Díaz, Rays Slug Their Way to AL Wild Card Win Over A’s

In a postseason field dominated by the league’s foremost home run-hitting teams, the Tampa Bay Rays are one of a couple outliers. With 217 homers during the regular season, they ranked ninth out of the 10 playoff teams, and just 21st across all of baseball, one of just three playoff teams not to rank in baseball’s top eight in dinger-mashing prowess. But on Wednesday, they proved to be as capable as anyone of leaving the yard.

Yandy Díaz smashed a pair of solo homers, while Avisaíl García launched a two-run shot and Tommy Pham added a third, solo bomb as Tampa Bay silenced Oakland 5-1 in the American League Wild Card game at Oakland Coliseum. The Rays will face the World Series favorite Houston Astros in the ALDS beginning on Friday.

The home run heroics got started before many fans in Oakland were probably able to find their seats. Leading off the game, Díaz worked a 3-1 count against A’s starting pitcher Sean Manaea before getting a fastball high and outside, and hammered the pitch over the opposite field fence in right to push the Rays in front. Manaea settled in to strike out the next three hitters, but he wasn’t able to hold off further damage for long. He surrendered a leadoff single to Matt Duffy to start the second, and after falling behind García 2-1, attempted to even the count once more with another fastball out and over the plate. García punished it.

With an exit velocity of 115 mph, Garcia’s homer was the hardest-hit ball by a Rays player ever recorded by Statcast. And they were just getting started. Díaz made his second plate appearance of the game leading off the third inning, and made it look exactly like the first one. Read the rest of this entry »


Job Posting: Diamondbacks Baseball Operations Analyst

Position: Baseball Operations Analyst, Player Personnel

Department: Baseball Operations
Status: Regular Full-Time
Location: Phoenix, Arizona

Position Summary:
The Arizona Diamondbacks are seeking an Analyst with a focus on Professional Player Personnel to join their Baseball Operations department. This position will work closely with Director and Executive levels of the front office on player evaluation both internally and externally in regards to potential trade and free agent targets. A model candidate will be able to leverage their analytical skills, a strong sense of creativity and their knowledge and passion for the game of baseball to provide innovative ideas throughout the Player Personnel decision making process.

Duties & Responsibilities:

  • Evaluation of players covering all 30 Major League organizations, the NPB, KBO, CPBL, MLB affiliated Caribbean leagues, and Independent Leagues.
  • Create and maintain a systematic process for evaluating a large sample of players in a quick and efficient manner.
  • Design and develop statistical models and tools that can be communicated effectively to a nontechnical audience.
  • Generate ideas for player acquisitions, roster construction and contract decisions.
  • Continuously explore interesting research questions in order to identify new trends in the game that will lead to competitive advantages.

Skills:

  • Proficiency in SQL as well as either R or Python is strongly preferred.
  • Experience with data visualization is a plus.
  • Ability to communicate ideas and opinions to all members of Baseball Operations.
  • Experience with roster decisions, evaluation of professional players, and the free agent market within other ML front offices is desirable.
  • An expert-level understanding and appetite for the game of baseball.

To Apply:
Interested individuals should send a cover letter and resume to bbopsjob@dbacks.com.

The content in this posting was created and provided solely by the Arizona Diamondbacks.


Job Posting: Tigers Baseball Ops Seasonal Positions

Please note, this posting contains multiple positions.

Position: Performance Science Associate (Seasonal)

Department: Baseball Operations
Location: Detroit, Michigan

Job Description:
The baseball performance associate will assist with the delivery of performance science solutions within Baseball Operations. This role will work closely Baseball Analytics, Player Development, Strength and Conditioning, and Coaching staffs in order to optimize performance.

Key Responsibilities:

  • Assist with implementation and maintenance of existing performance science initiatives across the organization, including data collection, analysis and reporting.
  • Assist with the design, development, testing and support of new performance science initiatives.
  • Work closely with the Director, Performance Science to develop and disseminate information from performance science initiatives.
  • Effectively collaborate and communicate with player development, coaching, sports medicine, strength and conditioning and front office staff.
  • Assist with data management, organization and integration into the organization’s athlete management system.
  • Review research and technology updates relevant to baseball performance.
  • Perform exploratory performance science research projects and analysis as directed.
  • Assist with the maintenance, calibration and upkeep of performance science related equipment.
  • Other duties as directed by Director, Performance Science

Minimum Knowledge, Skills, and Abilities:

  • Bachelor’s degree in exercise science, exercise physiology, sports science, kinesiology, biomechanics or similar field.
  • Experience with the following technologies preferred: Force plates, accelerometers, motion capture, high speed video, GPS tracking.
  • Experience using an athlete management system.
  • The ideal candidate must have excellent computer skills. Coding or data visualization skills a plus.
  • The ideal candidate must have excellent communication skills. Candidate must be able to convey complex sports science findings to relevant staffs.
  • The ideal candidate must have excellent attention to detail.
  • The ideal candidate must have excellent organizational skills.
  • Previous experience working with professional athletes and coaches preferred.
  • The ideal candidate must be willing to work longs hours, including days, nights, weekends and holidays.
  • The candidate must be available full-time.
  • Willing and able to relocate to the Lakeland, FL area or Detroit metro area.

To Apply:
To apply, please complete the application that can be found here.

Software Developer Associate (Seasonal)

Department: Baseball Operations
Location: Detroit, Michigan

Key Responsibilities:

  • Perform general development and maintenance tasks for the upkeep of internally developed software products.
  • Use modern software techniques and best practices in all parts of the software life cycle.
  • Troubleshoot issues with existing Baseball Operations systems.
  • Assist with development of new tools for improving data collection and processing.
  • Complete ad-hoc database queries and analysis as directed.
  • Provide support for important events such as the Rule 4 Draft, the trade deadline, contract negotiations and salary arbitration.
  • Support Baseball Operations, Scouting and Player Development with ad hoc requests.
  • Other duties as assigned by members of the Baseball Operations Department.

Minimum Knowledge, Skills, and Abilities:

  • The ideal candidate must be at least a college senior or recent graduate (within 6 months).
  • Educational background in Computer Science or similar technical field of study.
  • Familiarity with C# and/or Java in a web application context. Knowledge of Angular or similar front-end frameworks is a plus.
  • Familiarity with SQL, database design principles, and relational data concepts.
  • Experience with software development including requirements gathering, development, and testing is a plus.
  • The ideal candidate must have excellent verbal and written communication skills.
  • The ideal candidate must have excellent organizational skills.
  • Highly motivated with excellent attention to detail.
  • The ideal candidate must be available full-time.
  • The ideal candidate must be available to work evenings, weekends, and holidays as dictated by the baseball calendar.
  • Willing and able to relocate to the Detroit metro area.

To Apply:
To apply, please complete the application that can be found here.

Position: Baseball Analytics Associate (Seasonal)

Department: Baseball Operations
Location: Detroit, Michigan

Key Responsibilities:

  • Assist with importing, cleaning, and preparing of baseball datasets.
  • Assist with the design, development, testing and support of proprietary data collection and decision-support systems.
  • Design ad hoc SQL queries.
  • Assist with statistical modeling of baseball data.
  • Execute exploratory research and analysis as directed.
  • Review public research on a regular basis.
  • Provide support for important events such as the Rule 4 Draft, the trade deadline, contract negotiations and salary arbitration.
  • Support Baseball Operations, Scouting and Player Development with ad hoc requests.
  • Other duties as assigned by members of the Baseball Operations Department.

Minimum Knowledge, Skills, and Abilities:

  • The ideal candidate must be at least a college senior or recent graduate (within 6 months).
  • Demonstrated familiarity with SQL querying and database design principles.
  • Demonstrated knowledge of baseball-specific data, modern statistical techniques and sabermetric analysis.
  • Familiarity with R/Python and/or other software applications/languages used for statistical calculations and graphical representations.
  • Experience with software development, including requirements definition, design, development, testing, and implementation, a plus.
  • Experience with ETL processes that integrate multiple data sources, a plus.
  • The ideal candidate must have excellent verbal and written communication skills.
  • The ideal candidate must have excellent organizational skills.
  • Highly motivated with excellent attention to detail.
  • The ideal candidate must be available full-time.
  • The ideal candidate must be available to work evenings, weekends, and holidays as dictated by the baseball calendar.
  • Willing and able to relocate to the Detroit metro area.

To Apply:
To apply, please complete the application that can be found here.

The content in this posting was created and provided solely by the Detroit Tigers.


Job Posting: Cardinals Engineer, Data Scientist, and Developer Positions

Please note, this posting contains multiple positions.

Position: Data Quality Engineer

Location: St. Louis

Summary of the background and skill set best suited to excel in this role:
The role of Data Quality Engineer will be to ensure data management (ETL) processes for the Cardinals’ testing and quality standards are met across existing and new data sources being ingested by the organization. This person will work closely with other members of the Baseball Development department to understand their data needs and incorporate them into the data management (ETL) processes. This role requires a detail-oriented mindset, analytical ability, an ability to work independently, and an interest in the game of baseball.

Minimum Qualifications:

  • Bachelor’s degree in Computer Science or related technical field from an accredited college or university or equivalent work experience
  • Candidates in school expecting to graduate Winter 2019 or Spring 2020 with work towards such degrees will also be considered
  • Experience with end-to-end data testing and/or data analysis as well as knowledge of best practices and methodologies for data QA
  • Demonstrated proficiency with SQL for creating/modifying queries
  • Experience with JSON, CSV, XML and other data exchange formats
  • Excellent organizational, interpersonal, verbal, and written communication skills
  • Ability to work well in a fast-paced environment under deadlines in a changing environment
  • Proven problem-solving skills and analytical ability

Preferred Qualifications:

  • 1+ years of experience with software and/or data quality assurance
  • Experience with Cloud data pipeline tooling and principles

To Apply:
To apply, please complete the application that can be found here.

Position: Data Engineer

Location: St. Louis

Summary of the background and skill set best suited to excel in this role:
The role of Data Engineer will be focused on supporting the data pipeline infrastructure that supplies the Baseball Development department with the data needed to make actionable insights in day-to-day operations. The person in this role will be responsible for maintaining the current data infrastructure and develop new innovative methods to deliver data to drive actionable business outcomes. This person should be detail oriented, analytically inclined, and have an interest in the game of baseball.

Minimum Qualifications:

  • Bachelor’s degree in Computer Science, Mathematics or related technical field, or equivalent practical experience
  • Candidates in school expecting to graduate Winter 2019 or Spring 2020 with work towards such degrees will also be considered
  • Experience with data processing software (such as Hadoop, Spark, Pig, Hive, Beam) and/or algorithms (MapReduce, Flume)
  • Experience in writing software in one or more languages such as Python, Go, Java, C++ and/or JavaScript
  • Demonstrated proficiency with SQL for creating/modifying queries
  • Experience with JSON, CSV, XML and other data exchange formats
  • Experience working with API endpoints (REST, oAuth2, CRUD, SOAP)

Preferred Qualifications:

  • Experience working with data warehouses, including architecture and design of infrastructure components, ETL/ELT processes, reporting/analytic tools and environments
  • Experience working with big data, information retrieval, data mining or machine learning
  • Experience with Cloud data pipeline tooling and principles

To Apply:
To apply, please complete the application that can be found here.

Position: Analytics Engineer

Location: St. Louis

Summary of the background and skill set best suited to excel in this role:
The role of Analytics Engineer will be focused on supporting the analytics pipeline that supplies the Baseball Development department with the data tools and processes needed to make actionable insights in day-to-day operations. The person in this role will be responsible for facilitating the analytics team members with the necessary components in their data modeling processes. This person should be detail orientated, analytically inclined, and have an interest in the game of baseball.

Minimum Qualifications:

  • Bachelor’s degree in Computer Science, Mathematics or related technical field, or equivalent practical experience
  • Candidates in school expecting to graduate Winter 2019 or Spring 2020 with work towards such degrees will also be considered
  • Experience working with big data, information retrieval, data mining or machine learning
  • Experience working in Python and/or R
  • Experience working in SQL and/or NoSQL

Preferred Qualifications:

  • Experience with data processing software (such as Hadoop, Spark, Pig, Hive, Beam) and/or algorithms (MapReduce, Flume)
  • Experience in one or more modern machine learning languages, such as TensorFlow, Caffe/Caffe2, PyTorch, Keras, MXNet, Scikit-Learn
  • Experience with Cloud data pipeline tooling and principles

To Apply:
To apply, please complete the application that can be found here.

Position: Senior Data Scientist

Location: St. Louis

Summary of the background and skill set best suited to excel in this role:
The role of Senior Data Scientist is to conduct quantitative research aimed at developing/enhancing predictive, machine learning, and other quantitative models to help the Cardinals organization gain insights as well as make actionable decisions related to all aspects of baseball operations.

Minimum Qualifications:

  • BS, MS, or PhD in an appropriate technology field (Computer Science, Statistics, Applied Math, Operations Research, etc.)
  • 3-5+ years of experience with data science
  • Expertise in R or Python
  • Expertise in SQL
  • Solid communication skills with demonstrated ability to explain complex technical issues to both technical and non-technical audiences
  • Passion for baseball and strong intellectual curiosity

Preferred Qualifications:

  • Proficient in a modern machine learning framework such as TensorFlow, Caffe/Caffe2, PyTorch, Keras, MXNet, Scikit-Learn
  • Published research demonstrating clearly defined methodologies and use of technical abilities

To Apply:
To apply, please complete the application that can be found here.

Position: Application Developer

Location: St. Louis

Summary of the background and skill set best suited to excel in this role:
The role of Application Developer is to design, implement and maintain analytics and technical systems (Frontend & Backend) in collaboration with the Baseball Development department. These applications will be used by Baseball Operations personnel and field staff. This person should be detail oriented, intellectually curious, and have an interest in the game of baseball.

Minimum Qualifications:

  • Bachelor’s degree in Computer Science or equivalent practical experience
  • 1-3+ years of experience as a software engineer, developer, or equivalent technical experience
  • Proficiency working with one or more of the following: JavaScript (including MVC frameworks such as AngularJS, Angular, React, or Vue.js), Java, Python, Go, CSS or HTML
  • Proficiency developing, securing and consuming REST / JSON APIs using modern server-side or client frameworks (such as Node.js, GraphQL, Angular, etc.)
  • Experience with SQL

Preferred Qualifications:

  • iOS and/or Android Mobile App development
  • Familiarity with NoSQL
  • Experience with cloud developer tooling

To Apply:
To apply, please complete the application that can be found here.

The content in this posting was created and provided solely by the St. Louis Cardinals.


FanGraphs AL Wild Card Chat

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Postseason Preview: Los Angeles Dodgers vs. Washington Nationals

In one of the most thrilling finishes to a Wild Card game, the Washington Nationals defeated the Milwaukee Brewers on Tuesday night. That victory finally exorcised the nightmare that elimination games have been for the Nats over the last decade. Now their sights are set on the best team in the National League, the Dodgers.

At a Glance:

  • Game 1: Thursday, October 3, 8:37 PM EST in Los Angeles
  • Game 2: Friday, October 4, 9:37 PM EST in Los Angeles
  • Game 3: Sunday, October 6, time TBD in Washington
  • Game 4 (if necessary): Monday, October 7, time TBD in Washington
  • Game 5 (if necessary): Wednesday, October 9, time TBD in Los Angeles

Dodgers-Nationals Team Overview
Overview Dodgers Nationals Edge
Batting (wRC+) 111 (1st in NL) 103 (3rd in NL) Dodgers
Fielding (DRS) 136 (1st) -2 (12th) Dodgers
Starting Pitching (FIP-) 81 (1st) 82 (2nd) Dodgers
Bullpen (FIP-) 93 (3rd) 109 (14th) Dodgers

This five-game series sets up a clash between the top two starting rotations in the senior circuit. The Dodgers starters posted a park- and league-adjusted FIP 19% better than league average, and the Nationals were just a point right behind them. But in a short series, the quality of the top of the rotation is paramount, and these two teams are very top-heavy. Read the rest of this entry »


Every Playoff Home Run Tells a Story, Especially the First One

Getting dropped into a single elimination Wild Card game is like kicking off the postseason with Game Seven of the World Series. Suddenly, everything is on the line. The water is boiling. Alarms are going off. Stephen Strasburg is pitching in relief. There’s always two strikes. The crowd is either deathly silent or ripping off their jerseys.

Often, these games are won with abrupt offense, and in 2019, that means home runs. The league just hit a(nother) record-breaking number of them during the regular season, so last night, the Brewers and Nationals knew it was their jobs to swat as many balls out of the ballpark as they could before time ran out.

Yasmani Grandal hit one on the first pitch he saw, gifting Milwaukee an early lead by punching an inside fastball into the Nationals’ bullpen and celebrating with a seismic slap of his first base coach’s hand.

Eric Thames clubbed the next one on Max Scherzer’s 20th pitch of the evening, a low and away shapeshifter on the corner, and they both turned and watched it sail two or three rows back in right center to make it 3-0. Thames jogged muscularly around the bases, his arm adorned with robot armor from the future.

Trea Turner hit the last one, which gave a spike to the Washington pulse; a 98 mph heater high in the zone, just where he likes ‘em — a spot where, during the regular season, he hit .625. Turner’s bomb (in theory) set off the emergency alert system at Nationals Park, as if to assure people: Don’t worry, we’re still here. Read the rest of this entry »


Kiley McDaniel Chat – 10/2/19

12:38

Kiley McDaniel: Hello from ATL! Scout is asleep sunbathing on the back porch, so I’m left to field your questions.

12:39

abgb123: First day time chat this week and it’s you, blah!

12:39

Kiley McDaniel: thanks for coming by, mom

12:39

Mary Anning’s Monster: Is it fairly clear that Hancock, Martin, and Tork are going in the top 3 and then what happens next is not clear?  If you were in the 4-10 range and needed a bat, who would you prefer?  Hassel?  PCA?

12:41

Kiley McDaniel: Good chance her to plug THE BOARD, which is our personal opinions of who to take amongst minor leaguers, draft and July 2 folks. It’s always being updated and the 2020 draft stuff has one more set of tweaks left before we announce “hey guys, come look at this, it’s new” but there’s over 500 guys on there, so you could say we’re pretty well informed

Read the rest of this entry »


Postseason Preview: St. Louis Cardinals vs. Atlanta Braves

After winning their respective divisions, the Atlanta Braves will face off against the St. Louis Cardinals starting on Thursday. This series looks evenly matched, with our Depth Charts projections (53%) and ZiPS (55%) both seeing the Braves as slight favorites. Before we get to the meat of the preview, let’s lay out the schedule. All games will be televised by TBS.

When and Where:

  • Game 1: Thursday, October 3, 5:02 PM EST in Atlanta
  • Game 2: Friday, October 4, 4:37 PM EST in Atlanta
  • Game 3: Sunday, October 6, time TBD in St. Louis
  • Game 4 (if necessary): Monday, October 7, time TBD in St. Louis
  • Game 5 (if necessary): Wednesday, October 9, time TBD in Atlanta

What We’ll Be Watching For:

Injured Players
Ender Inciarte will remain out for this series, at least, after a hamstring injury struck him down in mid-August. Matt Joyce and Adam Duvall have platooned some with Inciarte out, though the Cardinals have no lefty starters, so the 35-year-old Joyce could play a big role in the series. He hasn’t shown a ton of power the last few years, but he’s walked 15% of the time against righties since the beginning of 2016 with a decently low 21% strikeout rate. Inciarte’s replacement in center actually meant an upgrade as Ronald Acuña Jr. took over, but the Braves’ star outfielder has injury concerns of his own; an apparent hip injury was classified as a groin strain and it is unclear how that injury might affect his superb baserunning or his defense in center field.

The health worries don’t end there for the Braves. Freddie Freeman has a bone spur in his right elbow, which he is still favoring, and though he played over the weekend, he struck out four times in 11 plate appearances and didn’t come up with an extra base hit. It was only the third three-game stretch all season during which Freeman struck out that often and didn’t get an extra base hit. All three stretches have come in the last six weeks. Every player is going to have sporadic, three-game down stretches, but given what we know about Freeman’s elbow, look for a lot of inside pitches to test whether the injury will continue to hobble the Braves’ first basemen. Josh Donaldson sat out the last game of the season after being hit on the hip with a pitch, but that injury appears less severe. Donaldson, Acuña, and Freeman have accounted for half of the 27.9 WAR accumulated by Braves’ position players this season (Ozzie Albies is the only other position player with more than 2.1 WAR); Atlanta would be a completely different team without that trio at full strength. Read the rest of this entry »


A Better Hendriks Suits Up In Oakland

A year ago tomorrow — Wednesday, October 3, 2018 — Liam Hendriks started the American League Wild Card game for the Oakland A’s. Twenty-five pitches and one Aaron Judge home run later, Hendriks hit the showers with his team down 2-0. Three hours after that, the rest of his teammates joined him there. Tonight, the A’s will play in a one-game playoff for the third time in six seasons, and though Hendriks won’t be starting, he’s a big reason his team has a chance to prove an old saying true tonight.

“He’s really been one of our MVPs,” said Scott Emerson, the A’s pitching coach. “Last year, it was Blake [Treinen], and this year it’s been Liam. Last year when he got sent out [to Triple-A in early April], he really transformed his body and got into the long-toss program. That transformation came with a change in mindset and in approach. It didn’t hurt that the velo spiked, and the breaking ball got a whole lot better, too.”

The results have been spectacular. Hendriks was an All-Star in July for the first time in a nine-year career, bringing a 1.22 ERA and 2.06 FIP into that game, and his numbers since the break were, if anything, even better: a 1.60 FIP and a 45.7% strikeout rate. More to the point, he’s found success in the second half without also carrying the 89% strand rate and 0.17 HR/9 mark that led doubters to write off his first half as a run of good luck for an otherwise average pitcher. After the break, Hendriks stranded just 78% of baserunners and allowed 1.08 HR/9 — both much more in line with his career numbers of 70% and 1.04, respectively. Read the rest of this entry »