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Max Bay Profile
Max Bay

@choice_fielder

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5,108
Following
3,284
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Statuses
22,988

data science mercenary • weird about baseball • made stuff+ (on FG) • formerly @astros r&d • neuroscience PhD @usc • dad bod (likely related to being a dad)

Joined July 2019
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@choice_fielder
Max Bay
29 days
Here’s my public baseball GitHub When I do release things, I’m going to try to make all code available, where possible.
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@choice_fielder
Max Bay
5 years
Baseball is the only sport where the impossible can actually happen
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@choice_fielder
Max Bay
3 years
Bob Nightengale could reverse jinx homelessness and poverty out of existence but instead he fixed Cody Bellinger.
@BNightengale
Bob Nightengale
3 years
Struggling Cody Bellinger is hitting 8th tonight in the #Dodgers lineup. He has a slash line of .165/.262/.284 this season with 55 strikeouts in 176 at-bats.
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@choice_fielder
Max Bay
10 days
BREAKING: The surprise guest is on a private jet to Toronto
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@choice_fielder
Max Bay
3 years
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@choice_fielder
Max Bay
3 years
The entirety of baseball twitter for the next 5 days
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@choice_fielder
Max Bay
5 years
I really just want to give Andrew Toles a hug.
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@choice_fielder
Max Bay
4 years
@Padres
San Diego Padres
4 years
Drop your favorite @tatis_jr gif down in the replies 👇.
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@choice_fielder
Max Bay
4 years
@lisamurkowski You urge your colleagues from both parties but only one party needs urging.
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@choice_fielder
Max Bay
3 years
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@GarysheffieldJr
Gary Sheffield Jr.
3 years
The last player to hit 30 homers for the Giants was Barry Bonds. The Giants have won three World Series since then. What’s this say about stacking a lineup with power hitters, if it says anything?
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@choice_fielder
Max Bay
4 months
Some personal news… April was my last month with the Astros. For now, I’m moving to a role outside of baseball. Working with this team of exceptional individuals has been an extraordinary experience. I’m so grateful to have played my small part in the org and winning a WS.
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@choice_fielder
Max Bay
4 years
The Braves have won Game 5!
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@EricTrump
Eric Trump
4 years
We have won Pennsylvania!
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@choice_fielder
Max Bay
1 month
Extremely funny to me that the Rockies have no idea what a trade deadline is.
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@choice_fielder
Max Bay
5 years
Unless he extends, we only have two more seasons of Clayton Kershaw. I cannot even imagine the Dodgers without him. Gonna savor every start from greatest pitcher of my lifetime.
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@choice_fielder
Max Bay
3 years
The Cubs v Nats game tomorrow probably gonna be weird.
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@choice_fielder
Max Bay
3 years
The Mets released Travis d'Arnaud on May 3rd 2019. They've since accumulated 2.9 fWAR over that span at the catcher spot over 1,315 PA. Since May 4th 2019, Travis d'Arnaud has accumulated 3.5 fWAR over 662 PA.
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@choice_fielder
Max Bay
3 years
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@choice_fielder
Max Bay
12 days
Buehler’s problem is that he knows he can’t dominate with raw stuff anymore but instead of developing an approach that’s optimized for the stuff he does have (which is more than serviceable) he just has no approach at all.
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@choice_fielder
Max Bay
5 years
Kershaw carried the entire team for years and years and years. He gave us everything and owes us nothing. I will forever stan Kershaw.
@DodgersNation
Dodgers Nation
5 years
“To put it bluntly... Post season - if I pitched better, we would be winning” - Clayton Kershaw
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@choice_fielder
Max Bay
3 years
Brett Gardner is the only active major leaguer who was on the 1919 Yankees.
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@choice_fielder
Max Bay
3 years
Savant Fangraphs Pitcher List Baseball Reference
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@choice_fielder
Max Bay
4 years
@FrankLuntz That’s not where the $100 million will go.
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@choice_fielder
Max Bay
4 years
You think Anthony Rendon is out there?
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@choice_fielder
Max Bay
3 years
There’s something very funny about sending a scouts to watch Max Scherzer. What exactly are you expecting to learn that you didn’t learn over his previous 2,400 major league innings? He’s literally on TV.
@BNightengale
Bob Nightengale
3 years
The teams with opposing scouts at Citizens Bank Park today for the #Phillies - #Nats game where Max Scherzer started: the #RedSox , #BlueJays , #Padres and #Reds .
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@choice_fielder
Max Bay
4 years
In 18 seconds, there were like 3 Bill Buckner moments.
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@choice_fielder
Max Bay
3 years
You're a huge jackass if you boo Yu Darvish.
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@choice_fielder
Max Bay
5 years
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@choice_fielder
Max Bay
4 years
Since reading @enosarris ' article about MLB deadening the ball in 2021, I've done some work exploring who this (likely) impacts the most. I won't bury the lede by describing the method up front, let's start with the juicy stuff: From left to right, the 30 greatest HR reductions.
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@choice_fielder
Max Bay
1 month
You want a pitcher to target the corners with their fastball right? The difference between the corner and 6" off the plate is ~0.5 degrees. Incredible that these guys can command the ball at all.
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@choice_fielder
Max Bay
4 years
My Plans: 2020:
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@choice_fielder
Max Bay
3 years
undrafted FA power hitter looking for an opportunity
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@choice_fielder
Max Bay
2 months
Oh you think the televised strike zone is bad? It just makes people angry over artificial precision, you say? Have you considered that being mad at fake things is what baseball is all about?
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@choice_fielder
Max Bay
5 years
Corey Seager is going to be scary good in spring training and a beast in 2020.
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@choice_fielder
Max Bay
2 months
All-Star discourse
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@choice_fielder
Max Bay
3 years
He’s so happy!
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@choice_fielder
Max Bay
4 years
I want to see more Víctor González
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@choice_fielder
Max Bay
12 days
The 2021 Giants are the most unlikely team ever. Sim out that season a million times and I'm not sure you'll ever get a sim where the entire roster produces like that.
@MLBONFOX
FOX Sports: MLB
12 days
The Cardinals have released Brandon Crawford
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@choice_fielder
Max Bay
4 years
Please for the love of god re-sign JT.
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@choice_fielder
Max Bay
3 years
It gets worse. If you add up the records of all 30 teams, the record is exactly .500. It works every year. Thanks to MLB, baseball is just a zero sum game now.
@BillyBall
The Bill Chuck Files
3 years
If you add the records of these 14 teams you get a combined record of 169-169. The "M" in MLB stands for "mediocrity."
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@choice_fielder
Max Bay
3 years
Pujols is going to Cooperstown with a Dodgers hat on send tweet
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@choice_fielder
Max Bay
3 years
Juan Soto when he arrives at the stadium
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@choice_fielder
Max Bay
4 years
Absolutely remarkable that between two offseasons, Cleveland traded Kluber, Bauer, Carasco and Clevinger. That’s an all-star rotation.
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@choice_fielder
Max Bay
5 years
Put Larry Walker in the HoF, you cowards.
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@choice_fielder
Max Bay
5 years
@Jomboy_ Going from 19 games back to 18 games back.
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@choice_fielder
Max Bay
5 years
Plot twist: we all hate Rendon more than Bumgarner now.
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@choice_fielder
Max Bay
3 years
Lux has not given the Dodgers a good reason to start him. The underlying batter ball data don’t indicate much power or good contact. I still think there’s potential but Trea Turner is a genuine superstar. In 2022 they’ll probably have the DH in the NL to sort out the infield.
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@choice_fielder
Max Bay
4 years
I am very glad the Dodgers didn’t sign Machado.
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@choice_fielder
Max Bay
3 years
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@choice_fielder
Max Bay
3 years
Andrew Friedman is on his burner, scrolling through twitter, just laughing his ass off right now.
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@choice_fielder
Max Bay
2 months
sinkers are changeups for 4S guys
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@choice_fielder
Max Bay
4 years
Barnes didn’t do anything flashy in the series clincher, but his contributions were huge: -Called the entire game across 7 different pitchers allowing 1 run -Framed up 16 strikeouts -Hit the ball off Snell that took him out of the game -Scored the first run on the wild pitch
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@choice_fielder
Max Bay
3 years
Location+ is a results-independent model evaluating the quality of pitch location. It's a good proxy for command. Here are the Location+ leaders among starters in 2021: 1. José Urquidy 2. Julio Urías 3. Kyle Hendricks 4. Brandon Woodruff 5. Zach Eflin
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@choice_fielder
Max Bay
2 years
Defended my dissertation. Feels good, man.
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@choice_fielder
Max Bay
3 years
If it makes you feel better, just remember that Cody Bellinger has no idea that anything is happening.
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@choice_fielder
Max Bay
4 years
Pollock is giving the middle finger to everyone on Dodgers twitter.
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@choice_fielder
Max Bay
3 years
I’m at the Dodger game with my dad. We did this. You’re welcome.
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@choice_fielder
Max Bay
10 days
Spent way too long making this Joey Votto OBP tribute Number above Votto's head is the OBP percentile ranking for a given year
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@choice_fielder
Max Bay
4 years
@RElliotWSB “Ballot harvesting” AKA collecting ballots at centralized locations.
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@choice_fielder
Max Bay
29 days
@jonbecker_ @camarcano He didn’t mean this but score is generally treated as extraneous and independent in model design so he’s accidentally completely right on some level.
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@choice_fielder
Max Bay
3 years
@sands111111 Fan however you want, I guess, but I find this really gross.
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@choice_fielder
Max Bay
3 years
It's clear that Ray is being coached to throw over the plate more, command be damned. Here's his zone% by count across seasons. First pitch strike rate is way up. It's also up in 2 strike counts, which he now gets to more easily. With BB down, home runs won't cause as much damage
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@FoolishBB
Foolish Baseball
3 years
Robbie Ray has 33 strikeouts and 1 walk in his last four starts. He easily led MLB with 45 walks in 2020. This feels substantial.
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@choice_fielder
Max Bay
3 years
Our society is simply unequipped to communicate or understand conditional probabilities.
@nytimes
The New York Times
3 years
Breaking News: The Delta variant is as contagious as chickenpox and may be spread by vaccinated people as easily as the unvaccinated, an internal C.D.C. report said.
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@choice_fielder
Max Bay
4 years
@cmgdrama @MLB @Dodgers @Nationals Do you get your baseball information from the garbage or from a compost heap?
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@choice_fielder
Max Bay
4 years
To the “Dodger fans” who burned Kershaw’s jersey, GFY. We don’t want you.
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@choice_fielder
Max Bay
3 years
Why are the Dodgers underperforming this seaso…. oh…
@Dodgers
Los Angeles Dodgers
3 years
Tonight’s #Dodgers lineup vs. Rockies:
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@choice_fielder
Max Bay
3 years
So are the Padres organizing a parade tomorrow or whatever?
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@choice_fielder
Max Bay
1 month
Respectfully, the claim about ABS zone evaluation score being worse than the lowest scoring umpire is incorrect.
@baseballisdead_
Baseball Is Dead
1 month
With Rob Manfred eyeing spring training for robot umpire testing, we asked former MLB umpire Joe West for his thoughts. Is this the right move for the league?
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@choice_fielder
Max Bay
3 years
My toxic trait? I believe clutchness is kinda real.
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@choice_fielder
Max Bay
3 years
Don’t boo your favorite team. It’s so trashy.
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@choice_fielder
Max Bay
4 years
I am pro pimping home runs, but not because I love home run pimping (even though I do). I'm pro pimping home runs because I'm pro emotional baseball. That means I'm pro chirping. I'm pro shit talking. I'm pro whatever makes baseball more fun.
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@choice_fielder
Max Bay
3 years
I am truly fascinated by the Dodgers signing Pujols. Is it a partial mentorship/clubhouse presence role? Are they letting him chase counting stats? Where is he even going to play? This decision broke my brain and I love it.
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@choice_fielder
Max Bay
2 years
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@choice_fielder
Max Bay
1 month
The answer is ~4 degrees. So if you drew a circle laterally around a pitcher's hand at release, just about every pitch ever is thrown within a 4 degree window. What about the inner 50% of pitches? It's ~1 degree.
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@choice_fielder
Max Bay
1 month
What arc length do you think covers 99% of horizontal release angles for average pitcher? What about vertical release angles?
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@choice_fielder
Max Bay
3 years
“A triple shy of the cycle” is the “Pennsylvania Ave. McDonald’s Monopoly sticker” of baseball
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@choice_fielder
Max Bay
4 years
@ChadMoriyama The entire city of Los Angeles loves him now
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@choice_fielder
Max Bay
2 months
I strongly agree with this. Games that go to extras have the distinct feeling of being almost a literal coin flip (even if extra inning games have always been close to coin flips even). There needs to be a concerted effort to get rid of the zombie runner. It really sucks.
@DJLeMVP
Joey
2 months
The ghost runner is the worst thing to happen to modern baseball and it needs to be taken away immediately
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@choice_fielder
Max Bay
4 years
Remember these guys? They're the marquee players from the 2007 Dodgers, which was 13 years ago. This should put into perspective just how long Mookie Betts will be a Dodger.
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@choice_fielder
Max Bay
3 years
End of an era in Chicago, man. Rizzo was the face of that core, imo.
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@choice_fielder
Max Bay
3 years
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@choice_fielder
Max Bay
11 months
👀
@mshap2
Michael Shapiro
11 months
New @chron : How did a neuroscientist working in ‘bioinformatics’ find himself on the Astros’ R&D staff? Meet Stuff+ creator Max Bay, one of the many behind-the-scenes people fueling Houston’s current dynastic run.
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@choice_fielder
Max Bay
4 years
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@choice_fielder
Max Bay
4 years
Postseason baseball is a dangerous drug, kids.
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@choice_fielder
Max Bay
3 years
My suggestion is to always assume that Jomboy has done little or no research or fact finding before he posts things. Assume that on things he posts going forward and assume that on things he's posted historically.
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@choice_fielder
Max Bay
3 years
Best pitches since August 1st by Pitching+ (min 50 pitches) 1. Charlie Morton - Curveball (131 Pitching+) 2. Tyler Rogers - Slider (128) 3. Eli Morgan - Changeup (127) 4. Aaron Bummer - Slider (126) 5. Alex Vesia - 4S (124)
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@choice_fielder
Max Bay
3 years
Julio Urías has 179.1 IP this season, 100 more than he’s ever thrown. He’s tired, as evidenced by ever-declining fastball velocity. The Dodgers have the luxury of starting their game 5 hours after the Giants. If the Giants win (and clinch the division), they should rest Julio.
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@choice_fielder
Max Bay
3 years
Seems kinda weird to spend literally any money on a billboard that taunts fans over a trade they definitely didn’t want and definitely didn’t have any control over.
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@choice_fielder
Max Bay
3 years
Mitch White's run-converted Pitching+ gives him an expected ERA of 3.24. You need roughly 400-500 pitches before the model is reasonably predictive, which we had even without data from tonight's appearance. Literally all of his pitches are above average by Stuff+.
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@choice_fielder
Max Bay
3 years
Barrels are basically batted balls which have a high probability of becoming extra-base hits. The exact definition can be seen as this cone-shaped sub-region of EV LA space. Instead of discretizing BBEs into barrels, I estimated the XBH probability of each BBE with a GAM.
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@choice_fielder
Max Bay
4 years
Georgia, pleeeeease turn Dodger blue like you did in the NLCS
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@choice_fielder
Max Bay
3 years
There is absolutely nothing different about how Bickford is pitching now. He was lucky for a long time and has been a little unlucky lately. Average it out and you have a solid reliever. Dodgers added a nice piece to the bullpen off waivers, which is awesome for him and them.
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@choice_fielder
Max Bay
3 years
A curveball is sometimes basically a slider which is sometimes basically a cutter which is sometimes basically a four-seam fastball with a little cutting action so at the end of the day a curveball is a fastball send tweet.
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@choice_fielder
Max Bay
3 years
@RobertStock6 Robert Sock
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@choice_fielder
Max Bay
4 years
Ross Stripling still gets a ring, y’all.
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@choice_fielder
Max Bay
3 years
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@choice_fielder
Max Bay
4 years
Unfucking real. I cannot believe that Mookie Betts is a real person and a real person that is a Dodger.
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@choice_fielder
Max Bay
16 days
By mandating a 6 IP minimum, the league would be imposing a desirable game aesthetic through brute force. But this comes at the cost of another aesthetic: manager strategy. Part of the fan experience is actively anticipating/entertaining possible outcomes and decisions. 1/2
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@choice_fielder
Max Bay
4 years
@spencerwhite_2 @DecisionDeskHQ Which one of the lawsuits that hasn’t already been thrown out are you referring to?
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@choice_fielder
Max Bay
2 years
Head empty. Just World Series vibes!!!
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@choice_fielder
Max Bay
4 years
@JonahDispatch There’s a plot hole to your hypothetical, Jonah.
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