky Buddha Brewery44.47

[All rating data was pulled from RateBeer, BeerAdvocate and Untappd on 3/19/18.]

And of course no beer list would be complete without somebody explaining why it sucks.  So for your entertainment, we’ve included a conversation with the dreaded “Critique Master” below who does an utterly thorough job of destroying our beer list and possibly every other beer list there is.

Enjoy! 


A Conversation with Critique Master about the Top Beers:

Critique Master: First things first: we’re barely a third of the way through 2018, so how the heck can you make any semblance of a claim about the year’s “top beers and breweries” when the year isn’t even over yet?  Even if you combine all the data from BeerAdvocate, RateBeer and Untappd, that data is subject to change at any moment, right?  So isn’t this just a list of what’s best at this very second and not really useful? Just sayin’…

BeerSyndicate: Wow, coming straight out the gate swinging, huh?  Fair enough, I guess.  So yes, you’re partially correct, the beer ranking of top beers on RateBeer, BeerAdvocate and Untappd is subject to change.  But just because something can change, doesn’t mean that it will.  At least not much in this case, anyways.

For example, looking back almost one year ago today, 10 of the first 11 beers of BeerAdvocate’s top beers back then were the very same beers on the top of its list today. In fact, if one beer in the top 11 hadn’t been retired (namely King JJJuliusss from Tree House Brewing), the beers on that list from a year ago would be exactly the same as it is today with just a slightly different order. Other data points from RateBeer and Untappd were similar.

Critique Master: That’s all well and good, but do we really need another “best of” beer list?  I get it, beer ratings can influence buying decisions sometimes in a major way like in the case of Westvletern, but I mean, can’t you spend your time doing something more important?  Just sayin’…

BeerSyndicate: Yes and no, in that order… or some other order.

Critique Master: Very cute.  Come to think of it though, technically this isn’t even really “your” list of “top beers”, is it? I mean, I think you guys are actually being really misleading because you’re basically just relying on all of the reviews from BeerAdvocate, Untappd and RateBeer, to which you’ve contributed exactly zero reviews.

Just sayin’…

BeerSyndicate: Well, our list was more about compiling and analyzing a larger amount of data in an attempt to get a more complete picture of the top rated beer and breweries. I don’t know, we thought it was a pretty cool idea, but you are the Critique Master, and we respect your title.

Critique Master: I am indeed the Critique Master, and you will tremble at my critiquing powers.  Speaking of which, you mentioned that you excluded meads, retired beers, and different vintages of the same beer from your list?  That doesn’t seem fair.   Care to explain why you’re cherry picking the data?

BeerSyndicate: As tasty as mead can be, it’s a honey wine made only with honey, water and yeast.  In other words, it’s not a beer.  Beer, on the other hand, has to contain at least some grain.  That said, if there was a braggot on any list, which, as you know, is a kind of mead made with the addition of barley malt, then we would have included it.  But there wasn’t, so we didn’t.

As for excluding retired beers (which encompasses previous vintages of a given beer), we simply wanted to give a representation of the best beers currently being produced on the market and also make all of the data consistent since Untappd is the only site of the three that separates out certain vintages of the same beer.

This is just one way of looking at the data.  You could certainly do it some other way.

Critique Master: Yeah, I’d probably do it a different way.  Or actually I wouldn’t do it at all, because your entire dataset is flawed.  Just sayin’…

BeerSyndicate:  Here it comes.

Critique Master: For starters, Untappd doesn’t seem to have any set guidelines for how its users should rate a beer, so the justification for the average score of any beer is unclear, though my guess is that most users determine a rating based on how much the user “personally enjoys” a given beer, which is subjective. 

On the other hand, BeerAdvocate has its users rate beer according to how well they think a beer represents the definition of the beer style listed on the BeerAdvocate website.  And RateBeer is somewhere in the middle.

In other words, your list of “top beers” confusingly blends reviews that are based on purely subjective personal enjoyment like many on Untappd and also reviews that are rated according to some more fixed standard.  Apples and oranges.

In addition, the varying levels of individual experience and palate acuity of the reviewers determining the score for a given beer on any social beer rating site is also problematic.

Not only that, but I bet it’s mainly Americans who are doing the beer reviews, so that limits your results to mainly the American beer scene and palate, and to a lesser extent non-American English speakers.  Just sayin’…

BeerSyndicate: It’s true— we’re taking the data from BeerAdvocate, Untappd and RateBeer at face value.  And though we can’t say for certain, you’re probably right that the user base of all three websites is likely mainly American, and then non-American English speakers.

You’re also right to question the level of experience any users has on any of those sites and how that might affect the relative objectivity of any beer’s score.

That said, we never claimed that our list is a list of the “best beer in the world”.  It could be, but all we said was this is a list based on an analysis of the top beers per RateBeer, Untappd and BeerAdvocate.

But you have a valid point when it comes to the subjectivity of scoring a beer based on personal enjoyment as you assume many users on Untappd do.  People have different personal preferences, so beer scores based on those kinds of reviews may not necessarily be very useful to everyone.

If you think reviews from Untappd are too subjective or more of a social app than a serious rating site, we could show you what the top 10 beers would look like if we totally excluded Untappd’s data, and only show you the combined results of the top beers from RateBeer and BeerAdvocate?

Critique Master: I’m mildly interested.  Go ahead and show me your findings, but make it quick.

BeerSyndicate: Right away, but only because you’re mildly interested:

[Below are the top 10 beers based only on BeerAdvocate & RateBeer data]

RANKNAMEBREWERYSCORE
1.Kentucky Brunch Brand StoutToppling Goliath Brewing Company4.685
2.Zenne y FronteraBrouwerij 3 Fonteinen4.58
3.Hunahpu's Imperial Stout - Double Barrel AgedCigar City Brewing4.565
4.Mornin' DelightToppling Goliath Brewing Company4.55
5.Dark Lord - Marshmallow Handjee3 Floyds Brewing Co.4.535
6.Pliny The YoungerTree House Brewing Company4.525
7.Trappist Westvleteren 12 (XII)Brouwerij Westvleteren4.515
8.Barrel-Aged AbraxasPerennial Artisan Ales4.505
9.Barrel Aged Imperial German Chocolate Cupcake StoutAngry Chair Brewing4.495
10.Canadian Breakfast Stout (CBS)Founders Brewing Co.4.485

Critique Master: Huh, 9 out of 10 beers from the list without Untappd’s data were the same as the list with it. But that could mean anything. And anyways, the source data from all of these beer review sites— and even your data— could still be untruthful, corrupt or suspect in some way.

For example, Anheuser-Busch InBev acquired a minority stake in RateBeer back in 2016, so even if we assume RateBeer’s data was otherwise perfect, I now have at least a minority reason to be skeptical.

Funny— you’d think that with the glut of AB-InBev-owned Goose Island beers in Untappd’s top 50, it was Untappd that was being influenced by Anheuser-Busch. Anyways.

But here’s an even bigger problem with all of these “top beer” lists: they’re just lists of over-hyped beer. And this is largely because few if any of the beer reviews on Untappd, etc. are done blind.

BeerSyndicate: It’s a fair point to make that the “hype factor” may have some effect on some of the beer reviews that appear on BeerAdvocate, RateBeer and Untappd.  But exactly how to account for the “hype factor” and to what degree that hype even has an effect on those reviews is up to speculation.

Sure, some folks might over-score a hyped beer, but some might unfairly under-score a hyped beer because it doesn’t live up to mountains of hype. And then some might be impartial and not let the hype influence their judgment either way.

So it seems reasonable that blind tastings are potentially helpful for eliminating some of the elusive “hype factor”, though someone doing a blind tasting may think they know what beer it is that they’re sampling, and somehow that could affect their scores.

Nevetheless, most professional and homebrewing competitions in the U.S. are judged blind.

If you like blind beer reviews, you might like the ones Paste Magazine puts out.

Critique Master: Actually, even though Paste Magazine does blind reviews, they score beer according to “personal enjoyment” similar to many Untappd reviews, which, like I said, is pretty darn subjective.

I mean, why go through all the trouble of doing a blind review in the name of objectivity just to introduce subjectivity back into the equation by judging beer according to personal enjoyment instead of some independent publicly established standard like the BJCP Beer Style Guidelines?

Just sayin’…

BeerSyndicate: Not sure.  We still like Paste beer reviews, but you might have a point.

That said, beer styles can change over time, so a fixed definition of beer would also have to be subject to change.  Paste might be trying to account for the real-time evolution of beer styles by not strictly adhering to past publications of the BJCP Beer Style Guidelines.

Critique Master: Nice try, but basing a beer review on “personal enjoyment” isn’t the same thing as trying to account for a possible subtle development of a particular beer style.  Just sayin’…

BeerSyndicate: Alright, so to sum up your position thus far: You have a problem with the beer reviews from Paste and Untappd because they base their reviews on personal enjoyment, which is subjective.

You’re suspect of RateBeer reviews because AB InBev owns a minority stake in the company.

You have a problem with BeerAdvocate because similar to Untappd and RateBeer, its users aren’t necessarily preforming blind tastings to rate beer.

And you obviously don’t like our list of top rated beers because, well, you don’t like the data it’s based on.

Does that about cover it?

Critique Master: Almost.  Rating a beer based on personal enjoyment is obviously problematic due to the subjectivity of personal preference, so to make things less subjective, it’s better to rate beer according to a fixed standard like the BJCP Beer Style Guidelines.

Even if you view the style guidelines as purely conventional, sort of like the common convention of using inches or centimeters on a ruler, it’s still better to have a common public standard to rate beer than whatever private reasons an individual has for determining their personal level of enjoyment.

But even then, people still have to judge a beer based on their individual physiological sense of taste, which can vary from person to person.  For example, people may perceive the intensity of certain taste sensations differently.  About 25% of the population are supertasters and perceive certain flavors more intensely than other people, 50% are normal tasters, and 25% are non-tasters who perceive flavors less intensely than normal tasters and far less intensely than supertasters.

In other words, if you’re a supertaster, then your review of a given beer may not be as relevant to normal tasters, and even less so to non-tasters.  Therefore, people conducting beer reviews should get tested to determine if they are a supertaster using a $5 test.

BeerSyndicate: No offense Critique Master, but hardly anyone will get tested to determine if they’re a supertaster, normal taster or a non-taster.

Not only that, but you’re gonna end up with three sets of beer reviews: one for supertasters, one for normal tasters, and one for non-tasters.  Not to mention, the person reading the review would also have to be tested to know which beer review applies to them.

Then you’d also have to control for other conditions including the serving temperature of the beer, the kind of glass it the beer is served in, environmental distractions, the level of experience of the taster, the level of intoxication of the taster, maybe the diet of the individual like they do with professional coffee tasters, and I’m sure there are other factors we haven’t thought of.

It’s too prohibitive, especially just for the sake of beer reviews.  It’s simply easier for the public to buy a given beer and try it for themselves.

Critique MasterExactly.  And because of this, most or maybe all beer reviews have very little practical application to the individual— except for maybe a blind review done by experienced individuals with trained palates according to a fixed standard and intended for their own personal use.  I suppose this also goes for wine and food reviews too.

By the way, this also means that you’ve wasted your time doing your little analysis of the so-called top beers and breweries of 2018, assuming you were trying to generate any meaningful data in the first place.

Just sayin’…

 

Next on tap on the BeerSyndicate Blog: Ranking the Beers of Rodenbach!


Hi, I’m Dan: Beer Editor for BeerSyndicate.com, Beer and Drinking Writer, Award-Winning Brewer, BJCP Beer Judge, Beer Reviewer, American Homebrewers Association Member, Shameless Beer Promoter, and Beer Traveler.

Data Chug: An Analysis of RateBeer’s Top 50 Beers

Beginning in 2000 as a general beer forum, RateBeer developed into one of the largest beer rating websites in the world, with a listing of more than 470,000 different beers in its database as of early 2013.  Similar to other beer rating websites, RateBeer maintains an ongoing list of its top rated beers, 50 to be exact.

As with our previous analyses of BeerAdvocate and Untappd, we reviewed RateBeer’s Top 50 beers in an attempt to identify any trends regarding brands, beer styles, alcohol content, breweries etc.

For fun, we created a sortable list of RateBeer’s Top 50 Beers which can be arranged by brewery, country/state, ABV, etc.  This is the same list that we used to generate most of the results below.

And now, on with the show.

1. The Top 10 Highest Rated Beers on RateBeer

1) Kentucky Brunch Brand Stout -Toppling Goliath Brewing Company
2) Trappist Westvleteren 12 (XII) – Brouwerij Westvleteren
3) Mornin’ Delight – Toppling Goliath Brewing Company
4) Hunahpu’s Imperial Stout – Double Barrel Aged – Cigar City Brewing
5) Bourbon Barrel Aged Dark Lord Imperial Stout – 3 Floyds Brewing Co.
6) Pliny the Younger – Russian River Brewing Company
7) Dark Lord Russian Imperial Stout – Bourbon Vanilla Bean – 3 Floyds Brewing Co.
8) Speedway Stout – Bourbon Barrel-Aged – AleSmith Brewing Company
9) Bell’s Black Note Stout – Bell’s Brewery, Inc.
10) CBS (Canadian Breakfast Stout) – Founders Brewing Company

Interestingly, Toppling Goliath’s Kentucky Brunch Brand Stout is the top rated beer on both RateBeer and BeerAdvocate, and Mornin’ Delight from the same brewery also appears in the top 10 on both lists.  The three other beers appearing on both the top 10 from RateBeer and Beer Advocate were Russian River’s Pliny the Younger, Three Floyds’ Dark Lord Russian Imperial Stout – Bourbon Barrel Aged and Cigar City’s Hunahpu’s Imperial Stout – Double Barrel Aged.

The only beer that RateBeer and Untappd’s share in the top 10 was Double Barrel Hunahpu’s from Cigar City.

2. The Most Popular Beer Style Listed on RateBeer’s Top 50

Of the more than the 100 different beer styles in the world, only 9 appeared in RateBeer’s list of its Top 50 beers.   Of those 9 beer styles, it was Imperial Stout that stood out by far with 26 examples of this dark and boozy beer in the Top 50.  Examples of Imperial Stout dwarfed the next most popular beer style, Double IPA, by almost 400%, making it a statistically significant outlier as represented by the green data point below.

Clearly, Imperial Stouts dominate RateBeer’s Top 50, comprising more than half of the beers on the list, which was nearly identical to the percentage of Imperial Stouts on Untappt’s Top 50 (52% vs 54%, respectively).

3. Analysis of the Alcohol Content of RateBeer’s Top 50

The majority of beers in RateBeer’s Top 50 had an alcohol content of greater than 9%, as can be seen in the chart below.

The average ABV of all the beers listed on Untappd’s Top 50 beers was a boozy 11.39%, which is similar to the 11.55% average ABV of Untappd’s Top 50.

The beer with the lowest ABV on RateBeer’s Top 50 was “Ann” from Hill Farmstead Brewery weighing in at 6.5%, while the most potent beer on the list was “Buba Extreme Jack Daniels BA” (16%) from the Polish brewery Browar Szałpiw.

These figures exclude the unlisted ABVs of “Trademark Dispute (Green),” an Imperial Stout from Cycle Brewing, and “Aaron,” a Barley Wine from Hill Farmstead.  But seeing as how these beers were on the boozier end of the ABV spectrum, the average ABV of the Top 50 is not likely to be affected much.

4. Analysis of the States/Countries of  RateBeer’s Top 50

Similar to both BeerAdvocate and Untappd, the majority (82%) of beers in RateBeer’s Top 50 were from American breweries.  As shown in the chart below, only 9 beers in the Top 50 came from non-American breweries; Poland had 1, Sweden 2, and both Denmark and Belgium had 3 each.

The average number of beers per state/country listed above is 3.33, and the only state with a statistically significant number of beers in the Top 50 was California with 8, which is considered a statistical outlier.  In three impressive cases, all the beers from a given state came from just one brewery, including Toppling Goliath in Iowa, 3 Floyd’s in Indiana, and Bell’s in Michigan.

When identifying outliers like California, we try to look for explanations as to why it is performing at a statistically significant level than other states or countries.  One possible explanation for this is the number of breweries in California compared to other states/countries.

For example, some states have more breweries than others, which could potentially increase the number of beers from a given state or country listed in the Top 50.  As mentioned, California has the highest number of beers in the Top 50 with a total of 8, which seems rather high at first glance.  However, if you consider that there are just over 800 breweries in California as of this writing, the relative number of beers contributed by California to the Top 50 based on the number of breweries in the state was just 1.00%.

As shown in the chart above, no longer is California leading in relative terms, but rather Vermont is with 4 from a total of 84 breweries, or 5.48%.  Interestingly, 3 out of 4 of the beers from Vermont appearing in the Top 50 were from Hill Farmstead, namely Aaron, Abner, and Ann.  In other words, a large part of the reason why Vermont is performing at a statistically significant level is due to Hill Farmstead’s individual level of success.

5. Most Popular Breweries on RateBeer’s Top Rated Beers

Below is a chart of the number of beers per brewery appearing in RateBeer’s Top 50.

The average number of beers contributed per brewery was 1.92.  On the face of it, not a single brewery stuck out as contributing a statistically significant number of beers to RateBeer’s Top 50.

However, some breweries produce a greater variety of beers than others, which might create a greater potential for breweries that brew a larger variety of beer to have more beers in the Top 50 than others.  So let’s take a look at what happens when we consider the relative percentage of beers contributed by a particular brewery based on the number of beers that brewery produces.

As shown in green above, there were three breweries with a statistically significant percentage of beers in the Top 50 relative to the total number of beers they produce.  These outlier breweries were Toppling Goliath (8.16%)Rochefort (33.33%) and Westvleteren (66.67%).  The Belgian breweries of Rochefort and Westvleteren are special cases in that they produce only three beers each which they’ve perfected over hundreds of years, whereas Toppling Goliath is a relatively new American brewery (2009) that produces 49 different beers, one of which sits in first place on both BeerAdvocate and RateBeer’s top 50.

Not only is one of Toppling Goliath’s beers the highest rated on both RateBeer and BeerAdvocate’s lists (selling for upwards of $1,000 per bottle on the secondary market), but Toppling Goliath is the only brewery that was consistently determined to be contributing a statistically significant number of beers to the Top 50 relative to the number of beers it produces on BeerAdvocate, Untappd and RateBeer.

In other words, a statistical analysis of three separate beer rating sources with more than 10 million reviews combined have shown that Toppling Goliath is living up to its name in a pretty serious way.

But this wasn’t the only data-driven revelation we discovered after chugging all the numbers.  In the final episode of Data Chug, we put it all together and deliver to you:

The Best Beers and Breweries of 2018.

Nah, the year ain’t over yet, but we’re just gonna go ahead and let the numbers speak for themselves.


Hi, I’m Dan: Beer Editor for Beer Syndicate, Beer and Drinking Blogger, Beer Judge, Gold Medal-Winning Homebrewer, Beer Reviewer, American Homebrewers Association Member, Shameless Beer Promoter, and Beer Traveler.

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