Hindsight is always 20/20, a truism that is acutely felt after a particularly heartbreaking loss. It’s one ringing true in the heads of Mariners fans who witnessed a Game 1 victory in the AL Division Series slip through their fingers yesterday. Ben Clemens had the game recap, but I wanted to hone in on the final, decisive at-bat in the bottom of the ninth. More specifically, I want to try to answer the question in the headline: what were the Mariners thinking when they brought in Robbie Ray to face Yordan Alvarez?

On the surface, the move looks defensible. Paul Sewald had gotten the first two outs of the inning but had allowed two baserunners to reach to bring Alvarez to the plate. Why not bring in the lefty to gain the platoon advantage? Seattle even thought this very situation through in the lead up to this series. After the game, Mariners manager Scott Servais explained how that plan came to be:

“It was something going into the series where we were at, looking at our rotation, where we were going to head, and talking with Robbie about using him out of the bullpen as a bullet, so to speak, for that type of scenario. Bringing in a lefty against Alvarez, although Alvarez is one of the better hitters in the league … I looked at it in the seventh inning and said, ‘Hey, this could happen.’ So that was the plan going in.”

The Mariners aren’t strangers to game planning around Alvarez, having faced him dozens of times in the regular season during his career. Not that it’s done them much good: he has a career .305/.385/.597 (166 wRC+) slash line against Seattle in 179 plate appearances. You really can’t game plan around Alvarez, either; he’s one of the best hitters in the league and was one of the two best hitters in baseball this year. And it’s not like gaining the platoon advantage is much of an advantage anyway, given his impossibly small career platoon split: a .404 wOBA versus right-handers and a .406 wOBA against left-handers. His career strikeout rate against southpaws is even a few points lower. Read the rest of this entry »

Data Quality Engineer

Location: Bronx, NY
Department: Baseball Operations
Reports To: Director, Baseball Systems

Description:
Built upon our storied legacy, the New York Yankees look to attract the best possible talent not just on the field but in the front office as well. It is our shared responsibility to maintain the first-class reputation associated with the franchise in all aspects of our business.

The New York Yankees organization is accepting applications for a Data Quality Engineer as part of their Baseball Systems department. Applicant should have experience working in QA/Testing roles, experience in writing SQL database queries, and a strong knowledge of baseball with knowledge of baseball-related datasets and metrics.

Primary Responsibilities:

• Investigate and resolve data-related support tickets
• Work with various data providers to resolve issues with their feeds
• Monitor daily data ETL operations
• Identify data build problems and work to resolve
• Review and create automated data quality checks as needed
• Work with Database Engineers to resolve complex SQL and database issues
• Manage tickets and open data issues, update staff as issues are resolved

Qualifications and Experience:

• Strong SQL skills, understanding of how to write complex queries and how database structures work; 3+ years of experience developing in SQL (preferably T-SQL)
• An understanding of typical baseball data structures, basic and advanced baseball metrics, and knowledge of current baseball research areas
• Excellent communication and problem-solving skills – must be able to breakdown a complex task and put together an execution strategy with little guidance

This description is intended to describe the type of work being performed by a person assigned to this position. It is not an exhaustive list of all duties and responsibilities required of the employee. The New York Yankees are an Equal Opportunity Employer. The Company is committed to the principles of equal employment opportunity for all employees and applicants for employment.

The New York Yankees require a Covid-19 vaccination and booster as a condition of employment, subject to exception under applicable law.

**Full-time remote available under the right circumstances.

Job Questions:

1. Describe your experience writing in T-SQL
2. Have you ever worked with baseball data sets before? If so, please describe which ones and how you used them

3. Describe some techniques you’ve used for performing data loading operations

4. Why do you think you are uniquely qualified for this position?

To Apply:
To apply, please follow this link.

Associate, Baseball Operations

Location: Bronx, NY
Department: Baseball Operations
Reports To: Assistant Director, Baseball Operations
FLSA Status: Non-Exempt

Description:
Built upon our storied legacy, the New York Yankees look to attract the best possible talent not just on the field but in the front office as well. It is our shared responsibility to maintain the first-class reputation associated with the franchise in all aspects of our business.

The Associate, Baseball Operations position is a rigorous 12-month program geared to prepare entry level candidates for a career in baseball.

Expected Program Dates: January 2023 – January 2024 (will also consider candidates available after completion of spring semester)

Primary Responsibilities:

• Evaluate players, including identifying and providing assessments of trade and free agent acquisition targets
• Coordinate and prepare advance scouting materials for the major league team
• Assist the Baseball Operations, Pro Scouting, and Quantitative Analysis staffs with daily tasks and ad hoc projects
• Analyze video and tag data for collection in internal systems
• Research comparable contracts to help determine market value of various players

Qualifications and Experience:

• Bachelor’s degree
• Experience and proficiency with Microsoft Office
• General understanding of baseball
• Flexible work schedule (including some nights and weekends)

This description is intended to describe the type of work being performed by a person assigned to this position. It is not an exhaustive list of all duties and responsibilities required of the employee. The New York Yankees are an Equal Opportunity Employer. The Company is committed to the principles of equal employment opportunity for all employees and applicants for employment.

The New York Yankees require a Covid-19 vaccination and booster as a condition of employment, subject to exception under applicable law.

Job Questions:

1. What is the earliest date that you are available to start the Associate program?
2. Are you available to work 40+ hours per week, including during some nights and weekends?
3. What are your favorite statistics for evaluating baseball players?
4. What are your favorite baseball-related websites, books, or podcasts?
5. Who do you think are the five best starting pitchers in MLB right now? (Ignore contract status, age, etc.)
6. Would you prefer to have Hitter A or Hitter B on your team next year?
   Hitter A: .310 AVG / .330 OBP / .420 SLG
   Hitter B: .265 AVG / .385 OBP / .410 SLG

To Apply:
To apply, please follow this link.

Associate, Quantitative Analysis

Location: Bronx, NY
Department: Quantitative Analysis
Reports To: Director, Quantitative Analysis
FLSA Status: Non-Exempt

Description:
Built upon our storied legacy, the New York Yankees look to attract the best possible talent not just on the field but in the front office as well. It is our shared responsibility to maintain the first-class reputation associated with the franchise in all aspects of our business.

This position is a rigorous program lasting 12 months in duration, geared to prepare entry level candidates for a career within the Baseball Operations industry.

Primary Responsibilities:

• Assist in research and analysis of various baseball topics
• Design, test and implement predictive models using advanced statistical techniques
• Prepare, manage, and visualize large-scale data sets
• Develop processes for monitoring and ensuring data quality across multiple data sources
• Responsibilities may also include data collection and entry, running database queries and administrative tasks

Qualifications and Experience:

• Bachelor’s degree or higher in a Mathematics, Statistics, Computer Science or related field required
• Experience building predictive models, preferably in R or Python
• Understanding of fundamental concepts in statistics and probability
• Computer programming experience
• Experience using SQL
• Familiarity with current baseball research

This description is intended to describe the type of work being performed by a person assigned to this position. It is not an exhaustive list of all duties and responsibilities required of the employee. The New York Yankees are an Equal Opportunity Employer. The Company is committed to the principles of equal employment opportunity for all employees and applicants for employment.

The New York Yankees require a Covid-19 vaccination and booster as a condition of employment, subject to exception under applicable law.

Please note that a Cover Letter is not required when applying for this position.

Job Questions:

1. When are you available to start?
2. What classes have you completed in math, statistics, probability, and/or computer science?
3. Briefly describe any previous experience building statistical models.
4. Which programming languages are you proficient in and what is your preferred language? If applicable to the language, please describe any libraries/packages you use.
5. Briefly describe any previous experience using SQL, if any.
6. While previous baseball/softball experience is not a requirement, please list any previous baseball/softball experience. This can include playing experience, research experience, coaching experience, writing experience, and more.

To Apply:
To apply, please follow this link.

Summer Associate, Quantitative Analysis

Location: Bronx, NY
Department: Quantitative Analysis
Reports To: Director, Quantitative Analysis
FLSA Status: Non-Exempt

Description:
Built upon our storied legacy, the New York Yankees look to attract the best possible talent not just on the field but in the front office as well. It is our shared responsibility to maintain the first-class reputation associated with the franchise in all aspects of our business.

This is a summer position geared to introduce current students to Quantitative Analysis within Baseball Operations.

Primary Responsibilities:

• Assist in research and analysis of various baseball topics
• Design, test and implement predictive models using advanced statistical techniques
• Responsibilities may also include data collection and entry, running database queries and administrative tasks

Qualifications and Experience:

• Pursuing a Bachelor’s degree or higher in Mathematics, Statistics, Computer Science or related field
• Computer programming experience, preferably with experience in a statistical computing language such as R, Matlab, or Python
• Experience using SQL a plus
• Familiarity with current baseball research

This description is intended to describe the type of work being performed by a person assigned to this position. It is not an exhaustive list of all duties and responsibilities required of the employee. The New York Yankees are an Equal Opportunity Employer. The Company is committed to the principles of equal employment opportunity for all employees and applicants for employment.

The New York Yankees require a Covid-19 vaccination and booster as a condition of employment, subject to exception under applicable law.

Please note that a Cover Letter is not required when applying for this position.

Job Questions:

1. When are you available to start?
2. What classes have you completed in math, statistics, probability, and/or computer science?
3. Briefly describe any previous experience building statistical models.
4. Which programming languages are you proficient in and what is your preferred language? If applicable to the language, please describe any libraries/packages you use.
5. Briefly describe any previous experience using SQL, if any.
6. While previous baseball/softball experience is not a requirement, please list any previous baseball/softball experience. This can include playing experience, research experience, coaching experience, writing experience, and more.

To Apply:
To apply, please follow this link.

The content in this posting was created and provided solely by the New York Yankees.

Here’s some hard-won advice, earned over a lifetime of experience as an oldest child: Whatever you do, never let your little brother win. Love your siblings, protect them, sure, but don’t give them an inch. Once they get it in their heads that they can beat you, they will.

The Dodgers understand this. Their rivalry with the Padres teases us with thrilling talent and occasional flash points of ferocity, but it remains one-sided. Tuesday’s 5-3 Game 1 win is merely the latest example. The Dodgers couldn’t complete the rout they threatened in the early innings, but just as they couldn’t put the game to bed early, neither could the Padres claw all the way back. Read the rest of this entry »

NEW YORK — When Gerrit Cole signed his nine-year, $324 million deal with the Yankees in December 2019, he no doubt envisioned starting big playoff games in the Bronx in front of a packed house full of screaming fans. But while he’d taken the hill four times for the Yankees in the previous two Octobers, until Tuesday night’s Division Series opener against the Guardians, he’d never gotten to do so while wearing the home pinstripes. In his long-awaited postseason debut at Yankee Stadium, Cole shook off a recent rough stretch, dodged trouble early, found a groove, and turned in an impressive performance, allowing one run over 6.1 innings in a 4-1 victory.

Facing a contact-centric Cleveland team that posted the majors’ lowest swinging strike rate (9.1%) and strikeout rate (18.2%), Cole collected 19 swings and misses from among his 101 pitches (18.8%) and punched out eight hitters (29.6%). He allowed just four hits, including a solo homer by Steven Kwan, walked one and hit one batter. If it wasn’t an overpowering performance, it was nonetheless a rewarding one.

“It was very special for me,” said Cole of leaving the mound to an ovation from the 47,807 fans in the seventh inning, by which point the Yankees had come from behind to secure the lead. “The game’s not over, I left with traffic [on the bases], so it’s not the most comfortable time to acknowledge the crowd, but I certainly felt it and appreciated it… What a wonderful experience to have them behind us.” Read the rest of this entry »

Before Tuesday, this postseason had been a tale of a starting pitcher renaissance, with over a third of the starters in the Wild Card round authoring shutout performances. It was a good bet that we would see more of the same in this season’s first playoff game between the Phillies and Braves, the majors’ second- and seventh-ranked teams, respectively, in starter WAR. Yet neither Max Fried nor Ranger Suárez made it out of the fourth inning, garnering just 10 outs apiece on a warm, sunny day in Atlanta.

Fried didn’t look right from the outset. In his shortest start since April of 2021, his velocity was down across the board. With the exception of his curveball, all of his other pitches saw decreased spin as well, and for some, less movement, too. Fried dealt with similar dips in his last start, but he was also coping with illness. Today’s loss of crispness comes with no such caveat, not to mention six extra days of rest. Read the rest of this entry »

The Mariners didn’t have an imposing offense this season. They hung their hat on pitching and defense, with a pinch of offense when they most needed it. The Astros turned otherwise-imposing offenses into weaklings; they allowed a shocking 3.2 runs per game, second only to the Dodgers in the majors. They brought out the likely Cy Young winner for today’s matchup. I’m sure you can see where this is going: Seattle scored seven runs and allowed eight.

It’s fair to say that Justin Verlander didn’t have his best stuff today. His slider came out flat; of the first eight that the Mariners swung at, they came up empty on only one. His fastball was scattershot, its normal backspinning movement coming and going, as did his command of the pitch. But he might have gotten away with it, if it weren’t for that meddling kid.

The kid, in this instance, is Julio Rodríguez. He’s an electric talent, a generational Seattle superstar in the mold of Ken Griffey Jr. After a sensational rookie season, he had a quiet start to the playoffs in Toronto, but he was in the straw that stirred the drink for Seattle today. Read the rest of this entry »

Decision-making in the playoffs is a micro-focused as you can imagine. The level of preparation which goes into these games will never be fully known in the public sphere, but if a team wants even the slightest competitive edge, you better believe the details are as granular as the fine sands of Puerto Rico’s Playa Negrita.

Every opposing hitter has a zone and/or pitch that is a weak spot. You must know who on your pitching staff is best suited to throw to those weaknesses, and what hitters are most adaptable to use pitch sequences that will play to those same weaknesses. The following matchups are a few areas that could sway any given game in either direction. They are certainly not the only of high importance, but the statistical or situational holes make them worth mentioning. I’ll go through series by series and pick one that deserves attention, starting with the Yankees against the Guardians.

Guardians’ offense vs. Yankees’ sinkerballers

The Yankees’ bullpen is loaded with turbo sinkers and groundball pitchers. Lou Trivino, Jonathan Loáisiga, and Clay Holmes, to name a few, all feature a sinker as their primary fastball. Each of them will be used in high-leverage scenarios against any layer of the Guardians’ lineup, which has been the very worst in the American League against the sinker, posting the second-lowest wOBA (.317) and the lowest xwOBA (.319).

There’s plenty to suggest the Yankees’ bullpen will give the Guardians issues. Because of those turbo sinkers, New York’s bullpen led all of baseball in GB% (49.1%) and Run Value (-20.3 runs). The next best in both categories was Baltimore, which trailed in each by a decent margin (1.5 percentage points and 1.9 runs). In today’s game, being better than every team at throwing sinkers provides a significant competitive advantage, as it keeps batted balls out of the air and on the ground. Read the rest of this entry »

Did you watch the Guardians and the Rays in their Wild Card Series? It was extremely fun, especially if you hate runs. Everyone got out so much! Both teams had a better WHIP than Justin Verlander. The Guardians batted .171. The Rays batted .115. Together they batted .143. That’s Robbie Ray’s career batting average. Robbie Ray is famously not a hitter.

While Cleveland and Tampa Bay pushed the boundaries of modern science searching for new and innovative ways to not get on base, I noticed that one player seemed to take his failures a bit harder than the rest. See if you can spot it as well. Turn your sound all the way up, especially if you’re at the office. If you’re at an elementary school or a place of worship, see if there’s a public address system you can plug into:

Read the rest of this entry »

When the American League Division Series begins on Tuesday, the Seattle Mariners will take on the Houston Astros as the ultimate underdogs. The Mariners are in the midst of their first postseason run in over 20 years, while the Astros have made their way to the ALCS in each of the past six seasons. No matter how you slice it, the Astros are the overwhelming favorites.

In fact, this might be the most winnable ALDS matchup the Astros have had over their seven-year run. Never before has the gulf between the Astros and their opponent been this wide:

Read the rest of this entry »

Since the dog days of summer, the Yankees’ bullpen has been dogged by injuries and ineffectiveness. It began with the losses of Michael King and Chad Green for the season. But those that shored up the ‘pen in their wake have since gone down as well.

Clay Holmes‘ shoulder issue and recent struggles have called into question just how much the team can rely on him come the playoffs. Surprisingly stellar rookie Ron Marinaccio exited his last regular-season game early due to a lingering shin injury and has been ruled out until at least the ALCS. This came on the heels of Zack Britton’s 60-day IL placement, as his late-season comeback attempt fell short. Stalwarts Wandy Peralta, Miguel Castro, and Albert Abreu are also either still injured or shaking off the rust. Not to mention the unceremonious end to the Aroldis Chapman saga: he was left off of the ALDS roster for missing a mandatory team workout on Sunday.

Thankfully for the Yankees, despite a disastrous trade deadline in which they ended up sacrificing 1.8 WAR, they did manage to acquire some bullpen reinforcements. Relievers tend to accumulate less WAR due to their lower volume of innings, downplaying the surface-level effectiveness and importance of lower-profile acquisitions Scott Effross and Lou Trivino. Their significance is only set to increase with the Yankees’ bullpen situation becoming increasingly dire. (Update: Unfortunately, shortly after this piece was published, Jack Curry of YES Network reported that Effross, who was absent from the Yankees’ ALDS roster when it was released on Tuesday, will need Tommy John surgery.) Read the rest of this entry »