Catching up on Career Milestone Projections

Eric Hartline, William Liang, and Vincent Carchietta-Imagn Images

Jacob deGrom tallied his 2,000th strikeout last week, providing another late-career achievement that might be engraved on a Cooperstown plaque sometime in the 2030s. That deGrom would reach 2,000 strikeouts seemed almost certain back at the end of the 2020 season, when he was 641 away. At that time, he’d struck out at least 200 batters in four of his six non-pandemic seasons. The first of those two other seasons was his 2014 NL Rookie of the Year campaign, when he didn’t debut until May 15, and in 2016, injuries limited him to just 24 starts. But since 2020, deGrom has been an example of Zeno’s paradox, seeming perpetually stuck in medias res. Achilles did eventually catch the tortoise, and deGrom and calculus won the day.

deGrom’s journey to 2,000 is a good reminder of why I like to occasionally harass ZiPS for milestone probabilities rather than simply dividing a player’s remaining distance by his most recent seasonal number and calling it a day. Whether or not there are infinite universes where every possibility happens, in this one, tendons tear and players age. A player can be on pace to finish with 500 home runs for a decade and never come particularly close, while another can sneak in the back door to a milestone that nobody saw coming, as Nick Markakis threatened to do late in his career.

The uncertainty is what makes baseball (and life) interesting. I can tell you that Aaron Judge needs 115 homers to make it to number 500; I have a calculator for that, and even if I didn’t, I was once a third-grader. But the road is hard to map, and the aging curve, performance models, and injury models in ZiPS give us a better idea as to the probability that Judge will hit 500 or 600 in this particular universe. It’s no fun to have such a tool and not deploy it, so it’s a good time to do an update on baseball’s search for pretty, round numbers. Read the rest of this entry »


Sunday Notes: Giants Rookie Jonah Cox Took a Catcher Deep at Wrigley

Jonah Cox had never set foot in Wrigley Field prior to June 5th of this season. It turned out to be a day he won’t soon forget. Six games into his MLB career, the 25-year-old San Francisco Giants outfielder went 3-for-3 and left the yard for the first time at baseball’s highest level. In front of an announced crowd of 39,060, the visitors ran roughshod over the Chicago Cubs by a count of 18-3.

His initial impression of the Friendly Confines?

“It’s one of those stadiums you see in movies, like Rookie of the Year, so when you walk out there it’s like ‘Oh my gosh,’” the Colorado native told me earlier this week. “Knowing the history and the fanbase, it’s just a really cool place to play.”

“Oh man, the ball was flying,” Cox went on to say of the contest, which featured eight home runs, seven of them by the Giants, “It was a ton of fun watching guys swing and have so much success. Then I got the call to come in and face Hoby Milner, the lefty [in the sixth inning with the Giants leading 9-0]. I was excited to get in there, and one thing led to another.”

Did it ever. The rookie recorded his second hit of the game — and just his third in the majors — in that same inning, which ended with the Giants on top 16-0. Then came the top of the ninth. With Cubs catcher Carson Kelly toeing the rubber, Cox cleared the ivy. Read the rest of this entry »


FanGraphs Weekly Mailbag: August 22, 2026

USA TODAY Network via Reuters Connect

As you all probably know, at the start of every season, the FanGraphs staff puts together our bold predictions for the coming year. Each is, to varying degrees, plausible but unlikely, which is what makes it such a fun exercise. Anyway, entering the 2025 season, my bold prediction was: Corbin Carroll will become the fifth-ever 20/20/20/20 player — 20 doubles, 20 triples, 20 home runs, and 20 stolen bases in a single season — joining Frank Schulte in 1911, Willie Mays in 1957, and Curtis Granderson and Jimmy Rollins, who both did it in 2007. Carroll ultimately fell just three triples short of the threshold, while tallying 32 doubles, 31 homers, and 32 steals.

I decided not to run it back this year, figuring that wouldn’t be as fun, though I am very much still rooting for it to happen. The 20/20/20/20 Club is one of the most exclusive baseball has to offer. Pulling it off requires a precise combination of power, speed and instincts, and it has to happen at the exact right moment in a player’s career. As I wrote in my bold prediction: “A player needs to have enough pop to hit 20 homers, but not so much that the majority of his extra-base hits land in the seats. He also needs the speed to steal bases and stretch singles into doubles and doubles into triples. His instincts must be sharp, so he can know when to attempt the extra base without running into outs.”

Last Saturday, when I saw that Carroll had doubled and tripled in a 10-3 Diamondbacks win over the Braves, I pulled up his player page to check on his progress. He was up to 26 doubles, 15 triples, 18 homers, and 16 steals. He stole a base the next day, and after going without an extra-base hit in Arizona’s three-game series against the Red Sox, Carroll entered play Friday at 26 doubles, 15 triples, 18 homers, and 17 steals with 34 games left to play. This prompted my own question for this week’s mailbag, which I will get to momentarily. We’ll also answer your questions on the worst player to ever hit three home runs in a game, the biggest drop-off for a player in the season after finishing second in the MVP voting, and teams missing the playoffs despite leading the league in run differential. But first, I’d like to remind you that this mailbag is exclusive to FanGraphs Members. If you aren’t yet a Member and would like to keep reading, you can sign up for a Membership here. It’s the best way to both experience the site and support our staff, and it comes with a bunch of other great benefits. Also, if you’d like to ask a question for an upcoming mailbag, send me an email at mailbag@fangraphs.com. Read the rest of this entry »


Job Posting: Tampa Bay Rays – Database Engineer / Database Administrator

Database Engineer / Database Administrator

Location: St. Petersburg · FL

We Have a Data Platform to Build. Want to Help?
We have a set of important problems we need to solve. Some are immediate; some are transformative. Some require deep expertise, while others are opportunities for someone to learn and grow, and we’re looking for people who want to help us solve them by owning the health, performance, and evolution of our enterprise data platform.

This role will primarily support and optimize our Microsoft SQL Server environment while helping design and implement our future cloud data platform in Snowflake. The ideal candidate has strong SQL Server administration and database engineering experience, enjoys building reliable data infrastructure, and is excited to help modernize our data ecosystem. This individual will work closely with Data Engineering, Baseball Systems, Research & Development, and other departments to ensure our databases remain secure, scalable, high-performing, and capable of supporting critical business operations.

This position is focused on database engineering, administration, and platform modernization. While occasional support for reporting or one-off SQL requests is expected, analytical, reporting, and statistical modeling responsibilities are minimal.

You don’t need to be an expert in everything below. Tell us what you can own today, what you can contribute to, and what you want to learn.

The challenges we’re solving
🟢 I can own this today

SQL Server Reliability & Performance

  • Keep production databases healthy, secure, and highly available  
  • Improve performance and query execution  
  • Develop indexing and partitioning strategies  
  • Manage backups, restores, disaster recovery, and database growth  
  • Improve monitoring, alerting, and operational reliability  

Database Engineering

  • Keep critical data workflows running reliably  
  • Build automated processes for data imports and exports  
  • Troubleshoot failed jobs and integrations  
  • Create repeatable, auditable data-loading processes  

Subject Matter Expertise

  • Own the dataset for a specific Baseball Operations department  

🔵 I can help build this

Our Future Data Platform

  • Help design our Snowflake architecture  
  • Develop a roadmap for moving from SQL Server to Snowflake  
  • Design data movement and migration strategies  
  • Establish standards for security, governance, and performance  
  • Help us operate a hybrid SQL Server/Snowflake environment during the transition  

Modern Data Engineering

  • Build ETL/ELT pipelines using Python, SQL, Dagster, or similar tools  
  • Automate monitoring and recovery  
  • Improve our data orchestration and workflow management  
  • Modernize legacy processes   

🟣 I want to grow into this

Maybe you’ve spent years as a DBA and want to become a data platform engineer; Maybe you’re a strong data engineer who wants to learn production database administration; Maybe you’ve worked with SQL Server but want to deepen your Snowflake expertise; Maybe you’ve built Snowflake platforms but want to take ownership of a production environment.

Tell us where you want to go.

What we’d like to know about you
Instead of asking you to just submit a resume and hope we guess what you’re capable of, we’d like you to tell us how you see yourself in this role by using the survey link below to complete your application.

All offers are contingent upon a satisfactory background check.

We are an equal opportunity employer and all qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, sex, sexual orientation, age, disability, gender identity, marital or veteran status, or any other protected class.

To Apply
To apply, please follow this link.

The content in this posting was created and provided solely by the Tampa Bay Rays.


How Quickly Can the Mets Retool?

Tom Horak-Imagn Images

For the New York Mets, the 2026 season has been an almost unmitigated disaster. Widely expected to compete for the NL East crown, the Mets got off to a brief hot start. And by brief, I mean brief, as the season’s high point was knocking out Paul Skenes in the first inning on Opening Day against the Pirates. From there, the season unraveled like the finances of Mike Campbell from Ernest Hemingway’s The Sun Also Rises: Gradually and then suddenly.

The Mets ambled around the .500 mark for another week or so, until a 12-game losing streak knocked them firmly into the league basement, where they have mostly stayed. By the time the calendar flipped to August, they had long come to terms with the idea that they would be sellers at the deadline. Recently, though, the Mets have gone on a tear, winning 11 of their 15 games since their deadline fire sale, giving some fans an excuse to dream on a miracle wild card run. That almost recently won’t happen, but their abysmal season doesn’t have to signify the start of a long rebuild. In fact, New York teams with massive payrolls aren’t generally extended much rope, with the hope being that the club will find its way back to contention quickly. Can the Mets do that in 2027? Read the rest of this entry »


Pete Crow-Armstrong’s Huge Step Forward

Patrick Gorski-Imagn Images

If the 2026 regular season finished today, not only would a sub-.500 team qualify for the playoffs, but Shohei Ohtani’s run of three straight Most Valuable Player awards — the last two in the National League, since signing with the Dodgers — would probably end. Pete Crow-Armstrong has been absolutely on fire since late May, as substantial adjustments to his mechanics and approach have helped his offense catch up to his already-elite defense. The 24-year-old center fielder has overtaken Ohtani on the WAR leaderboard at a time when the two-way superstar has been shut down from pitching, and this week, he put himself in the history books in a few different ways.

On Monday night at Wrigley Field, Crow-Armstrong put on a particularly entertaining show against the White Sox, going 4-for-5 with a pair of home runs, a stolen base, two runs scored, and three runs batted in. Batting leadoff for the Cubs, he began the home half of the first inning by homering on Luis Castillo’s first pitch of the evening, a four-seamer on the inner edge of the plate. He singled off Castillo in the second, and after taking strike three looking on a sinker in the fourth, he drew a walk against reliever Tyler Schweitzer in the sixth, doubled off Trevor Richards in the eighth, then capped his night with a walk-off two-run homer off a hanging slider from Hagen Smith in the 10th. Read the rest of this entry »


Eric Longenhagen Prospects Chat: 8/21/26

12:06
Eric A Longenhagen: Hello internet friends, it’s that time again.

12:08
rossredcay: Ethan Petry struggled pretty bad to start at AA after getting promoted, but seems to be picking it up lately (HR in 4 straight games, 5 in last 8).  Does he have a shot to hit enough to be an everyday guy?  Or have the cracks showing in the hit tool at AA made that less likely?

12:10
Eric A Longenhagen: He’s the sort who could have window where he’s an everyday guy, think Luke Voit.

12:10
Eric A Longenhagen: Where he’s technically an everyday guy but he’s a 40

12:12
Turks Teeth: Jake Munroe looks awfully solid for an under the radar 4th rounder. Thoughts on his projection?

12:13
Eric A Longenhagen: It’s above average contact but not the kind power you’d expect from a guy slugging .500

Read the rest of this entry »


Mathemadage: Hard In, Soft Away

Brad Penner-Imagn Images

Welcome to Mathemadage, a new series where I investigate time-honored baseball adages using whatever data I can get my hands on and explore whether there’s any validity to them. I’ll apply my normal Ben Clemens mixture of a bit of math, a bit of intuition, and plenty of healthy doubt in declaring strong solutions to complicated problems. I hope to demonstrate that some of these true and others false, but I’m sure that many will end up in a suggestive but unprovable middle ground. And true to the premise of the series, we’re starting off with a fun adage that resists easy conclusions.

If you watch a baseball game from start to finish, you’re pretty much guaranteed to see a hitter get tied up on an inside fastball. “Got jammed,” the announcer might say, or maybe, “He just couldn’t get around on that one.” It’s a visual reminder of one of the pitching truisms that I learned as a kid and haven’t forgotten since: hard in, soft away.

I intuitively look for this pitching pattern when I’m watching a game. Hitters look incredibly uncomfortable when they’re trying to get their bat around a fastball in on their hands. Now that we have a few years of bat tracking data, though, I can do better than just vaguely searching for this effect. So this week, when I saw someone get jammed, I winced in sympathy and then started furiously downloading spreadsheets. Read the rest of this entry »


Effectively Wild Episode 2521: Keep Your Eye on the Small Ball

EWFI
This is a free preview of a paid episode. To hear more, please visit our Patreon.

Ben Lindbergh and Meg Rowley banter about a Chris Sale vs. Jacob Misiorowski matchup and how often anticipated pitching duels live up to the hype, a controversial fair/foul call and ball-tracking tech in baseball compared to other sports, and what stadium decibel levels say about whom baseball belongs to, then (57:26) answer listener emails about the AL MVP race, Brayan Bello’s bullpen turnaround, the highest-scoring game in which each run was driven in by a different batter, the potential downside of a closer entrance spectacle, the oldest player who could go yard in a home run derby, the value of freezing time on the field, a game between players dressed as their teams’ mascots, and what makes players fun.

Audio intro: PJ Harding, “Effectively Wild Theme
Audio outro: Nate Emerson, “Effectively Wild Theme

Link to Sale vs. Miz article
Link to Miz zone rate by month
Link to Miz velo by month
Link to Miz/Sánchez close call
Link to Miz/Skenes close call
Link to pitching leaders since 4/12
Link to Sale jersey article
Link to Ben on Sale in 2018
Link to LaRoche retrospective
Link to Alonso call article
Link to Yankees booth’s reaction
Link to Petriello tweet
Link to Tango tweet 1
Link to Tango tweet 2
Link to baseball exceptionalism wiki
Link to Kepner on baseball usage
Link to NFL measurement tech
Link to goal-line tech wiki
Link to hockey tech article
Link to FoxTrax wiki
Link to NBA tech article 1
Link to NBA tech article 2
Link to soccer connected ball info
Link to Miller/Grogu video
Link to hippo talk episode
Link to latest loudness article
Link to loudness article 2
Link to loudness article 3
Link to loudness article 4
Link to loudness article 5
Link to loudness prompt
Link to “Nothing Night” origin
Link to FG WAR leaderboard
Link to Bello SP/RP split
Link to biggest SP/RP splits
Link to 1-RBI-guys games
Link to urinalysis info
Link to Mariners derby article
Link to Ichiro derby video
Link to Clair on Appling
Link to Ben on Ichiro homers
Link to list of MLB mascots
Link to McCutchen “furries” lore
Link to listener emails database
Link to MLBTR on Anderson
Link to leaguewide games per year
Link to Small Axe Studios news
Link to Batman/Superman comic
Link to comic heroes roster
Link to Benge article 1
Link to Benge article 2

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RosterResource Chat – 8/20/26

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