Driveline Baseball Ops Analyst, MIZ M.S. Data Science 2023 CHI Cubs and Bears

sam ehrlich retweeted
okay the @DrivelineBB openbiomechanics data is both very rich and very fun to play around with
1
3
298
Our discussion is from people’s fear of striking out too much. The value of hitting for power and striking out more is so much more valuable than making shitty contact on every play Note the RV scale on the plot below for power and contact tradeoffs drivelinebaseball.com/blogs/…
Coincidentally enough I was telling people in an R&D meeting at Driveline about the duality of these PokerTracker stats: - Won at Showdown (WSD%) - Total $ Won at Showdown Novice players optimize for winning at showdown more frequently, which is a mistake. Not betting for value enough, bluffing enough, showing down enough. Driveline is a profitable company with zero investors (employees own 100% of the cap table). We can't burn imaginary cash. But even still, R&D tries to take shots on goal without being recklessly aggressive. This is not limited to projects and internal work. It also shapes how and who we hire in the AI-dominated age. (Since ~all pro orgs and most businesses I've spoken to are fucking this up, we'll keep the alpha there under wraps until they learn the hard way.)
4
14
5,558
sam ehrlich retweeted
best video on the internet today
MLB
8
244
2,559
55,857
sam ehrlich retweeted
Hogan Harris pt. 2 Last week: the return he'd get on a tick of velo, a platoon problem, and a workload gap. This week: how we'd build his offseason, including the sweeper and cutter shapes we'd work towards, + more.
1
8
14
799
All Cubs HRs this season (so far..)
1
5
692
Stanford's new courses began this week with a focus on AI coursework. Slides and readings are public and linked below CS146S: The Modern Software Developer themodernsoftware.dev/ CS 329Z: Engineering AI Agents cs329z.stanford.edu/
First course I've seen that addresses the new reality we live in - and available to the public starting September 22nd (or maybe a bit later). Will likely be a solid note on a resume/CV that lands on my desk for Driveline R&D.
1
4
27
7,414
sam ehrlich retweeted
PETE CROW-ARMSTRONG STEALS HIS 40TH BASE OF THE SEASON. OFFICIALLY A 40/40 SEASON
MLB
14
214
1,950
89,790
sam ehrlich retweeted
Incredible visit from Michael Lewis (Moneyball, Flash Boys, etc) to Driveline HQ today. What an honor! (Always have a Ghost energy drink… stay ready)
10
4
133
11,035
sam ehrlich retweeted
I have officially began applying for internships/positions with MLB organizations for 2027. I am a student at NYU dual majoring with a 4.0 GPA in Economics/Mathematics and a minor in Data Science with the explicit goal of creating the future of baseball analysis. I am extremely passionate about this career path and have created my own sabermetric/scouting website, @eephus_io , from scratch, with mathematically verified industry-leading models and metrics for prospect/MLB-level analysis. I would love the opportunity to go into detail about my work, provide you with a resume, or speak to you personally. If you have or know about any MLB opportunities or would like to speak with me about my work and/or background further, please DM me or e-mail me at ARKNDJL@gmail.com to connect. I am incredibly excited about working in baseball and believe I will be a major contributing asset to any Major League Baseball franchise.
44
24
595
411,787
sam ehrlich retweeted
Data-driven baseball requires a lot of compute power. Here’s what we’ve got at Driveline HQ for prototyping and staging. (Two full racks in our Seattle datacenter not shown!)
6
1
36
8,334
sam ehrlich retweeted
Cam Smith made massive '25 to '26 adjustments Largest Bat Speed Gain (+3.4!!!) Largest decrease in Swing Path Tilt (-6°) The results? A slight decrease in production (91 WRC+ in '25, 84 WRC+ in '26) So what does he do to make the jump? Lets dive in🧵
1
12
20
2,835
LLMs are stochastic, so you shouldn't trust raw numbers from them. But if you prompt them to write and execute code, the calculations are deterministic and the logic is right there to audit. @karpathy video that changed how I look at LLMs: piped.video/watch?v=7xTGNNLP…
Please don't use AI for baseball stat questions. There are a lot of good websites to get the information you want. Or ask your favorite nerd. I promise you they'll (me, I'm mostly talking me) love to go look whatever up for you!
3
3
35
6,346
sam ehrlich retweeted
Fresh coat of paint on these, too.
1
2
60
5,487
sam ehrlich retweeted
Shortstop Jackson Lovich enters the #Yankees’ Top 30 Prospect list as George Lombard Jr. graduates. The 2025 16th-round pick launched 24 homers and sported an .873 OPS this season across two Minor League levels: atmlb.com/4y2EuOO
4
28
6,105
sam ehrlich retweeted
We talk a lot about bat speed and attack angle as components of a swing, but I rarely hear much discussion around barrel face angle vs barrel trajectory angle in baseball. I think that is mostly because we traditionally do not think of them as two separate things. I remember having a conversation with @Justin_Sartori about this about a year ago. The direction the barrel is facing and the direction the barrel is moving are not necessarily the same thing. The blue vector represents bat face angle, essentially the direction the bat face is pointing. The red vector represents the horizontal component of barrel velocity, or the barrel path angle, HAA. Golf has looked at this relationship for a long time through club path and face angle because the interaction between the two has a major effect on ball flight. There is likely a really interesting baseball analog here. We can start asking how barrel orientation relates to barrel direction through the hitting zone. How does that relationship change approaching contact? What does the angular difference between the two look like at contact? And how does it relate to spray angle, exit direction, spin, and overall batted ball outcomes?
4
13
51
10,367
sam ehrlich retweeted
If you watched this and thought “I wish I could hear this guy go on about this for another 14 minutes”, I have just the thing for you 🎯 Full video with how we evaluate, measure, and improve command here: piped.video/dXr7jj9ai4A?is=UJZW…
The average miss distance by an MLB pitcher is larger than you think. And it varies by pitch type, fastballs miss the least, offspeed pitches next, and breaking balls the most.
1
5
16
13,650
Nats and O's expanding their front offices this offseason. Curious to see what other teams will be doing the same. 👀
Mike Elias assumes he’s returning. For the second straight winter, he will look to add outside voices. This time it feels more serious. More: nytimes.com/athletic/7608552…
5
2,666
sam ehrlich retweeted
Tristan Peters is having a breakout season. He made an All-Star game appearance and as of recording he's posting the 3rd highest WRC+ and fWAR among rookies. Take a look at his offseason at Driveline where he focused on increasing bat speed and improving his attack angle.
2
10
23
7,742