Hello, r/Bourbon!
I’ve been undertaking a secret project for the past five months. The official Reddit Whisky Network Archive, linked on the sidebar of all the whisky subreddits, contains data of over 40,000 reviews of over 13,000 different whiskies, compiled over nearly a decade. When I volunteered to help u/throwboats manage it, it was in desperate need of standardization.
The bigger problem from r/Bourbon’s perspective, however, is that… nobody uses it anymore. None of the regular uploaders to the Archive are primarily bourbon reviewers, so almost all of the reviews of American whiskies in the archive date from many years ago.
So, I set about on my secret project – I’ve logged every single review posted on r/Bourbon for the past 5 months. That’s 1,905 reviews. u/NightRainb0w's post with some of the preliminary data proved quite popular, so here's the long-awaited follow-up with the complete dataset.
Here’s what I found:
Over the past 5 months on r/Bourbon:
1,905 reviews were posted between December 1st 2021 and April 30th 2022.
These consisted of 1,106 different whiskies, which were reviewed by 320 different users.
The average whisky scored 6.68/10.
81.3% of users scored their whiskies.
58% of users reported a price in their reviews.
Here's the breakdown by style:
| Style | # of reviews | Average Score |
|---|
| Bourbon | 1448 | 6.67 |
| Rye | 307 | 6.95 |
| Other (Tennessee, single malts, light whiskey, blends, etc.) | 150 | 6.22 |
| Total | 1905 | 6.68 |
Here's a histogram of the scores (all converted to the 10-point u/t8ke scale):
https://imgur.com/a/0pWODFZ
That’s a pretty nice-looking normal distribution, though skewed slightly towards higher scores. This is expected, as even though a 5/10 is defined as an “average whiskey”, people tend to drink and review whiskies they like, so their average score tends to be higher.
Here are the top reviewers from the past 5 months:
| Rank | Reviewer name | # of reviews | Average score |
|---|
| 1 | Prepreludesh | 55 | 7.4 |
| =1 | eagle_bonanza01 | 55 | 6 |
| 3 | Prettayyprettaygood | 37 | 6.07 |
| 4 | SpiritSurveyor | 35 | 5.57 |
| 5 | FrunkLeftFoot | 32 | 6.17 |
| 6 | DrStevenStrangelove | 31 | 6.36 |
| 7 | FlipPhoneRevolution | 30 | 7.07 |
| 8 | turbozedd | 29 | 6.75 |
| 9 | LIFOanAccountant | 26 | 6.65 |
| 10 | Dr_Meats | 25 | 7.13 |
| =10 | Train3rRed88 | 25 | 6.89 |
| 12 | NettaElaine | 24 | 7 |
| =12 | quixotic-88 | 24 | 6.88 |
| 14 | 2bullets4Toby | 23 | 6.44 |
| =14 | BrownLiquorDrinker | 23 | 6.68 |
| 16 | BlizardLizardWizard | 20 | 6.13 |
| 17 | cbrad1713 | 19 | 4.58 |
| 18 | Boticelli_ | 18 | 6.58 |
| =18 | Sierra046 | 18 | 6.06 |
| =18 | Xenoraiser | 18 | 6.31 |
| =18 | buckydean | 18 | 7.5 |
Unbelievably, u/Prepreludesh and u/eagle_bonanza01 are exactly tied at the top with 55 reviews apiece, though u/eagle_bonanza01 only gave scores on 6 of their reviews. Rounding out the top 5 are u/Prettayyprettaygood, u/SpiritSurveyor, and u/FrunkLeftFoot.
The average reviewer published 4.84 reviews over the past 6 months, and gave an average score of 6.89/10.
This means that the honor of being the most average r/bourbon reviewer goes to… u/wellerfoolproof (5 reviews, 6.88/10 avg).
The reviewer with the highest average score with at least 10 reviews was u/folly136, with an average of 7.93. The lowest average score was given by u/cbrad1713, with an average of only 4.58 (though admittedly most of that is from a single post listing scores for numerous horrible whiskies).
99 users published their first review. Welcome to the club!
Here are the most-reviewed whiskies:
| Rank | Whiskey | # of ratings | Average rating |
|---|
| 1 | Elijah Craig Barrel Proof | 40 | 7.42 |
| 2 | Stagg Jr. | 28 | 7.89 |
| 3 | Booker's | 22 | 7.41 |
| 4 | Elijah Craig Store Picks | 18 | 7.72 |
| =4 | Russell's Reserve Store Picks | 18 | 7.66 |
| 6 | Maker's Mark Store Picks | 17 | 6.94 |
| 7 | Remus Repeal Reserve | 16 | 8.03 |
| 8 | Barrell Seagrass Rye | 15 | 7.27 |
| =8 | Henry McKenna 10 | 15 | 6.29 |
| 10 | Knob Creek Single Barrel Select | 14 | 7.75 |
| =10 | Old Forester Single Barrel CS | 14 | 6.81 |
| 12 | Blanton's Original Single Barrel | 12 | 6.02 |
| =12 | High West A Midwinter Nights Dram | 12 | 7.06 |
| =12 | Jack Daniel's Single Barrel Barrel Proof | 12 | 7.87 |
| =12 | Maker's Mark 46 Cask Strength | 12 | 6.47 |
| 16 | Colonel E.H. Taylor Small Batch | 11 | 6.27 |
| =16 | Eagle Rare 10 | 11 | 6.23 |
| =16 | Westland Single Cask | 11 | 7.03 |
| 19 | Buffalo Trace | 10 | 5.84 |
| =19 | Four Roses Small Batch LE | 10 | 8.50 |
| =19 | Wild Turkey 101 | 10 | 5.97 |
| =19 | Wild Turkey Rare Breed | 10 | 6.89 |
*Simplified – batches, yearly releases, and store picks grouped together. If batches were counted as separate whiskies, then Henry McKenna 10 Single Barrel takes the top spot with 15 reviews, but when batches are combined, Elijah Craig Barrel Proof easily sweeps with 40 reviews.
And finally, here are the top-scoring whiskies (minimum 4 reviews) from the past 5 months, with batches, picks, and yearly releases separated out again:
| Rank | Whiskey | Average Score | # of reviews |
|---|
| 1 | Jack Daniel's Single Barrel Special Release Coy Hill | 8.53 | 7 |
| 2 | Stagg Jr. Batch 16 | 8.50 | 7 |
| 3 | Barrell Grey Label 24 | 8.47 | 4 |
| 4 | Stagg Jr. Batch 17 | 8.31 | 6 |
| 5 | Remus Repeal Reserve Batch V | 8.30 | 11 |
| 6 | Booker's 2021-04 Noe Strangers Batch | 8.29 | 4 |
| 7 | Old Forester 1910 | 8.24 | 5 |
| 8 | Four Roses Small Batch LE 2021 | 8.20 | 5 |
| 9 | Michter's Barrel Strength Rye 2021 | 8.03 | 4 |
| 10 | Barrell Seagrass 16 Grey Label | 7.96 | 9 |
| 11 | Elijah Craig Barrel Proof Batch A122 | 7.92 | 6 |
| 12 | Jack Daniel's Single Barrel Barrel Proof | 7.87 | 12 |
| 13 | Larceny Barrel Proof Batch B521 | 7.75 | 4 |
| =13 | Stagg Jr. Batch 14 | 7.75 | 4 |
| 15 | Barrell Armida | 7.73 | 4 |
| 16 | Stagg Jr. Batch 15 | 7.72 | 6 |
| 17 | Larceny Barrel Proof Batch C921 | 7.70 | 4 |
| 18 | Elijah Craig Barrel Proof Batch C921 | 7.61 | 7 |
| =18 | Wild Turkey Master's Keep One | 7.61 | 4 |
| 20 | Russell's Reserve Single Barrel | 7.58 | 6 |
Who’d have thunk that a Jack Daniel’s bottling would take this one?? Coy Hill fried palates and won hearts, taking first place with an average score of 8.53/10 on 7 reviews. Following right behind were a couple of Stagg Jr.’s, Barrell’s venerable Grey Label 24, and apparent subreddit favourite Remus Repeal Reserve Batch V.
When batches and yearly releases are combined like in the most-reviewed table, then Thomas H. Handy marches to the top of the board with an incredible average score of 8.98/10 on 6 reviews.
What about the all-important price data?
Here’s a scatter plot of average score vs. average reported price, for whiskies with at least 3 reviews. Some outliers are labeled.
https://imgur.com/a/VICZDye
If this kind of thing interests you, u/NightRainb0w is working on a follow-up post with much more statistical goodness, so stay tuned for that.
u/t8ke vs. The World
There are so many liquor stores that I didn't have a big enough sample to determine which store does the best cask picks, but I can definitely say that u/t8ke and the r/Bourbon crew's picks consistently score higher than cask picks from everywhere else. Well done gents!
| # of reviews | Average score |
|---|
| All cask picks | 249 | 6.98 |
| r/Bourbon picks | 82 | 7.15 |
| Everyone else's picks | 167 | 6.92 |
Random Interesting Stuff
The worst-reviewed whiskey in the dataset with at least 4 reviews was none other than Mellow F**king Corn, with an average score of just 3.8/10 (5 reviews). With at least 3 reviews, the worst is Basil Hayden’s (3.57).
r/Bourbon’s favorite Elijah Craig Barrel Proof batch (min. 4 reviews) was A122, with an average score of 7.92/10 (6 reviews).
r/Bourbon’s favorite Four Roses Single Barrel recipe (min. 4 reviews) was OBSF with an average score of 7.75/10 (4 reviews).
The only whiskey given multiple 10/10 scores in the dataset was Barrell Seagrass 16 Grey Label, with two 10s.
In conclusion…
What does this data mean? I can’t tell you. What I can tell you is that there are loads of people drinking bourbon then talking about it on the internet.
A couple data disclaimers –
There are so many different bottlings being reviewed that this is still a pretty small dataset. I also just don’t actually know all that much about bourbon, I’m just a scotch guy that likes messing with data and gets sick pleasure from data entry. If I’ve made a dumb mistake, please just let me know.
Is this kind of post interesting? What other kinds of data things would you like to see? Again, u/NightRainb0w and I are working on a follow-up post with much more crunchy stats goodness relating to value for money, so we're definitely looking for suggestions.
Until then, cheers and stay thirsty.
~ u/the_muskox