Job Posting: Cleveland Data Scientist and Sports Science Analyst Roles
Please note, this posting contains multiple positions.
Position Title: Data Scientist
Department: Baseball Research & Development
Primary Purpose:
The Cleveland Indians are seeking a data scientist to join the team’s Baseball Research and Development group. The data scientist will use their machine learning expertise and the Indians proprietary data to develop statistical and machine learning models that support baseball operations decisions across all facets of the organization. This position will work closely with other members of the R&D department as well as key stakeholders across the organization to design and build cutting edge models and tools that help the Indians stay ahead of the competition. The ideal candidate will possess experience working with large data sets and advanced machine-learning models. Strong applicants will demonstrate curiosity, creativity, and the ability to learn new concepts.
Essential Duties & Responsibilities:
- Research, design, test, and deploy machine learning models to support all aspects of Baseball Operations
- Work with high-dimensional spatio-temporal data and other large data sets
- Share technical expertise with other members of department; communicate findings to Baseball Operations staff
- Maintain an understanding of emerging data science tools and research, as well as potential new data sources and technology options
Role Requirements and Preferences:
- Education & Experience Requirements
- Advanced degree and/or demonstrated work experience in a quantitative field (i.e. computer science, statistics, engineering, mathematics)
- Experience with a variety of modeling and statistical techniques, such as neural nets, deep learning, support vector machines, gradient boosting, adversarial learning, and computer vision
- Expertise with statistical programming languages (e.g. R, Python)
- Proficiency in a database language (e.g. SQL)
Preferred Experience:
- Experience with one or more ML libraries such as Tensorflow, Keras, scikit-learn, Theano, Spark MLib, H2O
- Experience creating data visualizations with tools such as ggplot, d3.js, Matplotlib and/or Tableau
- Experience working with baseball data
- Experience with computer vision, particularly image segmentation, object detection, and tracking algorithms
Standard Requirements:
- Reads, speaks, comprehends and communicates English effectively in all communications.
- Represents the Cleveland Indians in a positive fashion to all business partners and the general public.
- Ability to develop and maintain successful working relationship with members of the Front Office.
- Ability to act according to the organizational values and service excellence at all times.
- Ability to work with multicultural populations and have a commitment to fairness and equality.
- Ability to walk, sit or stand for an entire shift.
- Ability to work extended days and hours, including holidays and weekends.
- Ability to move throughout all areas and levels of the Ballpark.
- Ability to work in a diverse and changing environment.
- Occasional physical activity such as lifting and carrying boxes up to 25lbs.
To Apply:
To apply, please complete the application that can be found here.
Position Title: Sports Science Analyst
Department: Baseball Research & Development
Primary Purpose:
The Cleveland Indians are seeking an analyst to join the team’s Baseball Research and Development group with a focus on answering questions specific to sports science. The position will use data and statistics to provide research and analysis to support the Indians’ player development, medical, S&C, and sports science staff in helping Indians players perform at optimal levels. This individual will work closely with other analysts in the R&D department as well as sports science, player development, medical, strength & conditioning, and other staff members across the organization. The ideal candidate will possess a strong foundation in statistics and/or data science, the ability to effectively communicate findings to colleagues in non-technical roles, and a passion for learning more about baseball. Strong applicants will demonstrate curiosity, creativity, and the ability to learn new concepts.
Essential Duties & Responsibilities:
- Analyze and interpret baseball data with a focus on sports science
- Research, build, test, and deploy statistical models to support Baseball Operations
- Design and implement research studies to improve organizational knowledge in sports science
- Visualize data in concise, readable formats for non-technical staff members
- Communicate research findings to key stakeholders across the organization
- Work with sports science, strength & conditioning, and medical departments to capture player performance data
- Evaluate and recommend new data sources and technologies
Role Requirements and Preferences
Education & Experience Requirements:
- Bachelor’s degree or demonstrated work experience in a quantitative field such as statistics, mathematics, computer science, operations research, economics, or data science
- Demonstrated ability to solve problems in a data-driven way
- Creativity to brainstorm new avenues of research
- Demonstrated passion for baseball analytics and/or sports science.
- Proficiency in at least one statistical programming language (e.g. R, Python)
- Proficiency in a database language (e.g. SQL)
- Ability to communicate research findings and other technical concepts to non-technical audiences
Preferred Experience:
- Working knowledge of advanced baseball statistics and publicly available research
- Advanced degree in a quantitative field
- Experience working with baseball data
- Experience with data visualization
- Experience with experimental design and/or causal inference
Standard Requirements:
- Reads, speaks, comprehends and communicates English effectively in all communications.
- Represents the Cleveland Indians in a positive fashion to all business partners and the general public.
- Ability to develop and maintain successful working relationship with members of the Front Office.
- Ability to act according to the organizational values and service excellence at all times.
- Ability to work with multicultural populations and have a commitment to fairness and equality.
- Ability to walk, sit or stand for an entire shift.
- Ability to work extended days and hours, including holidays and weekends.
- Ability to move throughout all areas and levels of the Ballpark.
- Ability to work in a diverse and changing environment.
- Occasional physical activity such as lifting and carrying boxes up to 25lbs.
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 Cleveland Indians.
Job Posting: Tigers Player Development Coach
Position: Player Development Coach
Job Description:
The Detroit Tigers are currently seeking Player Development Coaches for minor league affiliate coaching staffs. This role will work collaboratively with the Manager, Hitting Coach and Pitching Coach. As a member of the Tigers Player Development staff, this coach will collaborate with Baseball Analytics, Performance Science and Video Operations to support the goal of improving on-field player performance. This coach will be responsible for the support of technologies and data collection, the review and distribution of advance reports and general coaching support. A successful candidate will have strong on-field baseball experience, a technical aptitude and an educational mindset.
Key Responsibilities:
- Assist the coaching staff with the integration of information provided by Baseball Analytics, Performance Science, Athletic Training, Strength and Conditioning and Video Operations.
- Provide guidance, oversight and support for the technologies used by coaching staff and players.
- Continually educate and support players and staff members on organizational analytics, technologies and philosophies.
- Provide regular feedback to appropriate staff members on the implementation and usage of technologies and data to ensure effectiveness and quality.
- Assist with the development of daily plans to support overall Player Development goals for each player.
- Throw batting practice and participate in on-field training sessions on an as-needed basis.
Minimum Knowledge, Skilles, and Abilities:
- Excellent organization and time-management skills.
- Excellent written and verbal communication skills.
- Strong aptitude for information technology.
- Experience or strong interest in using baseball data to support coaching or skill development.
- Prior playing experience strongly preferred.
- Knowledge of advanced baseball statistics preferred.
- Experience with any of the following technologies strongly preferred:
- Rapsodo
- TrackMan
- Blast Motion/Diamond Kinetics
- K-Motion/4D Motion
- Edgertronic
- Force Plates
- Experience with programming or scripting languages (e.g., Python, R, SQL) a plus.
- Fluency in Spanish a plus.
Working Conditions:
- Located at the Tigers minor league affiliates (Toledo, OH; Erie, PA; Lakeland, FL; Comstock Park, MI; Norwich, CT).
- Requires travel on road trips.
- Evening, weekend, and holiday hours required.
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.
Sean Doolittle’s Important Turnaround Evident in Game 1
With two outs in the bottom of the eighth inning, the Nationals up by just a single run, and George Springer on second base, Dave Martinez strolled to the mound to summon a pitching change. In the bullpen getting warm was left-hander Sean Doolittle, one of the two relievers Washington has been able to regularly trust this October.
Doolittle has been a National for two-and-a-half seasons now, and though he could become a free agent at season’s end, he has a team option that is almost assuredly to be picked up. He represents just one of Mike Rizzo’s numerous midseason reliever pickups. In 2015, it was Jonathan Papelbon. In 2016, Mark Melancon. In 2017, Doolittle and Ryan Madson. And in 2019, it was a triad of Hunter Strickland, Roenis Elías, and Daniel Hudson. Rizzo has tried and tried again to build a bullpen; his success, at best, has been mixed. With Doolittle though, he struck gold. Read the rest of this entry »
Juan Soto Does the Impossible
In Game 1 of the World Series, Juan Soto hit an opposite-field home run off a high 96-mph fastball from Gerrit Cole all the way to the tracks of Minute Maid Park. Those conditions together shouldn’t even be possible. Fortunately, unlike aurora borealis at noon in May in the middle of the country localized entirely in Principal Skinner’s kitchen, you can actually see it.
Here’s the pitch and the swing.
Here’s where the ball went:
Here’s where it landed:
There have been about 30,000 homers hit between the regular season and postseason over the last five years, and we don’t need to stretch things too much to say that there hasn’t been a homer like this one during that time, even without accounting for the fact that this happened on the game’s biggest stage. Read the rest of this entry »
Running Up Pitch Counts Won’t Be Enough to Beat Washington’s Aces
The Houston Astros’ plan against Max Scherzer in Tuesday’s Game 1 of the World Series was as obvious as it was predictable: Work deep into the count against Washington’s ace, see as many pitches as you can, and get him into high-stress situations early and often enough to tire him out before he can pitch deep into the game. In that respect, the plan worked. Scherzer threw 112 pitches in five innings, and Nationals manager Davey Martinez was forced to pull him from the game with four innings standing between his team and a series-opening victory. On the other hand, Scherzer only allowed two runs in those five innings, and the Nationals won the game, 5-4.
While Houston saw a lot of pitches, that didn’t translate into positive results in deep counts. The Astros got to nine 3-2 counts against Scherzer, and they went 0-for-6 with three walks in those plate appearances. Waiting Scherzer out didn’t favor the Astros as much as they hoped it would. And against tonight’s Nationals starter, the results could be even worse.
The game plan Houston executed against Scherzer on Tuesday was unsurprising because of how comfortable its lineup is in deep counts. The team had 913 PAs get to 3-2 counts during the regular season, which placed them at only 12th-most in baseball. When they got there, however, they thrived. Read the rest of this entry »
Contract Crowdsourcing 2019-20: Ballot 6 of 10
Free agency begins five days after the end of the World Series. As in other recent offseasons, FanGraphs is once again facilitating a contract-crowdsourcing project this offseason, the idea being to harness the wisdom of the crowds to the end of better understanding the 2019-20 free-agent market.
Below are ballots for three of this year’s free agents — in this case, a group of interesting relievers, some of whom had good seasons, others of whom dealt with injury or diminished effectiveness. Also, Drew Pomeranz. Numbers are prorated to full season where noted. Projected WAR figures from final the update of the 2019 Steamer forecast.
Contract Crowdsourcing 2019-20: Ballot 5 of 10
Free agency begins five days after the end of the World Series. As in other recent offseasons, FanGraphs is once again facilitating a contract-crowdsourcing project this offseason, the idea being to harness the wisdom of the crowds to the end of better understanding the 2019-20 free-agent market.
Below are ballots for three of this year’s free agents — in this case, a group of infielders who, unlike some of the players on various of our previous ballots, are understood to range from Good to Very Good. Numbers are prorated to full season where noted. Projected WAR figures from final the update of the 2019 Steamer forecast.
A Pair of World Series Homers Puts the Nationals on the Right Track
In 1911, the city of Houston finished construction on a $5 million train station that overshot its original budget by $4 million. The city had been so jacked up to build this thing that they had swatted the home of a former Houston mayor and a prominent synagogue out of the way to get it up.
When people had grown bored and disgusted by trains in the mid-70s, Union Station was abandoned for a shiny new Amtrak facility. But instead of knocking it down or blowing it up, as the city had done with the buildings that had been in Union Station’s way initially, it was granted immortality by the National Park Service on the National Register of Historic Places.
When the Astros started muttering about getting a new stadium in 1995, and were actually threatening to leave Houston and become the new Washington franchise against which they are currently playing in the World Series, it was eventually determined that Union Station would make the perfect starting point for construction of their new facility.
Given the historic choo-choo depot that now serves as its main concourse, it makes sense that Minute Maid Park would incorporate a train into the ballpark’s home run celebrations. The train is piloted at 2.5 mph but still has an emergency brake, just in case of a horrifying accident occurring at a speed that many doctors consider an ideal pace for walking.
Juan Soto, who you may have heard is only 20 years old and already has three home runs in the postseason, went up to meet that train last night, bashing a home run to a part of Minute Maid Park where baseballs aren’t supposed to go. In the top of the fourth inning, he sent a Gerrit Cole fastball onto the unlit track of the silent Astros train, and the two inanimate objects became a pair of unwitting companions for the remainder of the game.
Houston, Juan Soto's towering HR has landed and is sitting atop the tracks at Minute Maid Park. @ABC7News #STAYINTHEFIGHT #FINISHTHEFIGHTpic.twitter.com/nVE9W1C5rT
— Chip Brierre (@Chip_Brierre) October 23, 2019
Nationals Beat Astros 5-4, and Baseball Saves Baseball
It’s been a great postseason. But…
Baseball fans have been treated to an excellent month of ballgames. The NL Wildcard was an instant classic, and three matchups in the divisional round went the distance. Washington pitched historically well in the NCLS, and on the other side of the bracket, two of the best teams in baseball battled in an entertaining war of attrition, a back and forth set that climaxed with José Altuve’s walk-off homer in Game 6. Thus far, we’ve been spoiled.
But you’d be forgiven for thinking it hasn’t felt that way. As baseball reaches its annual crescendo, the sport’s collective focus has often drifted away from the games on the field. The partial un-juicing of the ball emerged as a dominant storyline early in the postseason, right alongside the usual complaints about extended commercial breaks and out-of-touch announcers blathering on far-flung networks. Then, as the league championships kicked off, ESPN’s T.J. Quinn released a disturbing piece detailing how Angels team employees not only failed to intervene on Tyler Skaggs‘ drug use but actually abetted it in his final days. Reading the news, you may well conclude that the league itself has lost the ability to sway the narrative in a way that reflects positively on the enterprise.
Unfortunately, the pattern continued; Game 1 of the World Series began under a cloud of a different sort. In the aftermath of Houston’s dramatic, exuberant ALCS win over the Yankees, assistant general manager Brandon Taubman used the occasion to rub salt in a wound. With three women reporters standing nearby, Taubman, cigar in hand, loudly and repeatedly directed a message their way: “Thank God we got Osuna! I’m so [expletive] glad we got Osuna!”
On the surface, it’s a curious message: Altuve only had to save the day because closer Roberto Osuna had coughed up a ninth-inning lead. The context, however, is damning. Osuna is only an Astro because the club was able to acquire him on the cheap while he served a suspension for domestic violence. One of the women in question has previously come under fire from Taubman for the timing of her Osuna-related tweets. That she was wearing a purple anti-domestic violence bracelet at the time adds a jolt of nastiness to already reprehensible behavior.
By now you know the details of what followed. How Sports Illustrated’s Stephanie Apstein reported the news; that Houston vehemently denied the incident took place, and questioned Apstein’s credibility, when multiple other journalists from other outlets corroborated Apstein’s account; and the Astros’ late and inadequate walk-back of their initial statement. On a day when we should have been celebrating the best of baseball, hyping up Gerrit Cole and Max Scherzer, we were instead left to grapple with the worst symptoms of its culture. As the Washington Post’s Barry Svulga succinctly summed it up: “It’s infuriating it’s 2019, and it’s the World Series, and we even need to be having this conversation. But clearly we do.”
In the end, baseball itself rescued the day. It wasn’t so much that a great game made us forget all that transpired in the previous 48 hours — as if anyone with a Twitter feed possibly could have anyway. No, a game cannot simply toss us an escape rope, and we shouldn’t want to move on so soon: Three women were wronged in an incident symptomatic of a broader problem; basic decency demands that we ask baseball to better itself.
What a game can do is remind us why we care in the first place, why we’re bothering with reading and listening and talking about these problems within baseball’s ecosystem instead of anywhere else. For all that was wrong in the last few days, baseball reminded us of its virtues, of why we choose to spend our leisure time in this imperfect space. Read the rest of this entry »