Job Posting: Los Angeles Angels Baseball Systems Developer

Position: Baseball Systems Developer

Description:
The Los Angeles Angels are seeking a Developer to join the Baseball Operations’ Baseball Systems Development team. This position will focus on the development and maintenance of the Angels’ internal baseball information system and all of the data flows that support it.

Responsibilities:

  • Design, develop and maintain the front end of the Angels’ internal baseball information system
  • Develop and maintain ETL processes for loading data from multiple sources using a variety of formats (APIs, JSON, XML, CSVs, etc.)
  • Identify, diagnose, and resolve data quality issues
  • Collaborate with the IT department to address needs related to Baseball Systems department
  • Remain up-to-date with respect to industry best practices and new technologies and how they relate to the club’s needs

Qualifications:

  • Bachelor’s Degree in Computer Science, Engineering or a related field of study strongly preferred
  • Experience with HTML/CSS
  • Experience with Javascript
  • Experience with modern database technologies and SQL
  • Working knowledge of advanced baseball statistics and sabermetric concepts
  • Programming experience with one or more of the following languages: C#, JavaScript, Python
  • Preferred: Experience building web or native applications for mobile devices
  • Preferred: Experience building and supporting ETL processes

To apply:
Please apply for this position at this link.

The content in this posting was created and provided solely by the Los Angeles Angels.


Job Posting: St. Louis Cardinals Senior Cloud Engineer

Position: Senior Cloud Engineer

Job Location: St. Louis (Preferred) or Remote

Summary of Responsibilities:

The role of the Senior Cloud Engineer will be to design, develop, and maintain cloud infrastructure for the baseball data systems of the St. Louis Cardinals. This person will collaborate with the Baseball Systems group to ensure that quality data and analytics are accessible in a timely fashion to front office members, scouts, coaches, players, and others in Baseball Operations. This person should be detail-oriented, enjoy sharing expertise with others, keep up with the latest cloud tools and technologies, and have an interest in the game of baseball. Read the rest of this entry »


With a Second-Straight Walk-Off Win, Boston Advances to the ALCS

BOSTON — Unlike Sunday’s ALDS Game 3, this one wasn’t quite an instant classic. But it was nonetheless a drama-filled contest that culminated in a final swing of the bat that sent Fenway Park into a state of euphoria. When all was said and done, the Boston Red Sox had defeated the Tampa Bay Rays, thereby winning a hard-fought series in four games and advancing to the ALCS. The final score was 6-5.

Randy Arozarena led off the game by driving a 3-2 pitch from Eduardo Rodriguez up the gap in right center, the trajectory taking it close to the same spot where a pinball-carom caused controversy on Sunday night. This time, Hunter Renfroe made a clean catch, robbing the Tampa Bay outfielder of what looked like a sure double with a lunging, backhanded grab. More spectacular to the naked eye than the .500 expected batting average calculated by Statcast, the catch set the tone for the first two frames.

It was Tampa Bay’s defense that shone after Rodriquez recorded a one-two-three top half. Arozarena and Wander Franco made stellar plays in the bottom half, and Kevin Kiermaier did what Kevin Kiermaier does in the following inning, stealing a hit with a diving catch.

Rodriguez continued dealing. Coming off a Game 1 start in which he didn’t get out of the second inning, the 28-year-old southpaw fanned five over the first three frames with nary a Rays batter reaching. The last of those punch-outs, which came against Austin Meadows leading off the third, was notable for its longevity. A 17-pitch at-bat that featured eight consecutive foul balls after the count went full ended with Meadows waving at an 81.7-mph Rodriguez slider. The next two batters were retired on just three pitches. Read the rest of this entry »


Offensive Woes Put Brewers on Brink of Elimination After Game 3 Shutout

Freddy Peralta was cruising. He had thrown four shutout innings, allowing three hits (and only three batted balls over 100 mph), walking one and striking out five on just 57 pitches. Ian Anderson was arguably even better: five scoreless frames, three hits allowed, and six strikeouts. But with a chance to put something on the board in a scoreless game during a series where runs have been scarce, both managers pulled their starters, who both seemingly had plenty left in the tank, to take a shot at creating instant offense. It didn’t work out for the Brewers, but it worked out wonderfully for the Braves, and that combination of outcomes is why Atlanta now has a 2–1 series lead thanks to a 3–0 victory on Monday afternoon at home.

The game might not have had many runs, but it certain had plenty of drama in the first four innings. Atlanta blew a golden opportunity in the second inning when, with runners on first and third with one out, Travis d’Arnaud lofted a fly ball to left field. Neither deep nor shallow, it was still enough to serve as a sacrifice fly to give the Braves an early lead. But nobody told Adam Duvall on first, or, to be fair in sharing the blame, Austin Riley on third. Once Christian Yelich caught the ball, Riley broke for home — not lollygagging it by any stretch, but not full effort either. That proved to be critical, as Duvall, for reasons only he possibly understands (or maybe even now doesn’t), tried to go from first to second. Yelich threw Duvall out before Riley touched home, and the game remained scoreless.

The Brewers, meanwhile, didn’t come close to getting on the board until the pivotal fifth inning, when an Omar Narváez double — only Milwaukee’s third extra-base hit of the series — gave the team runners at second and third to begin the top of the frame. Dansby Swanson made an exceptional play (one of two on the afternoon) on a blistering ground ball off the bat of Lorenzo Cain for the first out, and with Peralta due to hit, the game had its first inflection point. Craig Counsell’s decision was to pull his effective starter for pinch-hitter Daniel Vogelbach.

Vogelbach, though, grounded into a fielder’s choice that resulted in an out at home. Kolten Wong then smacked a hard line drive with an expected batting average of .700, but right at first baseman Freddie Freeman. For the 20th time in 21 innings (and now 25 of 26), the Brewers put up another zero.

The removal of Peralta didn’t work on a run-scoring level, and it failed on a run-prevention one as well, as the first man out of the bullpen, Adrian Houser, simply didn’t have it. Two quick singles put Brian Snitker in a similar situation as Counsell in the top half of the frame, and the decision was the same: pull the starter, replacing Anderson with Joc Pederson. But after getting a swing and a miss on an elevated fastball, Houser went back to the well with the same pitch, and Pederson didn’t miss it, mashing a three-run home run (one which gave Atlanta the highest-scoring inning of the series). The Braves cruised from there as a quartet of relievers finished the job, each delivering a scoreless inning.

Counsell’s strategy was defensible. His bullpen has been strong all year, and lifting Peralta would leave him available in relief for one or two innings if a Game 5 became necessary. More importantly, Milwaukee needed to score runs, as its offense has gone AWOL in the postseason — though it’s not as if the Brewers were all that present in the regular season, either. While they finished sixth in the NL in runs scored, they also ranked just 11th in OPS and wRC+, and even that mediocre performance needed in-season boosts from Willy Adames, Eduardo Escobar and Rowdy Tellez to avoid a worse finish.

The problems are myriad. Yelich never got going. Cain isn’t a star anymore. Jackie Bradley Jr. was a disaster at the plate, and Keston Hiura generated more questions than answers as the team’s first baseman of the future. With one of the best rotations in the game and arguably the best manager of bullpens in all of baseball, the Brewers didn’t need all that many runs to be a very good team, but they certainly needed some runs, and that just hasn’t happened in the playoffs. Tellez’ dramatic home run in the seventh inning of Game 1 off of Charlie Morton remains the only time in 26 innings that the Brewers have crossed the plate. Here is the back of the baseball card for Milwaukee after today’s loss:

Milwaukee Brewers NLDS Team Batting
AB R H 2B 3B HR RBI BB SO SB CS AVG OBP SLG OPS
91 2 16 3 0 1 2 6 33 1 0 .176 .242 .242 .484

Obviously, that should generate more than two runs, but a miserable 0-for-16 with runners in scoring position adds insult to the offensive injuries.

There is no one player to blame for this kind of full-team failure; every Brewer regular has at least one hit, but Adames, with four, is the only one with more than two. The Braves have not only prevented hits — Swanson and Riley in particular have done terrific work on the left side of the infield — but also prevented balls in play at all for some of Milwaukee’s biggest names: Adames, Yelich, Escobar and Avisaíl García have combined for 23 whiffs in 44 plate appearances.

For much of the 2021 season, the talk around the Milwaukee Brewers was how well they were positioned for a postseason run thanks to arguably the best 1-2-3 rotation combo in the business. Those starters have done their job against Atlanta, allowing just three runs on ten hits over an aggregate of 16 innings, good for a 1.69 ERA. What wasn’t talked about enough was a fringy offense, and it’s the latter that has the Brewers on the brink of elimination without any of that magical starting trio available in anything but emergency relief use in Game 4 on Tuesday afternoon.

In wrapping up Game 1 of the ALDS between the Rays and the Red Sox, I noted that however inventive or even correct the pitching strategies of Alex Cora were, none of it mattered at all if his team couldn’t score. Boston’s bats have come to life in a big way, though; now Milwaukee can just hope for the same. We can debate all day as to whether or not Counsell should have pulled Peralta, but in the end, nine more goose eggs on the scoreboard made the argument irrelevant.


The Dodgers’ AJ Pollock Is Picking up the Slack

When AJ Pollock went down with a Grade 2 right hamstring strain in early September, it wasn’t entirely clear that he would be available to the Dodgers for the postseason, let alone remain as productive as he’d been. Fortunately for Los Angeles, the 33-year-old left fielder made a quick return, hit reassuringly well over the season’s final days — .300/.389/.867 (214 wRC+) in 36 plate appearances post-injury — and is well-positioned to help pick up the slack for the injured Max Muncy, who dislocated his left elbow on the final day of the regular season. In Game 2 of the Division Series against the Giants on Saturday night, the Dodgers’ left fielder played a key role in all three of their rallies.

Pollock, who had taken a pair of 0-for-3s in the NL Wild Card game and the Division Series opener, first made an impact upon Game 2 as part of a move that backfired on the Giants. With two outs and Chris Taylor on second base in the second inning, he got ahead of Kevin Gausman 2-0 by laying off a 95-mph fastball just below the strike zone and then an 85-mph splitter low and away. Rather than challenge him in the zone and risk a big hit, the Giants elected to intentionally walk Pollock, who was batting eighth, to bring up pitcher Julio Urías, a decent hitter who made the Giants pay by driving in the Dodgers’ first run of the series with an RBI single. Pollock took third and then scored on Mookie Betts‘ single.

In the sixth, Cody Bellinger’s bases-loaded, two-run double off reliever Dominic Leone — who taken over for Gausman and made an inauspicious entry by walking Taylor — extended the Dodgers’ lead to 4-1. On Leone’s very next pitch, a slider right on the outside corner, Pollock reached out and lashed it to left field for another two-run double:

Read the rest of this entry »


Grandal and García Help White Sox Deny Astros ALDS Sweep, Force Game 4

Most sports fans likely would’ve guessed that the weirdest thing they would see Sunday had already occurred. Hapless NFL kickers, a bizarre ground rule double, and an unlikely walk-off home run had peppered the first two-thirds of the day. Then the Astros and White Sox combined to score fifteen runs during the first four innings of their Game 3 tilt in Chicago, with an epic and somewhat controversial crescendo packed into a wild 90 minutes at a boisterous Guaranteed Rate Field.

Dylan Cease blazed through the top of the first inning, which ended with an emphatic 100-mph fastball blown past Alex Bregman. After that moment, the game became a grinding, roller coaster affair, with several haymakers thrown over the next few innings, culminating in a five-run third and three-run fourth for the White Sox, respectively the largest and the decisive blow in their 12–6 victory to keep the season alive for a Game 4 on Monday.

Chicago chipped away immediately as part of a high-stress first inning for Astros starter Luis Garcia, who was constantly blowing into his pitching hand as if he were cold. Turns out, he was. A Tim Anderson leadoff single would eventually score via an Eloy Jiménez knock to center field, but there were signs of danger beyond that. Garcia fell behind hitters, got away with a grooved 2–0 fastball to José Abreu, and watched Yasmani Grandal crush a ball into foul territory, as all three outs he got in the first were put in play at 95 mph or above. The White Sox only got one run out of it, but the 25-pitch first inning for Garcia, lasting nearly 30 minutes, was a portent of doom for Houston.

Read the rest of this entry »


FanGraphs Live: Brewers/Braves Game 3 Watch-Along, 1:00 PM ET Today

Join me and Jay Jaffe today live on Twitch as we watch Game 3 of the Brewers/Braves NLDS and catch up on a weekend of playoff baseball. With all four playoff series in action, Monday boasts a full slate and there’s plenty to discuss.

We’ll also be joined by an illustrious list of guests, headlined by Jason Martinez and “whoever at FanGraphs is not buried with work and wants to hop on Zoom with us.” You’re going to be watching day baseball anyway, so come join the FanGraphs crew — on our Twitch channel or on the homepage — and enjoy a tremendous pitching matchup of Ian Anderson against Freddy Peralta with us. Read the rest of this entry »


Job Posting: Tampa Bay Rays Research and Development Intern

Position: Research and Development Intern

The Tampa Bay Rays are in search of their next Research and Development Intern. The Rays R&D group helps shape their Baseball Operations decision-making processes through the analysis and interpretation of data. They are seeking those with a passion for baseball and a desire to contribute through mathematics, data analysis and computation. Their next intern will be an intellectual contributor that can work both individually and collaboratively, coming up with interesting research questions to explore, find ways to answer those questions with the data at their disposal, communicate the results of their research, and work to apply their research outcomes to improve how the Rays organization operates. The Rays want to work with people who care about being a good teammate, want to make a positive impact on their organization, have an innovative spirit, and will explore new ways to make the team better. Does this describe you? Read the rest of this entry »


Job Posting: Colorado Rockies Analyst Roles

Please note, this posting contains to positions.

Position Title: Analyst

Department: Baseball Research & Development
Reports To: Director, Baseball Research & Development

Position Summary:
The Colorado Rockies Organization is seeking an individual with a passion for baseball and data analysis to join their growing Baseball Research & Development team. This person will focus on performing data analysis to support decision making in all facets of baseball, including player evaluation, roster construction, player development, advance scouting, and in-game strategy.

Essential Duties & Responsibilities:

  • Develop statistical models and perform general quantitative analysis to support all areas of baseball operations and organizational decision making.
  • Design and build informative data visualizations for use in automated reports or ad hoc projects.
  • Effectively present completed projects and communicate new insights to decision makers and other staff.
  • Maintain a knowledge of the latest data analysis techniques and data sources to aid in the continual development of the department.
  • This job description is not intended to be a comprehensive list of duties and responsibilities required by the employee.
  • The responsibilities required by the employee may change over time and without notice.

Job Qualifications:
Education and Work Experience

  • Advanced degree or equivalent experience in statistics, data science, computer science, machine learning or a related field.
  • Experience with analyzing datasets and training statistical models using R or Python.
  • Experience working with SQL-like databases, such as MySQL, SQL Server or PostgreSQL.
  • Experience collaborating on code with the use of source control, such as Git.

Relevant Skills

  • Familiarity with the rules of baseball and an understanding of sabermetrics strongly desirable.
  • Passion for baseball and familiarity with current baseball research.
  • Ability to communicate effectively, both in writing and orally.
  • Strong intellectual curiosity.
  • Ability to develop and maintain successful working relationships.

Working Conditions/Work Schedule:

  • Ability to work a flexible schedule with long hours, including weekend, evenings, and holidays.
  • Some travel will be required.
  • Consistent, punctual and regular attendance.

Application Process:
Qualified candidates should submit their resume and letter of interest no later than October, 18, 2021. Candidates can apply using this link, or by sending their materials to baseballjobs@rockies.com.

Position Title: Baseball Operations Analyst

Department: Baseball Operations

Position Summary:
The Colorado Rockies Organization is seeking a full-time Baseball Operations Analyst within the Baseball Operations Department. This individual will join the Baseball Operations team and will support Operations and Analysis initiatives within the department. Within Operations, they will assist in salary arbitration, administration of rosters, understand and apply industry rules and regulations, administrative duties, and ad-hoc projects. Within Analysis, they will assist in research pertaining to contract markets, baseball economics, statistical analysis, on-field strategy, and ad-hoc. In addition, they will interact with Major League Staff, Players, and Front Office to implement and operationalize organizational initiatives. The position requires a strong work ethic, attention to detail, willingness to learn, ability to communicate technical concepts to non-technical stakeholders, creatively problem solve, work within cross-functional teams, and have a passion for baseball.

Duties & Responsibilities:
Operations

  • Assist in daily administrative duties of Baseball Operations department.
  • Utilize MLB and proprietary Rockies’ software systems to assist in roster management and report building.
  • Support salary arbitration process.
  • Interpret and apply Major League Baseball rules and regulations.
  • Complete ad-hoc projects and implement initiatives as directed by Front Office and Major League staff.
  • Improve department efficiency and effectiveness of operational processes.

Analysis

  • Work autonomously or within a team to support contract markets, baseball economics, analysis, on-field strategy, and ad-hoc research projects.
  • Partner with Research and Development team to develop robust analytics and actionable insights to enable key business decisions.
  • Conduct, distill, and present research projects.

Job Requirements
Education and Work Experience

  • Bachelor’s degree or equivalent (preferably in an analytical field or related experience)

Relevant Skills

  • Proficiency with Excel and PowerPoint and willingness to learn new products. Experience with SQL is a plus.
  • Ability to solve complex problems and develop creative solutions with high attention to detail.
  • Comfortable working with large data sets to develop actionable insights.
  • Ability to work under deadlines with competing priorities in a fast-paced and sometimes ambiguous environment.
  • Experience operating within cross-functional teams and ability to influence without authority.
  • Excellent written and verbal communication skills.
  • Passion for baseball.

Work Environment

  • Ability to work a flexible schedule including long hours, weekends, evenings, and holidays.
  • Some travel may be required.
  • Consistent, punctual and regular attendance.

Application Process
Qualified candidates should submit their resume and letter of interest no later than October, 18, 2021. Candidates can apply using this link, or by sending their materials to baseballjobs@rockies.com.

The content in this posting was created and provided solely by the Colorado Rockies.


Buoyed By a Break, Red Sox Win ALDS Game 3 With Walk-off Blast

BOSTON — It’s a shame that one team had to lose. In a game that will go down as a postseason classic, the Boston Red Sox walked off the Tampa Bay Rays, 6–4, on a 13th-inning home run by Christian Vázquez to win Game 3 of the ALDS and take a 2–1 series lead.

Now, on to what transpired.

The eventful first inning epitomized modern-era baseball. Red Sox right-hander Nathan Eovaldi fanned three Rays batters in the top half but also gave up an Austin Meadows home run — a 406-foot shot off the back wall of the visiting bullpen — that followed a Wander Franco single. In the bottom half, Rays right-hander Drew Rasmussen was taken deep by Kyle Schwarber — this one at 390 feet — but then fanned Rafael Devers after giving up a 104.8-mph single off the Green Monster by Enrique Hernández.

Eight batters into the game, we had four strikeouts, two home runs, and a pair of singles, one of which would have been a double in 29 other ballparks. Moreover, all four batted balls were hit with triple-digit exit velocity. Again, modern-era baseball: whiffs, dingers, and Statcast readings to measure it all. A three-strikeout, one-walk top of the second only added to the three-true-outcome mix. Read the rest of this entry »