Examining the American League’s 2022 40-Man Crunch

© David Richard-USA TODAY Sports

The trade deadline is nearly here and once again, team behavior will be affected by 40-man roster dynamics. Teams with an especially high number of currently-rostered players under contract for 2023 and prospects who need to be added to the 40-man in the offseason have what is often called a 40-man “crunch,” “overage,” or need to “churn.” This means the team has incentive to clear its overflow of players by either packaging several to acquire just one in return, or by trading for something the club can keep — international pool space, comp picks, or, more typically, younger players whose 40-man clocks are further from midnight — rather than do nothing and later lose some of those players to waivers or in the Rule 5 Draft. Teams can take care of this issue with transactions between the end of the season and the 40-man roster deadline in November, but a contending team with a crunch has more incentive to do something before the trade deadline so the results of those deals can bolster the club’s ability to reach the postseason.

In an effort to see whose depth might influence trade behavior, I assess teams’ 40-man futures every year. This exercise is done by using the RosterResource Depth Chart pages to examine current 40-man situations, subtracting pending free agents using the Team Payroll tab, and then weighing the December 2022 Rule 5 eligible prospects (or players who became eligible in past seasons and are having a strong year) to see which clubs have the biggest crunch coming. I then make an educated guess about which of those orgs might behave differently in the trade market as a result.

Some quick rules about 40-man rosters. Almost none of them contain exactly 40 players in-season because teams can add a player to the 40 to replace one who is on the 60-day injured list. In the offseason, teams don’t get extra spots for injured players and have to get down to 40 precisely, so if they want to keep some of their injury fill-ins, they have to cut someone else from the 40-man to make room. Read the rest of this entry »


2022 Trade Value: Intro and Honorable Mention

Design by Luke Hooper

Baseball’s annual rituals have been around for so long that they feel like an immutable part of the fabric of life. Pitchers and catchers reporting, the All-Star break, September playoff chases and, of course, FanGraphs leaving your favorite player off of our top 50 trade value rankings, which we do to spite you (and them) specifically.

I kid, of course, but today does mark the first installment of our annual Trade Value Series. In the following days, we’ll release our list, taking performance, age, and contract into account. Dave Cameron, Kiley McDaniel, and Craig Edwards all helmed this exercise at various points in the past, and after tag-teaming with Kevin Goldstein last year, I’ve taken over on my own.

That doesn’t mean I haven’t gotten help. I considered a broad range of inputs: estimates of current value, projections of future value, age, contract status, positional scarcity, Statcast data, and anything else I could dream up. From there, I solicited feedback from the rest of the FanGraphs staff (special thanks are due to Dan Szymborski for his ZiPS assistance and Sean Dolinar for his technical wizardry) and consulted with several outside sources, both public- and team-side, to compile the final order. Make no mistake, this is still my list, and it’s an inherently subjective estimation, but I’d like to think it’s an informed one. Read the rest of this entry »


Job Posting: Sports Info Solutions Baseball Research Analyst

Position: Baseball Research Analyst

Department: Baseball

Reports to: VP, Baseball

About Sports Info Solutions

Pioneers in the Sports Data Industry

SIS was founded on the belief that decision making in sports could be improved and that we could help teams win more games through the use of better data, analytics, and technology.

That belief has been validated repeatedly since our founding in 2002 as we continue to revolutionize the way the game is played on and off the field.

Company overview

Our mission is to enrich and optimize the decision-making process for sports teams, sportsbooks, and sports fans.

We are proud to have been leaders in collecting, analyzing and distributing the deepest data sets and insights to professional sports teams across the MLB, NBA and NFL.

We are now doubling down on what’s made us successful by further advancing our data, technology, insights and partners as we drive forward the next innovations in Sports Data and Analytics.

Position overview

Sports Info Solutions (SIS) is looking for candidates to fill a full-time position in our Baseball Department. The Baseball Research Analyst will work remotely and contribute as a member of our R&D team, supporting various research initiatives.

  • This role is considered remote.

Job responsibilities

Includes (but is not limited to):

  • Perform modeling and research using SIS’s internal baseball database as well as other notable data sets (Statcast, etc)
    Write articles and research pieces to be featured in SIS Research and Analysis, The Bill James Handbook, and Stat of the Week, among other sports outlets
  • Design and develop dashboards and various analytical tools to directly support front office and field personnel
  • Prepare cutting-edge research for presentation in a professional setting, including sales presentations and conferences
  • Collaborate with colleagues to help illuminate the value of SIS’s analytical products to prospective clients
  • Other duties as assigned. The position requires a variety of skills including (but not limited to) an analytical mind, computer expertise, writing ability, and a passion for baseball

Why work with SIS?

We believe in making sports better through data, analysis and insights. For that reason, we have an incredible team of technologists, scouts, analysts, and operators helping our partners win more games.

It is our ultimate vision to create an unparalleled platform of sporting data and insights, through best-in-class technology, products and partnerships.

We believe in a flexible, energetic, enjoyable working environment where we band together as teammates to do great things. We are committed to creating a diverse environment, working in a collaborative, team-centric environment.

Qualifications

If these sound like things that you have, you are well on your way to making an impact at SIS:

  • Bachelor’s degree preferred
  • Minimum of 4 years applicable experience
  • Familiarity with contemporary baseball/sports analytics, including first-hand research experience
  • Analytical/Mathematical ability
  • Substantive experience with MySQL, SQL Server, or similar databases
  • Familiarity with R, Python, or another scripting language

Nice to have, but not required qualifications

These skills will set you apart:

  • Experience implementing Machine Learning algorithms
  • Proficiency working in Microsoft Office programs (or equivalents), especially Excel
  • An ability to write and communicate effectively with a variety of audiences
  • An ability to work both collaboratively and independently

EEO commitment

SIS provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, sex, gender, national origin, age, veteran status, military status, disability, gender identity, sexual orientation, genetic information, or any other characteristic protected by law. In addition to federal law requirements, SIS complies with applicable state and local laws governing nondiscrimination in employment in every location where the company operates. This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation, and training.

Abilities required

These physical demands are representative of the physical requirements necessary for an employee to successfully perform the essential functions of the job. Reasonable accommodation can be made to enable people with disabilities to perform the described essential functions of the job.

While performing the responsibilities of the job, the employee is required to talk and hear. The employee is often required to sit and use their hands and fingers, to handle or feel. The employee is occasionally required to stand, walk, reach with arms and hands, climb or balance, and to stoop, kneel, crouch or crawl. Vision abilities required by this job include close vision, including intensive computer usage.

Additional info

Sponsorship is not available for this position. Applicants must be currently authorized to work in the United States on a full-time basis.

Sports Info Solutions uses E-Verify and is an Equal Opportunity Employer.

To Apply:
To apply, please follow this link.

The content in this posting was created and provided solely by Sports Info Solutions.


Sunday Notes: Toronto’s Hunter Mense Played Pro Ball With a Teenage Giancarlo Stanton

Hunter Mense had some talented teammates during his relatively brief playing career. None were more talented than a teenager who went by one of his middle names. Now the assistant hitting coach for the Toronto Blue Jays, Mense played alongside Giancarlo Cruz Michael Stanton during their time together as Florida Marlins farmhands.

“I knew him as Mike,” Mense said of the the 2022 All-Star Game MVP, who began going by his given first name after reaching the big leagues. “I remember reading about, and him telling me that he could have played D1 basketball or D1 football. He looked more like a D1 football player than he’s ever looked like a baseball player.”

It goes without saying that the Brobdingnagian superstar is a stupendously good baseball player. According to Mense, who doubles as Toronto’s minor-league hitting coordinator, Stanton’s work ethic was off the charts. Wanting to improve defensively, the 6-foot-6, 245-pound outfielder would often “drag a coach out to the field” and have him hit balls in his dirction before batting practice.

Not surprisingly, Stanton also went the extra mile as a hitter. Read the rest of this entry »


Effectively Wild Episode 1880: The 10th Anniversary Interview

EWFI
Ben Lindbergh and Meg Rowley wrap up the podcast’s 10th anniversary week by doing a dozen listener-inspired Stat Blasts and then (51:53) talking to 42-year-old Red Sox starter and podcast legend Rich Hill about how the game and his game have evolved over his long career, plus (1:31:18) a Past Blast from 1880/postscript.

Audio intro: Silk Sonic, “Blast Off
Audio interstitial 1: Levon Helm, “The Mountain
Audio interstitial 2: Esther Rose, “Mountaintop
Audio outro: This is the Kit, “Keep Going

Link to Stathead
Link to Ryan Nelson’s Twitter
Link to split doubleheaders sheet
Link to zero-RBI records sheet
Link to Ben on Joseph in 2016
Link to non-hit walkoffs sheet
Link to bases-clearing PA sheet
Link to most players managed sheet
Link to no-LOB shutouts list
Link to HR vs. same pitchers sheet
Link to country debuts sheet
Link to Madris story
Link to saves vs. former teams sheet
Link to Kimbrel vs. Jansen story
Link to Dunn/Thome cycle leaders
Link to Stat Blasts on the EW wiki
Link to Hill on the EW wiki
Link to article on Hill’s handedness
Link to Rosenthal signing news
Link to Walsh/Epstein saying
Link to listener emails database
Link to 10th anniversary shirt
Link to all shirts
Link to Richard Hershberger’s Strike Four
Link to 1880 story source 1
Link to 1880 story source 2
Link to Facebook post about the EW wiki
Link to “How to Help” wiki page

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 Email Us: podcast@fangraphs.com


2022 MLB Draft Roundup

© Jayne Kamin-Oncea-USA TODAY Sports

Below is the last chunk of notes I’ll publish on players taken in the 2022 draft, as it’s time to gear up for the trade deadline while also laying foundation for the 2023 class, the evaluation of which is already underway throughout the industry, with the Cape Cod League, Team USA activity, MLB’s PDP program and other summer showcase ball all having begun. Each of the top 125 picks from the 2022 class has a record with a scouting report over on The Board. Below, I have at least a quick one-sentence scouting blurb on the players selected between picks 125 and 250 overall; for the sake of brevity, players who were on The Board prior to the draft and were picked after 125 are only on The Board rather than appearing here. I also included some players picked beyond 250 overall who I like in the below analysis. The number in parentheses indicates the round in which a player was drafted.

I’ve moved the draft class over to the pro side of The Board so you can see where each org’s new players fall within the system; I have also made some low-hanging fruit changes to the pro lists, including the Top 100. I’ll have more details on the pro changes early next week, but for now you can look at who has a “trend” arrow to see where I’ve made tweaks. Also remember that the Farm System rankings update live, and that this draft class is now factoring into those. There are some players taken late on Day Three (Brady Neal, Andrew Walters, etc.) who I don’t think will sign. Who I anticipate will sign is at my discretion (I’m basically assuming everyone through round 11 will); if I’m wrong on deadline day, I’ll remove or add the player(s) who end up surprising us. Now on to my notes. Read the rest of this entry »


Luis Castillo and His Fastball Heat Up as the Trade Deadline Approaches

Luis Castillo
Robert Hanashiro-USA TODAY Sports

With the All-Star break in the rear-view mirror, the eyes of the baseball world turn to the upcoming trade deadline, which is now less than two weeks away. Juan Soto’s sudden availability is dominating the headlines, pushing the rest of the field to the back burner with the focus on the possible blockbuster deal. Still, for the majority of teams who are priced out of the Soto sweepstakes, there’s no shortage of interesting trade candidates to go after over the next few weeks.

For teams looking for pitching help, the top option on the market is almost certainly Luis Castillo. A pair of shoulder injuries to the two other top targets has thrown a wrench into the market; Frankie Montas threw three innings yesterday in his first start since July 3, and Tyler Mahle is scheduled to make his first start off the IL on Sunday. It’s certainly possible either Montas or Mahle (or both) will be dealt in the next few weeks, but teams will understandably be more cautious with them.

Castillo dealt with his own shoulder injury this spring which held him back from making his season debut until May. He wasn’t all that sharp through his first four starts, but he’s turned it on since then, averaging more than six innings per start since and allowing just three total runs across his last four turns. During this recent hot streak, he’s struck out 33 batters (a 30.8% strikeout rate) in 27 innings. In his final start before the midseason break, Castillo held the Yankees to a single run in seven innings, allowing two hits and four walks and striking out eight.

Well known for his fantastic changeup, that pitch hasn’t been nearly as effective as it has been in the past. Over the first five seasons of his career, he ran a 41.2% whiff rate with the pitch, the fifth-highest whiff mark for a changeup during that period. This year, that has fallen to just 25.1%, a career low and the third year in a row it’s dropped. It’s still an effective pitch at limiting hard contact (.305 xwOBAcon), but batters simply aren’t swinging and missing at it as much as they used to.

To combat the slow decline of his changeup, Castillo has turned to his four-seam fastball, throwing his heater more often than his cambio for the first time since 2018:

It’s still a bit of a surprise to see him turn away from his changeup despite its lackluster results this year. That pitch has been such a dominant weapon for him, and he’s relied on it as his primary out pitch for the last three seasons. The biggest reason why he’s turned away from it, though, isn’t because of its loss of effectiveness; it’s because his four-seamer has been better than ever before. Read the rest of this entry »


The 2022 Replacement-Level Killers: Introduction & First Base

© Jayne Kamin-Oncea-USA TODAY Sports

In a race for a playoff spot, every edge matters. Yet all too often, for reasons that extend beyond a player’s statistics, managers and general managers fail to make the moves that could improve their teams, allowing subpar production to fester at the risk of smothering a club’s postseason hopes. In Baseball Prospectus’ 2007 book It Ain’t Over ‘Til It’s Over, I compiled a historical All-Star squad of ignominy, identifying players at each position whose performances had dragged their teams down in tight races: the Replacement-Level Killers. I’ve revisited the concept numerous times at multiple outlets and have presented it at FanGraphs in an expanded format since 2018.

When it comes to defining replacement level play, we needn’t be slaves to exactitude. Any team that’s gotten less than 0.6 WAR from a position to this point — prorating to 1.0 over a full season — is considered fair game. Sometimes, acceptable or even above-average defense (which may depend upon which metric one uses) coupled with total ineptitude on offense is enough to flag a team. Sometimes a team may be well ahead of replacement level but has lost a key contributor to injury; sometimes the reverse is true, but the team hasn’t yet climbed above that first-cut threshold. As with Supreme Court Justice Potter Stewart’s definition of hardcore pornography, I know replacement level when I see it.

For this series, I’ll go around the diamond, pointing out the most egregious examples of potential Killers at each position among contenders, which I’ll define as teams who are above .500 or have playoff odds of at least 10.0%. That definition covers 17 teams, all of which have odds above 25% thanks to the new playoff structure (thanks for not saving me any work, Rob Manfred). And while I may mention potential trade targets, I’m less focused on these teams’ solutions than I am the problems, because hey, human nature.

This first installment will cover first basemen. All statistics within this piece are through July 20. Read the rest of this entry »


FanGraphs Audio: Ellen Adair on Being a Phillies Fan First

Episode 984

This week on the show, David Laurila welcomes Ellen Adair, actor, MLB Network analyst, host of multiple podcasts and, perhaps most importantly, diehard Philadelphia Phillies fan.

David and Ellen begin by discussing the All-Star Game and Home Run Derby, the controversial uniformity of the uniforms, mic’d up pitchers, and which Phillies were missing from the festivities. We also hear about Dick Allen’s absence from the Hall of Fame, how the Phillies have changed course following the firing of Joe Girardi, and the inner conflict associated with still rooting for a player that has been traded away. Finally, the duo opens a fresh pack of baseball cards and discusses players such as Darick Hall, Bryce Harper, Matt Vierling, and “Big Ed” Delahanty.

To purchase a FanGraphs membership for yourself or as a gift, click here.

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Don’t hesitate to direct pod-related correspondence to @dhhiggins on Twitter.

You can subscribe to the podcast via iTunes or other feeder things.

Audio after the jump. (Approximate 39 minute play time.)


The Mariners Have Surged Into Contention

© Tim Heitman-USA TODAY Sports

After taking their quest to end their 20-year playoff drought down to the final day of the 2021 season, the Mariners had high hopes for this year, but they mostly sputtered during the first two and a half months of the season, squandering an 11-6 start with separate 1-10 and 2-8 skids. Since June 19, when they were 10 games under .500, they’ve caught fire, winning 22 out of 25 games and entering the All-Star break riding a 14-game winning streak, one that has pushed them into the second American League Wild Card slot with a 51-42 record.

The Mariners aren’t the only AL team that will start the second half with renewed optimism. The Orioles, who have lost at least 108 games in a season three times since 2016, their last season above .500, and appeared headed for another triple-digit loss total through the first quarter of the season, went on a 10-game winning streak starting on July 3, briefly nosing them above .500 for the first time this year. They entered the break 46-46, tied with the White Sox at 3.5 games out of the third Wild Card spot.

The two teams have surged while the Blue Jays and Red Sox have stumbled. While Toronto is still clinging to that last Wild Card spot, at the very least the race has become a four-team fight instead of simply a three-team one, with the AL Central’s second- and third-place teams (the Guardians are only two games behind the Twins, the White Sox three) lurking in the weeds as well, and the Orioles at least showing a pulse. A picture is worth a thousand words:

Read the rest of this entry »