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Sean Wrona - RotoBaller

975 articles

I ran the auto racing statistical archive race-database.com from 2007 to 2015 and have been doing advanced auto racing analytics since 2013, mostly on my website Racermetrics. I was generally regarded as the fastest typist in the world throughout the 2010s, being most famous for winning the Ultimate Typing Championship at the South by Southwest Interactive conference in 2010. In 2021, I released my first book, Nerds per Minute: A History of Competitive Typing. I am currently doing research for a second book where I intend to rank the top 1,000 drivers in motorsports history and have built several statistical models to rank drivers across various motorsports series. I have just recently launched a blog at http://seanwrona.substack.com/ where I am releasing one driver capsule a day for my book if you are interested in subscribing. I earned a BA in Economics and an MPS in Applied Statistics from Cornell University in 2007 and 2008 respectively. I also am an expert-rated tournament Scrabble player. In high school, I was the statistician for the Mensa Scrabble-by-Mail Special Interest Group and wrote a 15-20 page column in that group's newsletter every other month. As you can see, I've been at this for a quarter century already.

Articles

Hendrick Speed At Las Vegas May Bode Well For Chase Elliott

Chase Elliott missed the previous race at Las Vegas this year because that was the first race after he fractured his tibia in a snowboarding accident.but Hendrick was dominant with his teammates sweeping the top three positions in both finishing order and average speed. Despite missing the playoffs, Elliott has had an uptick in performance […]


Kevin Harvick Could Have Rough Run Sunday

After being eliminated from the NASCAR Cup Series playoffs, Kevin Harvick makes his final start at Las Vegas Motor Speedway Sunday, a track where he has won twice, but don't expect much from him. Not only have the Fords in general and the Stewart-Haas cars in particular been slow on intermediate tracks, but Harvick seems […]


Tyler Reddick Should Be Fast, But Chevies Are Favored

Tyler Reddick enters tomorrow's Las Vegas race as a likely contender for the win, considering he won the last flat intermediate race at Kansas, and flat intermediates have historically been one of his biggest strengths. In addition to his Kansas win, he also earned top fives in his first two Homestead starts, dominated the spring […]


William Byron Arguably Pre-Race Favorite At Las Vegas

William Byron qualified third for Sunday's race at Las Vegas, a track where he dominated in March for his first win of the season. Byron is the fastest driver in the Cup Series this year with a speed percentile of 79.73% and was also the fastest in his Las Vegas win. His trend this season […]


Joey Logano Likely To Finish Better Than He Runs

Having failed to make the Round of 12 in the NASCAR Cup Series playoffs, Joey Logano has nothing to lose in tomorrow's Charlotte ROVAL event. Logano has both run and finished better than both of his Penske teammates Austin Cindric and Ryan Blaney on road courses this year, but all have been relatively mediocre. Logano […]


Daniel Suárez Consistently Shows Underrated Road Course Speed

Although Daniel Suárez failed to make the NASCAR Cup playoffs this year, road courses have been one of his biggest strengths this year. Suárez ranks 14th in speed on road courses with a speed percentile of 59.39%, and that is the only track type where Suárez has been faster than his teammate Ross Chastain this […]


Aric Almirola Not Fast Enough To Contend

Despite his surprise win in the Xfinity race at Sonoma in June, don't expect much from Aric Almirola in Sunday's Charlotte ROVAL race. Not only has he finished 28th or worse in four of his five road course starts this year, he did finish all five of those races indicating that it was primarily a […]


Michael McDowell Should Run Strong At Charlotte

Although Michael McDowell has a reputation as a great NASCAR road racer, that was difficult to see in previous seasons because he seldom factored for the lead. That changed this year when he made all three passes for the lead at the Indianapolis and Watkins Glen road courses in back-to-back races and dominated the Indianapolis […]


Brad Keselowski Vulnerable On Playoff Bubble At Charlotte

Even though Brad Keselowski sits on the playoff bubble with a two-point advantage over Tyler Reddick for the last playoff spot, his odds of advancing to the Round of 8 do not look good. Keselowski has badly struggled on road courses in recent years due to both a lack of speed and numerous self-inflicted errors. […]


Ryan Blaney’s Team Unlikely To Focus On This Race

Having advanced to the Round of 8 in the NASCAR Cup Series playoffs with his win at Talladega last week, Ryan Blaney gets a breather and doesn't have to worry about the Charlotte ROVAL race. Blaney has not run well on road courses this season with an average finish of 21.4 and a speed percentile […]


Chris Buescher Should Run Well At Charlotte

Chris Buescher enters tomorrow's Bank of America ROVAL 400 as arguably the most consistent NASCAR driver of the season. Not only did he have a streak of 20 consecutive top twenty finishes, the longest of the season, but he has finished no worse than 11th in his last ten road course starts. Even though he […]


Ty Gibbs's Spring Talladega Speed May Carry Over To The Fall

As Ty Gibbs sees tracks the second time in his rookie season, it's only natural that he would improve performance-wise. In the last six races, Gibbs ranked second in speed at Watkins Glen and third at Bristol, where he led 102 laps. Now he returns to the site of his first on-track lead change. In […]


Michael McDowell Likely Victim Of Team's Change in Focus

Although Michael McDowell finished well on drafting tracks in 2021 and 2022, don't expect him to contend at Talladega this weekend. Despite the massive Ford advantage on drafting tracks, McDowell has failed to lead a lap on those tracks all season. He did finish fourth in the summer Atlanta race, that performance was inflated as […]


Chase Briscoe Fast At Tracks Like Talladega

Chase Briscoe has had a rather baffling season. After being one of the breakout drivers of 2022, many people expected Briscoe to challenge Kevin Harvick to be the leader at Stewart-Haas Racing. Instead, Briscoe has been the slowest SHR driver by far this year, ranking only 28th in speed. However, despite his mediocrity elsewhere, Briscoe […]


Talladega Might Be Kevin Harvick's Last Chance for Victory

If Kevin Harvick is going to win in his final season, tomorrow's YellaWood 500 may be his last great shot. The Fords have had a massive advantage in the drafting races this year as Ford drivers have led the most laps in all five drafting races this season including leading over half the laps in […]


Ross Chastain's Season Quietly Better Than It Seems

Although Ross Chastain has taken his share of criticism for his crashes, and lack of dominance. Despite ranking only 11th in speed, Chastain ranks 9th in overall points, tied for 3rd in races with an on-track pass for the lead, 7th in cumulative races led (which adjusts laps led for differential race lengths), and 6th […]


Christopher Bell's Crash Avoidance Boosts Playoff Hopes

Christopher Bell sits twenty points above the playoff cutline entering Talladega to get into the Round of 8. As with his teammate Denny Hamlin, he likely will face an equipment disadvantage in tomorrow's race to some extent. Penske and RFK Fords have had a substantial speed advantage on drafting tracks this season, so he likely […]


Denny Hamlin's Consistent Drafting Finishes Should Help Sunday

Denny Hamlin enters Sunday's YellaWood 500 second in the points standings 37 points above the cutline and fifteen points higher than Chris Buescher, the next driver not locked in. Despite his past success on drafting tracks, he seems unlikely to win. Hamlin drives a Toyota while Ford drivers have led the most laps in all […]


Erik Jones Looks Great At Texas Motor Speedway

While his wunderkind teammate Carson Hocevar is currently stealing most of the headlines for Legacy Motor Club, Erik Jones perseveres despite having a slower car than he did last year. Jones finished between 8th and 11th at every non-drafting superspeedway from Nashville to Darlington unexpectedly culminated in a 3rd-place finish at Kansas, easily the team's […]


Alex Bowman's Mediocre Speed Doesn't Bode Well for Texas

Alex Bowman's 2022 playoff campaign was derailed by a concussion he suffered in a crash at Texas, which caused him to miss the next five races. After a promising start to 2023, a back injury in a sprint car crash in Iowa again forced him to miss races. Bowman suffered a significant downturn in speed […]


Michael McDowell Unlikely to Duplicate Bristol Result

Although Michael McDowell did defy expectations and unexpectedly delivered the best short track run of his entire career in last weekend's Bristol Night Race, his 6th-place finish was still not enough for him to advance as he finished 16 points below the cutline. Considering he was the only driver who entered the playoffs with below-average […]


Kevin Harvick's Poor Bristol Run Raises Questions

Kevin Harvick was eliminated from the playoffs in last weekend's Bristol Night Race by four points after an uncharacteristically poor 29th-place finish. It would have been easy for Harvick to advance since the two bubble drivers who advanced to the next round, Martin Truex, Jr. and Bubba Wallace, scored mediocre 19th and 14th place finishes […]


Christopher Bell Will Be Fast But Could Falter Late

Christopher Bell did not get that fourth straight pole. However, the three Joe Gibbs Racing veterans have had blistering speed on intermediates with Truex leading the series with a speed percentile of 88.77% on those tracks followed by Denny Hamlin's 87.56%, Kyle Larson's 84.22%, and Bell's 80.07%. The Toyota dominance continued in qualifying with Bubba […]


Chris Buescher Quick, But Suffers With Intermediate Speed

Chris Buescher has been one of the hottest drivers in the Cup Series with three wins and five top tens in the last seven races. He leads Ford drivers in both wins and speed, having overtaken Kevin Harvick at Bristol to become the fastest Ford driver this year with a speed percentile of 63.76%, but […]


William Byron Should Be Fast But Only Contend

William Byron enters tomorrow's race at Texas in a tie for the points lead with Martin Truex, Jr. Byron leads the Cup Series this season in numerous categories including wins, top tens, laps led, fastest laps, average speed, and races with a pass for the lead. His prospects of advancing to the Round of 8 […]


Austin Cindric's Short Track Woes Will Likely Continue

Although he did have a memorable finish in the 2021 Xfinity night race at Bristol with A.J. Allmendinger when both drivers crashed across the finish line while battling for the win, don't expect Austin Cindric to contend in the Cup night race Saturday. Not only has this been the slowest season for Team Penske in […]


Alex Bowman Unlikely To Contend At Bristol

While his Hendrick teammates are all likely to deliver strong performances in the Bristol night race Saturday night, Alex Bowman is unlikely to do the same. Unlike Chase Elliott, who has picked up speed this year in recent weeks after his injury, Bowman has been unable to duplicate that. Bowman ranked second in speed with […]


Chase Elliott's Improved Speed May Bode Well For Bristol

Despite missing the driver's playoffs, Chase Elliott has his mojo back in recent weeks. He now ranks 8th in speed this year with a speed percentile of 68.37%, having recently overtaken teammate Alex Bowman to become the third-fastest Hendrick driver this year. In the last five races, he ranks 5th in speed with a speed […]


Michael McDowell Likely Needs Win To Advance

Although Michael McDowell made the playoffs and earned his best short track qualifying performance ever for Saturday night's Bristol race, he almost certainly won't advance to the Round of 12. He ranks last in the playoffs 40 points below the cutline, which means he needs a win. Stage points might help as well. However, short […]


Bubba Wallace Needs Some Help To Advance

Bubba Wallace enters Saturday night's Bristol race 19 points beneath the playoff cutline after blowing a tire and hitting the wall at Kansas last weekend while running second. Unfortunately, having bad luck at his best track means he likely needs a great finish at a track that has historically been not so good. In eight […]


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REAL-TIME FANTASY NEWS

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Mikael Pyyhtia Re-Signs with Blue Jackets for One Year
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Caleb Desnoyers Expected to Miss 12 Weeks After Wrist Procedure
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on Track to Be Healthy for Season Opener
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Disciplinary Hearing Scheduled For Late September
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Out Wednesday With Forearm Tightness
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Adolis Garcia Placed on 10-Day Injured List With Sprained Ankle
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a High-Upside Play at BMW Championship
Robert MacIntyre

a Safe Play at BMW Championship
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Xander Schauffele

Chases Big Week at BMW Championship
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Looking to Rebound at BMW Championship
Patrick Cantlay

Eyeing Another BMW Championship Victory
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Tallies Four Hits in Triple-A Omaha on Tuesday
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Celtics Stuggling to Trade Anfernee Simons
James Cook

Bills Agree on Four-Year Extension
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Focuses on Winning with Bucks
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Jesse Edwards Moves to Australia
Kessler Edwards

Joins Nuggets
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Dealing With Pinky Injury
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Exits Early Tuesday With Right-Foot Bruise
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Leaves Tuesday's Game with Apparent Head Injury
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Feeling Rejuvenated in Los Angeles
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Moves to Bullpen, Hopes for Reset in Relief Role
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Luka Doncic Looking "Incredible"
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Ronald Acuna Jr. to be Activated Soon
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Kraken Extend Ryker Evans with Two-Year Deal
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Likely to Begin Season on PUP List
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Undergoes Procedure on Left Thumb
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Needs a Big Result in Maryland
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Faces Uphill Battle at BMW Championship
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Hot at the Right Time
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Rolls in After Near Miss in Memphis
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is a Longer Shot Heading to Maryland
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Appears Safe This Week in Maryland
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Must Play Better at BMW Championship
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Kai Jones Works Out for Heat
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Al Horford Expected to Sign with Warriors if He Doesn't Retire
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Miles Norris Waived by Celtics
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Extends His Win Streak To Eight
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Jean Matsumoto Edges Out Miles Johns To Win Split Decision
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Suffers First-Round TKO
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Scores First-Round TKO Win
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Has Sights Set on Making Flames Roster
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Fully Healthy for New Season
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Nathan Bastian Joins Stars on One-Year Contract
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Extends Championship Lead with Fourth-Place Finish
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Scores Another Top-5 Run At Watkins Glen
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Keeps the Regular Season Points Lead After Watkins Glen
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Continues His Hot Streak With A Top-5 Finish At Watkins Glen
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Will Return to Practice on Monday
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to Miss a Couple of Weeks
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Could Be A Sneaky DFS Play
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Wearing Walking Boot
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Carted Off on Saturday
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Won't Return on Saturday
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Not Willing to Play During Contract Dispute
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Plans to Practice Saturday

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