Jacob deGrom, Cooperstown, and the Abstraction of Greatness

Jerome Miron-Imagn Images

I’m a big believer in the value of WAR as a statistic. Like any summary stat, WAR is notably imperfect, with its nods to pragmatism, compromises made on philosophical grounds, and the necessary inclusion of many components that are just damn difficult to quantify even if we have a basis to think they’re important. Still, like all good models, even if WAR isn’t right, it can be useful. It gives us a broad estimate of a player’s overall contribution to winning baseball games, and almost certainly provides a far better conception of which individual actions lead to wins than generally existed, say, 50 years ago. But when we’re talking about whether a player is a Hall of Famer, a more malleable concept than what wins the most games, is WAR the right measure to look at? When I think about this question, four people instantly come to mind: Jacob deGrom, Miguel Cabrera, Jack Morris, and Wolfgang Amadeus Mozart.

Since FanGraphs is a website dedicated to baseball, we’ll start by talking about Mozart. Even people who don’t really listen to classical music, and thus couldn’t tell Gustav Mahler from Rick Mahler, would almost certainly count Mozart among the greatest composers of all time. Why? Well, the first part is obvious: because of his body of work as a whole. But what aspects of that work make him great? I’d submit that it’s the quality of his best compositions, rather than the massive volume of work he produced, that pushes him ahead of his peers.

Mozart is a legend because of his greatest works, such as his last three symphonies, his late 1780s/early 1790s run of operas, and the latter half of his piano concertos — and I could go on! But he also wrote a lot of stuff that just isn’t that good. He was a musical prodigy, but almost all of his early work is interesting because he was very young when he wrote it, not because of its own merits. Composers have always had to pay the bills, and Mozart wrote a huge amount of what was more or less intended to be pleasant background music, no more compelling than the peppy ukulele and xylophone music that seemed to be in every Kickstarter video in 2017. If the hundreds of examples of such work were to simply blink out of existence because someone got a hold of the Infinity Gauntlet, it would change nothing about Mozart’s greatness. Those compositions had value to Mozart in that they enabled him to write the good stuff that is worth remembering, but he’s great because of his peak. Read the rest of this entry »


Job Posting: Milwaukee Brewers – Senior Software Engineer (Baseball Systems)

Senior Software Engineer (Baseball Systems)

Overview
The Senior Software Engineer (Baseball Systems) will collaborate with the Systems team to build features for our stakeholders. This position requires strong software development skills and experience, as well as a demonstrated ability for independent thought and the willingness to work within a team framework.

Core duties for this role include, but are not limited to:

  • Deliver highly dependable, easy to use software while being part of a fast-moving team.
  • Create and maintain features that deliver information to stakeholders while collaborating with Data Engineering, Tech Operations, and Research & Development.
  • Propose visualizations or interfaces that communicate the intended information to a broad audience throughout baseball operations.
  • Work with advanced baseball concepts, particularly statistics relevant to player evaluation techniques

The ideal candidate will have experience across the full web stack. They will have a bachelor’s degree (B. A.) in Computer Science, Information Systems, or related field from four-year college or university; and five years related experience and/or training; or equivalent combination of education and experience. Hands-on experience in baseball (team, league, or related organization) strongly preferred. Experience utilizing Large Language Models (LLM).

Our Team
Baseball Systems is the software backbone of Baseball Operations. We provide data and decision-making tools for analysts, coaches, and front office personnel to help win a World Series. Our department consists of a team of data engineers and a team of software engineers who work across all different aspects of Baseball Operations providing support and tools relevant to each group. We work directly with stakeholders in every department of Baseball Operations to ensure every project we work on drives value to the organization and helps us win more games on the field. We help drive technical innovation to find new ways to solve baseball problems.

Our Pitch
You come here to make a difference. We are a purpose-led organization, focused on building an inclusive and engaging culture that fosters excellence, collaboration, and ingenuity. We strive to be a model employer and cultivator of talent, empowering our teams to drive innovation through the inclusion of diverse thoughts, ideas, and perspectives. We operate at the highest standard of excellence, investing in the development of our staff across all levels and embracing differences through a culture of respect and understanding.

We are proud to offer a highly competitive perks and benefits package including:

  • Exceptional health and dental rates, and fully covered vision package
  • 401(K) match and an additional annual contribution from the Club
  • Unlimited vacation time
  • Paid parental leave
  • Collaborative recognition program and incentives
  • Leadership development programming
  • Online educational platform for personal and professional development
  • Business Resource Groups
  • Paid time off for volunteering
  • Inclusive training and leadership development opportunities aligned with Club values
  • Brewers Home Game tickets, promotional giveaways and other discounts!

For more information about our Crew, other benefits and insight into our Club culture please visit our Careers Page.

To Apply
To apply, please follow this link.

The content in this posting was created and provided solely by the Milwaukee Brewers.


Job Posting: Kansas City Royals – Analyst-Research and Development

Analyst-Research and Development

Job Summary:
The Kansas City Royals Baseball Club is seeking a highly motivated and creative analyst to join the Research & Development department. Under the direction of the Director of Research & Development, the analyst will be involved in several stages of the data lifecycle process to meet the needs of the organization. The successful applicant will leverage baseball data to provide a competitive edge and innovative solutions for the Kansas City Royals. Ideally, this role will be location in our Kansas City, MO office.

Responsibilities and Duties:

  • Perform advanced statistical analysis on baseball data to aid in the organization’s decision making
  • Collaborate with other analysts and Baseball Operations personnel to provide support at all levels of the organization
  • Design and create reports, charts, tables, graphics, and other tools to deliver information to coaches, scouts, and players
  • Work to create, advance, and or maintain machine learning models
  • Provide data driven insights on player rankings, player development plans, and player acquisitions as needed

Preferred Qualifications:

  • Experience building predictive models to generate actionable insights from large data sets
  • Understanding of player and ball tracking data (Hawkeye, Trackman, Statcast, etc.)
  • Record of published baseball research and/or portfolio of technical projects in any domain
  • Familiarity with the landscape of Major League Baseball and its teams, players, and affiliates
  • Post-graduate degree in computer science, mathematics, statistics, or related quantitative field


Education and Experience Required:

  • 4-year degree or equivalent experience in computer science, mathematics, statistics, or related quantitative field
  • Ability to manipulate and analyze large data sets to extract significant insights • High proficiency with R and/or Python (SQL and HTML are a plus)
  • Interpersonal and communication skills to seamlessly interact with front office, analysts, coaches, scouts, players, and other Baseball Operations personnel
  • Ability to work evening, weekend, and holiday hours during the baseball season

Physical Requirements:

  • Ability to lift items weighing as much as 15 pounds
  • Must be able to work in a seated position for majority of workday
  • Must be able to be productive utilizing a computer keyboard and telephone
  • Must be able to be productive in a work environment where the noise level can be high at times
  • Must be comfortable walking to navigate the facility to access the office, concourse, etc.
  • Must be able to work extended hours and/or weekends as required by deadlines and event scheduling

The physical demands described here are representative of those that may be met by an employee to successfully perform the essential functions of this job.

This role is a Full-Time, Exempt opportunity that is eligible for Company Benefits, 401K, and PTO. This role is expected to have a standard 40-hour work week.

We also afford equal employment opportunities to qualified individuals with a disability. For this reason, the Kansas City Royals will make reasonable accommodations for the known physical or mental limitations of an otherwise qualified individual with a disability who is an applicant consistent with its legal obligations to do so, including reasonable accommodations applicable local, state and / or federal law. As part of its commitment to make reasonable accommodations, the Club also wishes to participate in a timely, good faith, interactive process with a disabled applicant to determine effective reasonable accommodations, if any, which can be made in response to a request for accommodations. Applicants are invited to identify reasonable accommodations that can be made to assist them to perform the essential functions of the position they seek. Any applicant who requires an accommodation in order to perform the essential functions please inquire with Human Resources by email at humanresources@royals.com.

We are an equal opportunity employer, and all qualified applicants will receive consideration for employment without regard to race, color, religion, age, sex, national origin, disability status, protected veteran status, or any other characteristic protected by law.

To Apply
To apply, please follow this link.

The content in this posting was created and provided solely by the Kansas City Royals.


Fitting Jarren Duran Into the Red Sox Outfield Puzzle

Bob DeChiara-Imagn Images

Jarren Duran enjoyed a breakout season in 2024, making the AL All-Star team, receiving down-ballot support in the MVP voting, and leading the league in several key categories while ranking fifth with 6.8 WAR. Though he remained an above-average player last year, his season didn’t go quite so well, and as the 2026 campaign dawns, his role is among the many questions the Red Sox face this spring.

At a time when the Red Sox are trying to figure out their primary infield alignment — Will newly acquired Caleb Durbin play second or third? Will Marcelo Mayer man the other spot from the start, or begin the year in the minors after an injury-shortened rookie season? — they’re also sorting through their outfield options. The situation is more or less the same as it’s been since last June, when Roman Anthony, the no. 2 prospect on our preseason Top 100 Prospects list, was called up to squeeze into an outfield capably manned by Duran, Ceddanne Rafaela, and Wilyer Abreu, with platoon assistance for the last of those from Rob Refsnyder. The trade deadline came and went without either Abreu or Duran being moved despite numerous rumors, and injuries to Abreu, Refsnyder and then Anthony (who suffered a season-ending oblique strain in early September) simplified manager Alex Cora’s juggling, though not for the betterment of the team. Boston won 89 games and claimed a Wild Card spot, but without Anthony and enough healthy starting pitchers, the Red Sox were bounced out of the first round by the Yankees.

Refsnyder departed for the Mariners in free agency, but the other four outfielders are back and healthy. The Red Sox also have an expensive platoon designated hitter, Masataka Yoshida, further crowding the picture, and last year’s Opening Day second baseman Kristian Campbell — who entered the 2025 season seventh on our Top 100 and inked an eight-year, $60 million extension just a week into his big league career — is working out in center field, as well. Having too many good players isn’t a bad problem to have, but it can become one when questions about playing time, contract statuses, and trade rumors get relentless. Read the rest of this entry »


Effectively Wild Episode 2444: To Challenge, or Not to Challenge?

EWFI
Ben Lindbergh and Meg Rowley banter about a player with legs like a centaur, a knuckleballer’s sore subject, Arte Moreno’s thoughts on whether winning matters to fans, a response from the barback who gave free drinks to a fellow listener, and a new perspective on Tony Clark’s reportedly inappropriate relationship with his sister-in-law. Then (45:17) they talk to Maxfield Lane and Owen Riley of Oyster Analytics about the challenge system’s tactical considerations and when it does and doesn’t make sense to second-guess the ump (and also, some slightly scary mascots).

Audio intro: Jonathan Crymes, “Effectively Wild Theme 2
Audio outro: Jimmy Kramer, “Effectively Wild Theme

Link to story about Sloan
Link to Sloan headshot
Link to A-Rod centaur story
Link to horse anatomy info
Link to They Shoot Horses, Don’t They?
Link to Kapler/calves post 1
Link to Kapler/calves post 2
Link to tweets about Waldron
Link to MLBTR on Waldron
Link to info on bidets and hemorrhoids
Link to Breaking Bad scene
Link to Hill EW interview
Link to Moreno comments
Link to MLBPA response
Link to team attendance data
Link to “Macavity”
Link to Reddit comment
Link to Obi-Wan quote
Link to Wells video
Link to post on Wells 1
Link to post on Wells 2
Link to Down on the Farm
Link to Oyster Analytics on Bluesky
Link to Oyster rankings
Link to Oyster challenge dashboard
Link to Oyster challenge explainer
Link to 2016 article on Yankees challenges
Link to BP on replay reviews
Link to Tango on challenges
Link to Tango on challenges 2
Link to Tango on challenges 3
Link to Stark on challenges
Link to Blum/Lin on challenges
Link to Sale on challenging
Link to Sale on calling pitches
Link to Sale jersey story
Link to Bull Durham quote
Link to Baysox story 1
Link to Baysox story 2
Link to Archie info
Link to Archie/Truckee photo
Link to Mr. Baseball info

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Braves Extend Chris Sale Through 2027 Season

Brett Davis-Imagn Images

Well, Chris Sale no longer has to do what he does under the cloud of a one-year contract. On Tuesday, the Braves announced they’d signed their soon-to-be 37-year-old ace to a one-year contract extension with a team option for 2028. The deal represents a huge raise. Sale is making $18 million this year – the team option year at the end of the two-year extension he signed back in 2024 – and the new extension will pay him $27 million in 2027. If the Braves pick up the 2028 option, they’ll pay him $30 million. No word of a buyout for that final year has been reported, and the announcement included no mention of a 1% donation to the Atlanta Braves Foundation.

Even though the Braves are not getting the kind of discount you associate with a contract extension, this seems like a no-brainer for them. Yes, they’re paying ace prices for the age-37 (and possibly age-38) season of a pitcher whose injury history includes a Tommy John surgery and five variations on the word “fracture.” But Sale really is an ace, and his performance has showed no signs of dropping off. Since he arrived in Atlanta in 2024 (and for the sake of Red Sox fans, I won’t mention how he got there), Sale has a 25-8 record with a 2.46 ERA and 2.33 FIP. He’s struck out nearly a third of the batters he’s faced, and he won the Cy Young award in his first season with the team. In 2025, his four-seamer averaged 94.8 mph. That’s above average, especially for a left-handed starter, and especially for someone with a funky sidearm delivery, and especially when you factor in the bump in effective velocity due to the above-average extension from his 6-foot-6 frame. That’s a lot of especiallys making Sale’s velocity play up, and it’s reassuring to know that it has looked pretty stable in recent years.

Read the rest of this entry »


The Alek Manoah Reclamation Project Is off to a Good Start

Jayne Kamin-Oncea-Imagn Images

Alek Manoah was emerging as one of the best young pitchers in baseball when I first talked to him for FanGraphs in April 2022. Pitching for the Toronto Blue Jays at the time, he boasted a record of 12-2 and 3.05 ERA across 23 starts dating back to his major league debut the previous May. And he was only getting better. By season’s end, the burly right-hander not only was 25-9 with a 2.60 ERA, but he also had allowed just 221 hits over 308 1/3 innings across 51 career starts. A star in the making at age 24, he finished third in that year’s American League Cy Young Award voting.

As Blue Jays fans know all too well, things proceeded to go south. The Homestead, Florida native stumbled through a tumultuous 2023 in which his command and velocity dipped, and things got even worse the following year. Burdened by shoulder and elbow woes, Manoah ended up having surgery to repair his ulnar collateral ligament in June 2024. Recovery wasn’t exactly smooth. He tossed just 38 1/3 innings last season, none of them in the majors.

His once-prosperous Toronto tenure also came to an end, as did a brief stint with another organization. Claimed off waivers by the Atlanta Braves in late September, Manoah subsequently signed a free-agent deal with the Los Angeles Angels in December. He is now in the early stages of what might be deemed the Alek Manoah Reclamation Project. Read the rest of this entry »


A Brief List of Pitchers I Believe Could Knock an Apple off My Head Without Maiming Me

Jayne Kamin-Oncea-Imagn Images

As baseball, like a bear, emerges from hibernation, the Milwaukee Brewers graced us with a delightful little token:

That’s Brewers right-hander Jacob Misiorowski knocking an apple off a teammate’s head from 60 feet, six inches away. Read the rest of this entry »


Brendan Gawlowski Prospects Chat: 2/24/26

2:01
Brendan Gawlowski: Hello everybody. I’m happy and relieved that we managed to get through prospect fortnight — I hope you all enjoyed the content. If you have any further questions on the list, picks to click, or anything else fire away.

2:01
Datt Mamon: Long-term, do you like M. Clark or DeLauter more?

2:02
Brendan Gawlowski: Clark. If you could guarantee me that DeLauter would be healthy… Probably still Clark but I’d have to think about it.

2:02
Guest: People talk a lot about players being able to spin the ball being necessary to create good breaking ball shapes. What physical traits lead to being able to do that?

2:03
Brendan Gawlowski: Whether it’s in the wrist or the fingers, some guys just have an innate ability to generate more spin, and that gives you more wiggle room to play around with shapes and grips. There isn’t a 1:1 correlation between spin ability and the quality of your breaking balls, though.

2:04
blackjack: Can Charlie Condon regain elite prospect status?

Read the rest of this entry »


Jay Jaffe FanGraphs Chat – 2/24/26

12:01
Avatar Jay Jaffe: Good afternoon, folks! Greetings from Brooklyn, where we got buried in snow yesterday, with over 18″ in my neck of the woods.

12:02
Avatar Jay Jaffe: The snow seems to have followed me from Salt Lake City, where I went last week to visit my parents and ski with my daughter. A massive two-day storm cut short our skiing — the kiddo isn’t ready for powder yet and canyon travel wasn’t so great. Anyway, it’s back to baseball here.

12:03
Avatar Jay Jaffe: yesterday I wrote about Bill Mazeroski, the Hall of Fame second baseman who passed away over the weekend. He was a genuine defensive whiz who’s best known for his 1960 World Series-winning walk-off homer, which propelled him into Cooperstown https://blogs.fangraphs.com/the-defense-rests-a-tribute-to-bill-mazero…

12:04
The Actor for Al Pacino: Thanks for your piece on Bill Mazeroski earlier this week, I really enjoyed it.

It made me wonder, could you comment a bit on looking at historical defensive contributions, and how much weight you put into them? Defense is something that, even in the present day with all of our tracking data and video and analytics, can be hard to quantify. I am wondering what your overall perception of something like Total Zone fielding runs is – do you view it as just having wider error bars than our modern methods?

12:07
Avatar Jay Jaffe: Since JAWS is driven by WAR which up until the early part of this millennium, I do put some stock in Total Zone. It’s hardly perfect, and yes, there are wide error bars, but if you go around the diamond and check out who it rates the highest — guys like Mark Belanger, Ozzie Smith, Brooks Robinson, Andruw Jones, Willie Mays, Roberto Clemente — for stuff like that, it’s not out of line with expectations. Sure, you do get the occasional wide gap between perception and measure — Roberto Alomar and Jim Edmonds come to mind — but you can often work backwards to get a sense as to why certain players don’t fare well by the system

12:09
Avatar Jay Jaffe: And it’s worth remembering that positional scarcity and overall defensive value are important factors, too. A good-hitting right fielder isn’t as valuable as a good-hitting shortstop, etc.

Read the rest of this entry »