Rankings (based on "mean" rating data)

Talk Discussion in 'BeerAdvocate Talk' started by bubseymour, Feb 15, 2016.

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  1. pagriley

    pagriley Pooh-Bah (2,382) Oct 27, 2014 Illinois
    Pooh-Bah Trader

    This is cool thanks OP!

    I know it isn't possible (I have done analysis like this in the past) but another potential weighting factor is the number of reviews for the beers on the list. Reviews, not Hads too since the ticking culture messes with the data a lot.

    If you took the top 25 or top 50 beers from each state, rolled all their review ratings together and then did something like the top 250 list (Bayesian) then you might get quite a different result.

    I did it for Vermont and California and looked up the actual raw average rating for each beer:

    Top 25 beers Vermont:
    # beers with less than 100 reviews: 10
    Average n size: 233
    Average rating (weighted by n size): 4.57

    Top 25 beers California:
    # beers with less than 100 reviews: 4
    Average n size: 573
    Average rating (weighted by n size): 4.50


    To do this for all the states would take for ever (I had to manually look them up) but it is interesting for this comparison. Vermont and California top 25 are extremely similar in weighted average rating, but the average number of reviews indicates that the top beers in California are more widely attainable, and more reliable for ratings since they are consistently consumed more frequently.

    I have noticed that ratings tend to come down as a beer gets reviewed more often (the hype is real bro:stuck_out_tongue:) so Vermont might be benefiting from the rarity factor
     
    jtk, SeanBond, dennis3951 and 3 others like this.
  2. Mojo

    Mojo Initiate (0) Jul 21, 2012 Alabama
    Trader

    Alabama ranked as high as 5? No way they should be ranked ahead of North Carolina, but that being said, they have some brewers here that are killing it. Nice to not be dead last in everything but football for a change.
     
  3. westcoastbeergeek

    westcoastbeergeek Initiate (0) Sep 16, 2015 Canada (BC)

    Yup, especially for beers you can mostly only really get at the brewery.
     
  4. westcoastbeergeek

    westcoastbeergeek Initiate (0) Sep 16, 2015 Canada (BC)

    They don't even have 100 beers on their top 100 list and only one beer has 100+ ratings on that list. They should be listed as not enough data, but again nothing against the OP on that, they put in the effort to put it together in the first place :slight_smile:.
     
  5. drtth

    drtth Initiate (0) Nov 25, 2007 Pennsylvania
    In Memoriam

    Here's where geographical location of reviewer compared to brewery may come into play. Fresh may be more critical than rarity. The beer is different on tap at the brewery or packaged 3 days ago 5-20 miles from where I live than it is 3-4 weeks later and a thousand miles away from the brewery.
     
  6. pagriley

    pagriley Pooh-Bah (2,382) Oct 27, 2014 Illinois
    Pooh-Bah Trader

    True. I think that would be interesting to look at too. I wish I had the raw data to look at (merge it in with distance based on states or ZIP codes or something).

    I did look into freshness though, and almost none of the beers are distributed on both lists.
    By state the breweries on each list are:

    Vermont:
    Hill Farmstead - 19
    Lawson's - 3
    Alchemist - 2
    Fiddlehead - 1

    California:
    Russian River - 6
    Firestone Walker - 4
    Alpine - 3
    Lost Abbey - 2
    Bruery - 2
    Stone - 2
    Bottle Logic - 1
    Kern River - 1
    Alesmith - 1
    FiftyFifty - 1
    Noble Ale Works - 1
    Lagunitas - 1

    Nothing on the Vermont list sees any real distribution. SoS doesn't count... 2 states getting direct from the brewery deliveries once a week isn't really distro.

    Russian River famously controls their distro channel to ensure freshness, and a few others don't make any IPAs of note, so the only breweries that distribute on the list with beers that could be impacted by freshness are Alesmith, Alpine, Firestone, Lagunitas and Stone. The beers they have on the top 25 are:

    AleSmith Speedway Stout - Bourbon Barrel Aged - AleSmith Brewing Company
    Keene Idea - Alpine Beer Company
    Bad Boy - Alpine Beer Company
    Great - Alpine Beer Company
    Parabola - Firestone Walker Brewing Co.
    §ucaba - Firestone Walker Brewing Co.
    Parabajava - Firestone Walker Brewing Co.
    Stickee Monkee - Firestone Walker Brewing Co.
    Born Yesterday Pale Ale - Lagunitas Brewing Company
    Imperial Russian Stout - Bourbon Barrel Aged - Stone Brewing Co.
    Stone Enjoy By IPA - Stone Brewing Co.

    Most of these beers aren't distributed or aren't IPAs. I bolded the only 2 distributed IPAs. Both beers are actively managed to maintain freshness and deliver as quickly as possible to customers, so I don't think freshness is driving the difference.

    Interestingly for the 2 states I have looked at, freshness is either managed via non-distribution or very carefully managed directly by the brewery.
     
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  7. drtth

    drtth Initiate (0) Nov 25, 2007 Pennsylvania
    In Memoriam

    Wow, you are a true data geek! :slight_smile:

    FYI, you can put Hill Farmstead in VT on your "controlled" or managed freshness list. A few places in SE PA are regularly seeing kegs now through a local distributor but the proviso is that the kegs are stored properly and are not allowed to sit around for long periods of time before being tapped. Even though the bar(s) I know who have those kegs have agreed to the brewery and distributor conditions, it is also apparently being monitored from VT to some degree.
     
    #27 drtth, Feb 15, 2016
    Last edited: Feb 15, 2016
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  8. mudbug

    mudbug Pooh-Bah (1,762) Mar 27, 2009 Oregon
    Pooh-Bah

    Unless you can find a way to normalize the differences between states due to size and population, comparing states to each other is problematical at best. For instance, Vermont is half the size and population of San Diego.
     
  9. pagriley

    pagriley Pooh-Bah (2,382) Oct 27, 2014 Illinois
    Pooh-Bah Trader

    Yup, thanks! Sounds like the way Russian River manages it - if they hear about old beer, they pull you from the list of retailers allowed to sell their stuff. I imagine the mere threat of losing access to Hill Farmstead kegs would make bars behave - Simply being able to stock and advertise Hill Farmstead tapings must be really good for business.
     
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  10. pagriley

    pagriley Pooh-Bah (2,382) Oct 27, 2014 Illinois
    Pooh-Bah Trader

    I think that is true, but reinforces the point about Vermont having great (well, very highly rated at least) beer compared to other states. the fact it is so small, then the per-capita representation of Vermont beers on the top 250 is pretty impressive.
     
  11. mudbug

    mudbug Pooh-Bah (1,762) Mar 27, 2009 Oregon
    Pooh-Bah

    Vermont indeed has some stellar breweries but lets take a look, imagine comparing Vermont to just Portland, San Diego, or Santa Rosa Ca. Vermont probably wouldn't seem so much an outlier, then add again the fact that the New England Region and East Coast has a large majority of active BA members and it is little wonder the numbers line up like they do.
     
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  12. Ninjakillzu

    Ninjakillzu Initiate (0) Oct 5, 2015 Washington

    Very interesting, but not that surprising. Washington may be a "beer mecca" but there is little hype around here. That's both good and bad, as greater hype means the people with bad behavior (truck chasing, line cutting, mules) start to come out of the woodwork, while less hype generates less national interest and great beer gems often pass by unnoticed by the greater population.
     
  13. pagriley

    pagriley Pooh-Bah (2,382) Oct 27, 2014 Illinois
    Pooh-Bah Trader

    But that is basically my point - Vermont has a population of 600,000, so about 0.2% of the US population, and doesn't have a single town or city with a population over 100,000. Even so, they have 4 breweries represented in the top 250 beers list, with 27 beers ranking.

    A state with 0.2% of the nations population has over 10% of the top 250 beers in the country.

    Massachusetts is close with Trillium and Tree house (or Tradillium and Trade House if you prefer :stuck_out_tongue:), but their population is 10 times that of Vermont.

    I know that isn't the same analysis that the OP did, but purely from the perspective of 'world class beers per capita' Vermont is kicking some major arse if you go by that rankings and ratings.
     
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  14. SammyJaxxxx

    SammyJaxxxx Initiate (0) Feb 23, 2012 New Jersey

    Wyoming is #2 and California is #20
    I am going to suggest that is evidence that the methodology may be slightly askew.
     
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  15. ELS

    ELS Savant (1,053) Apr 22, 2012 Florida
    Trader

    What was the ratings sample size for the beers being used in this analysis? You ever notice that some beers with less than 50 ratings have these very high numbers above 4.5 which are skewed because locals are the only people who have had a particular beer and therefore highly biased about their local brewery. You can't compare that to a beer with a thousand ratings and expect accurate results. Do you really think that there are more beers in Wyoming that are better than the beer in California? Of course not. It's just that Wyoming has smaller and fewer breweries with less distribution. Nobody from out of state ever drinks their beer.
     
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  16. bubseymour

    bubseymour Grand Pooh-Bah (4,800) Oct 30, 2010 Maryland
    Pooh-Bah Trader

    Like the Tradillium/Trade House parody! Good stuff there! :-)

    However the goal I was aiming at by showing the "mean" stat rankings wasn't to further promote the state/region/country has the most whale chasing 1% elite beers. We do that promotion on most every other forum post review and trade offer on here and try to claim that is why state "X" is the best or why US is better than Europe etc. The purpose of the "mean" is to tell the story of the quality of the other 99% of beers brewed in the location and how good the average/mean is. That to me is the greater argument to "which state/region/country is the best.
     
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  17. TrojanRB

    TrojanRB Grand Pooh-Bah (3,779) Jul 27, 2013 Texas
    BA4LYFE Society Pooh-Bah Trader

    I think the rankings have significant regional bias. Would like to see a membership heat map.

    Everyone thinks their local beer is the best. Those regions with the highest membership density will determine the rankings.
     
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  18. bubseymour

    bubseymour Grand Pooh-Bah (4,800) Oct 30, 2010 Maryland
    Pooh-Bah Trader

    No but what this rating tells you is this:
    Blindfold a person and have them walk into a bottle shop in CA filled with only 1 beer from all the thousands of different beers brewed in the state. Do the same thing in WY (yes realize probably only a few hundred at best different beers). Chances are better you'll get a better quality beer in WY than CA at random sampling. That is what the mean tells you (in theory).
     
  19. bubseymour

    bubseymour Grand Pooh-Bah (4,800) Oct 30, 2010 Maryland
    Pooh-Bah Trader

    Which is exactly why I think the mean rankings are probably the best we have. Top 5 states are all low population and from 5 different regions of the country. Next 5 are fairly high pop. states. It takes away all the forum posters/raters from CA and New England populations and ignores all the opinions and just basis it on average ratings from all active beers with at least a minimum of 10 reviews. If there is any flaws to the data sample, its the fact that too many people on BA don't bother to write reviews for the less hyped/more pedestrian beers from smaller breweries thus not getting them into the sample data because those places/beers have less than 10 reviews.
     
  20. Soneast

    Soneast Pooh-Bah (1,751) May 9, 2008 Wisconsin
    Pooh-Bah

    haha, was surprised to see WI so low, but you do bring up a good point about all the shitty beer in this state bringing us down. Minhas alone is probably enough to bring ANY state down to the bottom 45 lol. Then when you factor in stuff like Horny Goat, City Brewing, Rhinelander Brewing Co., Leine's, Hamm's, Miller...well, we didn't stand a chance.
     
    #40 Soneast, Feb 16, 2016
    Last edited: Feb 16, 2016
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