The Baseball Simulator Now Includes Home Field Advantage

Last week, we released a baseball simulator in the FanGraphs Lab. This week, we’re adding home field advantage to the simulator. You can toggle HFA on and off using a new menu option:

The chosen home field advantage will then be applied to whatever simulation you run. But how do we calculate home field advantage in this simulated environment? Let’s go over it. Read the rest of this entry »


Job Posting: KinaTrax – Front-End Software Engineer

Front-End Software Engineer – KinaTrax

Location: Remote
Contract: Full-Time, Permanent
Salary: $101,000 – $134,000
Start Date: Asap

About Us:
KinaTrax’s mission is to provide professional and collegiate teams with game-changing insights about their most valuable asset: their athletes. We deliver research-grade markerless motion capture technology that allows teams to collect in-game biomechanical performance data on their athletes. KinaTrax camera systems are currently deployed in over 50 stadiums & labs across MLB, MiLB, & NCAA organizations – and expanding rapidly. Our comprehensive data capture and analysis tools are operationalized for daily use by players, GM’s, coaches, trainers, medical staff, and beyond. As the market leader in Major League Baseball, KinaTrax has established itself as a foundational part of the teams’ day-to-day strategy and decision-making machine. But we aren’t finished. We are constantly innovating and looking to recruit talented teammates to help us continue to revolutionize this space. Your contributions will focus on bringing the next generation of athlete performance data, across a variety of sports, to teams worldwide.

Job Summary:
The Software Engineer – Front End will work alongside the larger KinaTrax product development team with a particular focus on KinaTrax data visualization tools including but not limited to KinaTrax Dugout. KinaTrax Dugout is a baseball specific web application tool which allows our clients flexibility for analyzing, comparing, and interpreting their KinaTrax data. You will be tasked with maintaining the current web application tools and assisting with further development efforts, including but not limited to the addition of new UI features and biomechanics metrics based on client needs. You will also be tasked with leading the integration of novel data sources into pre-existing and future web applications with the goal of developing data visualization tools that can be used for applied purposes based on sport specific needs.

You will work alongside other members of the development team to ensure that KinaTrax data visualization tools continue to progress based on industry trends and the incorporation of client feedback. As part of your role, you may collaborate with other members of the product development team on specific projects outside of the data visualization space, where at times you may be expected to be a task or project lead.

Key Responsibilities:

  • Continued development of the KinaTrax Dugout web application tool based on company needs and client requests.
  • Lead the maintenance of pre-existing functions and dependencies in the KinaTrax Dugout web application tool.
  • Development of new software applications, with priority on the development of web reporting applications for additional sports (i.e. NBA, NHL).
  • Implement reusable components and contribute to improving the shared component library across web reporting applications.
  • Integration of data using API concepts from a variety of sources, with the aim of optimizing data ingestion.
  • Utilize data-driven solutions to ensure company information is stored effectively and securely.
  • Perform proper quality assurance testing when implementing development changes to production.
  • Work closely with other developers and clients when applicable to improve site design and overall user experience.
  • Stay up to date with front-end trends and bring forward suggestions for tools or techniques that improve productivity or code quality.
  • Update user documentation based on UI changes and data availability.
  • Assist with non-data visualization product development tasks.

Qualifications/Experience:

  • Proficient in programming languages including JavaScript (React, Node.js), HTML, CSS.
  • Proficient with integration of browser APIs for optimizing data ingestion for visualization purposes.
  • Experience in using cloud storage and computing platforms (i.e. AWS, Azure, Cloudflare, Dropbox).
  • Experience using coding concepts aimed at optimizing performance and memory efficiency.
  • Experience using Git for code collaboration purposes.
  • Proven ability to work in a team setting, preferably as part of a product development team.
  • Passion for sports and the use of athlete performance metrics.

Additional Information:

  • Extended periods of computer usage.
  • Some travel to company locations and client sites may be needed.

To Apply
To apply, please follow this link.

The content in this posting was created and provided solely by KinaTrax.


The Reset Button’s Been Hit on the AL East

John Jones-Imagn Images

For most of the first two weeks of the 2026 season, just about everything was coming up Yankees. In what was supposed to be a highly competitive division, the Yankees burst out of the gate with eight wins in their first 10 games. None of those victories came against pushover teams, and they were also convincing wins, with the lineup scoring more than twice the team’s runs allowed. Just as importantly, the teams expected to rival the Yankees all got off to mediocre (or worse) starts. The Bronx Bombers had a 3 1/2 game cushion in the AL East, about as large as one can reasonably hold in a tough division after 10 games. Then, things happened.

After the games of April 7, ZiPS had the Yankees with a projected two-game edge in the East, and a 35% chance of winning the division. While these numbers didn’t suggest dominance or anything remotely resembling a guarantee, that was a four-game swing from the preseason projected standings (New York was initially two games back of Boston) and a solid bump from their 20% odds to win the division.

While none of the games were one-sided affairs, the Yankees proceeded to drop five in a row against the Athletics and Rays, only winning on Monday in the ninth inning against the Angels after a Jordan Romano meltdown. Had they lost, it would have left the Yankees without a share of first place for the first time this season. Read the rest of this entry »


Job Posting: New York Mets – Applied AI Engineer

Applied AI Engineer

Summary
The New York Mets are seeking an Applied AI Engineer to build and ship production-grade AI capabilities that improve decision-making and streamline workflows across Baseball Operations. This role sits at the intersection of Baseball Systems (software engineering), Data Engineering, Baseball Analytics, Performance Technology, and modern generative AI. You will develop reliable AI-powered applications such as retrieval-augmented generation (RAG), secure tool/data integrations (MCP-style patterns), and agentic workflows that can support deep work and research, while ensuring strong standards for quality, security, privacy, and operational excellence.

This is a hands-on role for an engineer who can translate ambiguous baseball operations and player development needs into working software, iterate quickly with stakeholders, and harden solutions into durable systems used daily by analysts, coaches, scouts, and baseball operations staff.

Note: This role will require extensive in-person collaboration and innovation alongside stakeholders, analysts, and engineers. Applicants must be local to NYC (or willing to relocate) and be able to travel to Citi Field regularly. Travel to Spring Training and affiliates may also be required.

Essential Duties & Responsibilities

  • Design, build and maintain AI-powered product experiences that provide intuitive access to baseball information and statistics and workflows across internal systems.
  • Develop end-to-end RAG pipelines (ingest, chunking, embedding, retrieval, generation) with strong attention to answer quality, baseball relevancy, analytics accuracy, latency, and cost.
  • Implement secure tool and data connectors for AI assistants and agents using standardized patterns (MCP-style), enabling safe interaction with internal APIs, data warehouses, and services.
  • Build agentic workflows that can execute multi-step tasks (research, analysis, synthesis, report generation) with clear guardrails, auditability, and human-in-the-loop approvals.
  • Partner closely with Product, Analytics, Performance Technology, Player Development, and Baseball operations stakeholders to frame problems, define success, and deliver measurable impact.
  • Contribute to shared engineering standards and reusable components so AI capabilities scale across multiple products and teams.
  • Ensure strong security and privacy practices (access control, data boundaries, logging and auditing, and safe handling of sensitive information).
  • Participate in high-availability support expectations as needed during critical operational periods throughout the baseball season, and during feature releases.

Qualifications

  • Bachelor’s degree in Computer Science or equivalent practical experience.
  • 5+ years of professional software engineering experience, including building and operating production services.
  • Demonstrated experience building LLM-powered applications in production (prompt/program design, structured outputs, tool calling, reliability patterns).
  • Practical experience with retrieval systems (search, embeddings, vector databases, ranking, chunking/indexing) and applying them to real workflows.
  • Strong experience with modern backend and data integration fundamentals: APIs, SQL, distributed systems, and cloud infrastructure (GCP/AWS/Azure)
  • Proficiency in one or more production languages commonly used for AI applications and services (e.g. Python and/or Typescript)
  • Approach work as highly collaborative and stakeholder-driven, with the ability to operate in ambiguity while iterating quickly.
  • Strong written and verbal communication skills with the ability to explain tradeoffs to technical and non-technical audiences.
  • Experience working in sports, health, finance, or other high-stakes analytics-heavy environments, preferred.
  • Strong interest in baseball and comfort working within the culture of a professional sports organization, preferred

he above information is intended to describe the general nature, type, and level of work to be performed. The information is not intended to be an exhaustive or complete list of all responsibilities, duties, and skills required for this position. Nothing in this job description restricts management’s right to assign or reassign duties and responsibilities to this job at any time. The individual selected may perform other related duties as assigned or requested.

The New York Mets value the unique qualities individuals with various backgrounds and experiences can offer the organization. Our continued success depends heavily on the quality of our workforce. The Organization is committed to providing employees with the opportunity to develop to their fullest potential.

Salary Range: $180,000 – $200,000

For technical reasons, we strongly advise to not use an .edu email address when applying. Thank you very much.

To Apply
To apply, please follow this link.

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


Job Posting: Synergy Sports – Cape Cod Video Scout

Synergy Sports Cape Cod Video Scout

Company Description
We’re the world’s leading sports technology company, at the intersection between sports, media, and betting. More than 1,700 sports federations, media outlets, betting operators, and consumer platforms across 120 countries rely on our know-how and technology to boost their business.

Job Description
ABOUT US:

Synergy Sports is seeking motivated candidates to work as Video Scouts for the 2026 Cape Cod Baseball League season – the premier collegiate summer wood-bat league in the United States. Synergy Sports provides world-class video scouting for baseball globally at all professional and amateur levels. We are the exclusive video provider of the CCBL to Major League clubs.

Cape Cod Video Scouts will capture live multi-angle video footage from every game of the CCBL season and upload video/data to the Synergy platform for client use. Video Scouts may also be asked to track rosters and perform various data audit projects throughout the summer. The Video Scout position is in conjunction with Blast Motion, where you will also be responsible for the distribution of Blast sensors to each player pre-game and collection/upload of Blast swing data. Many past Synergy Video Scouts have moved on to roles with Major League and Collegiate baseball organizations. The position will run from early June to mid-August and will include hourly compensation.

We are also hiring Regional Video Scouts to fulfill similar responsibilities for various showcases and tournaments throughout the summer of 2026. We are looking for Video Scouts in the Southeast (GA, FL, AL, NC), Southwest (CA, AZ, TX), Midwest (IN, IL, KC), and Northeast (NY, MA, PA).

THE CHALLENGE:

  • Manage game day video and technology equipment for data capture.
  • Manage distribution and collection of Blast Motion sensors.
  • Serve as Synergy liaison on-site for Cape Cod teams and pro scouts.
  • Track and update rosters and player information.
  • Verify data accuracy and video quality.
  • Provide daily updates to staff and content partners.

ABOUT YOU:

  • Knowledge of and strong interest in baseball operations, amateur scouting, or
  • player development.
  • Proficiency with computers (Windows, Mac).
  • Experience with video equipment, including cameras, SD cards, tripods, and
  • clamps is preferred.
  • Experience in College Baseball, Softball, or Minor League Baseball is a plus.
  • Strong work ethic, organizational skills, and attention to detail.
  • Must have access to reliable transportation and housing on the Cape.

Payment: $15 per hour. Daily wage earned is dependent on number of games worked.

Additional Information
Sportradar intends to offer the selected candidate base pay within this range, dependent on job-related, non-discriminatory factors including but not limited to experience, qualifications, and location. Base pay is just one component of the Total Rewards that Sportradar provides to compensate and recognize employees for their work. Sportradar offers best-in-class benefits such as a comprehensive benefits package, performance bonus program, equity stock purchase and 401k contribution. Please consult with your recruiter to learn more as all benefits are subject to eligibility requirements.

At Sportradar, we celebrate our diverse group of hardworking employees. Sportradar is committed to ensuring equal access to its programs, facilities, and employment opportunities. All qualified applicants will receive consideration for employment without regard to age, race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran. We encourage you to apply even if you only meet most of the requirements (but not 100% of the listed criteria) – we believe skills evolve over time. If you’re willing to learn and grow with us, we invite you to join our team!

To Apply
To apply, please follow this link.

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


Statcast Bat Tracking Metrics Are Now on FanGraphs!

Wendell Cruz-Imagn Images

FanGraphs now has a Statcast Bat Tracking section available on both the player pages and the leaderboards.

The following stats are included, with basic definitions from the MLB Statcast glossary. Please refer to the linked Statcast glossary page for more in-depth descriptions of the statistics.

Bat Speed (BatSpd): “How fast the sweet spot of the bat is moving, in mph, at the point of contact with the ball (or where the ball and bat would have met, in case of a swing-and-miss).” (MLB glossary link) Read the rest of this entry »


Job Posting: St. Louis Cardinals – Multiple Openings

Direct links to applications (please see job details below):

Data Engineer
Application Developer


Data Engineer

Summary of Responsibilities The role of the Data Engineer will be to maintain and further develop the modern, scalable, baseball data pipeline for the St. Louis Cardinals. This person will collaborate with the Baseball Systems group to ensure high quality data is available to scouts, coaches, players, and other baseball decision-makers. This person should be detail-oriented, enjoy collaborating with others, communicate effectively, both verbally and written, have a growth mindset, and love the game of baseball.

Essential Functions of the Job

  • Build and support components of our data pipeline that ingests raw baseball data and outputs baseball data ready for review and analytics modeling by Baseball Operations
  • Continuously extend our data pipeline to ingest additional data sources and handle increasingly dense datasets
  • Continuously improve our data pipeline by reducing latency, reducing cost, and reducing errors
  • Communicate effectively with Baseball Operations staff to ensure we are anticipating and supporting their data needs
  • Rigorously test our data pipeline to improve its quality and maintainability over time

Minimum Education and Experience

  • Bachelor’s degree in a technical field, or a combination of relevant education and work experience
  • Experience identifying, triaging, and resolving data issues
  • Interest in modern data system architectures, design patterns, and best practices
  • Ability to apply creative solutions to challenging technical tasks
  • Ability to work independently in a fast-paced environment
  • Proficiency with more than one modern programming languages
  • Familiarity with data-related concepts such as data pipelines, databases, SQL, JSON, and REST APIs

Education and Experience Preferred

  • Professional experience in a software engineering, data reliability, and/or a quality assurance environment
  • Proficiency with Python or Go (or proficiency with multiple languages and a desire to learn Python or Go)
  • Proficiency with DevOps tools including Git, CI/CD pipelines, and configuration-as-code
  • Proficiency with Cloud computing, Kubernetes, and/or container-based or serverless application deployment

To Apply
To apply, please follow this link.


Application Developer

Summary of Responsibilities
The role of the Application Developer will be to design, develop, and maintain baseball-related applications for the St. Louis Cardinals. This person will collaborate with fellow developers, analysts, systems engineers, and Baseball Operations staff to ensure that high quality data, analytics, and visualizations are accessible in a timely fashion to front office members, scouts, coaches, trainers, and players. This person should be detail-oriented, enjoy collaborating with others, communicate effectively both verbally and in writing, and have a strong interest in the game of baseball. This individual will be expected to work on projects independently, participate in code reviews and maintain coding standards, assist in troubleshooting and debugging efforts, and stay updated with the latest trends and best practices in application development.

Essential Functions of the Job

  • Build and support new applications used Baseball Operations staff to engage with player information, performance, and projections used to guide baseball decisions.
  • Create and maintain intuitive interfaces for scouts, coaches, and players to enter and view pertinent information, enhance their day-to-day workflow, and visualize complex data effectively.
  • Investigate and evaluate new technologies and work to incorporate cutting-edge tools into new and existing applications.
  • Communicate effectively with Baseball Operations staff to improve training, generate feedback, and build relationships with users from differing backgrounds.
  • Rigorously test and make appropriate fixes and adjustments to applications developed by yourself and other team members.

Minimum Education and Experience

  • Bachelor’s degree in computer science, software engineering, or a related field.
  • A minimum of 2 years of web development through work experience, internships, co-op programs, or personal projects.
  • Experience with web development frameworks and libraries, such as Angular, React, or Vue.js.
  • Proficiency in HTML, CSS, and TypeScript.
  • Familiarity with version control systems like Git.
  • Experience interfacing with relational databases.
  • Design and development of user interfaces with backend services.
  • Familiarity with AI-assisted development tools and eager to integrate them into daily workflows to enhance productivity and code quality.

Education and Experience Preferred

  • Experience developing backend services with Go (Golang).
  • Interest in building reusable UI components.
  • Proficiency in designing intuitive and visually appealing user interfaces (UI).
  • Interest in creating data visualizations using frameworks such as d3.js, Three.js, and GSAP.
  • Experience with Javascript/Typescript testing methodologies and tools.
  • General knowledge of current MLB analytics, news, markets, trends, etc.

To Apply
To apply, please follow this link.

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


Job Posting: Colorado Rockies – Multiple Openings

Direct links to applications (please see job details below):

Director of Baseball Systems
Principal Analyst, Baseball Research and Development
Director of Baseball Data Science


Director of Baseball Systems

About the Colorado Rockies
The Colorado Rockies Baseball Club is embracing the climb, committed to building a championship-caliber organization on the field, in the clubhouse, and throughout our business operations. Playing at altitude presents unique competitive challenges and opportunities, and we embrace innovation, collaboration, and evidence-based practices to support elite performance. Rooted in the traditions of America’s pastime, we operate with integrity, service, quality, and trust while striving to create an exceptional experience for our players, staff, and fans.

Position Summary
The Director of Baseball Systems leads the strategy, architecture, and evolution of the technical foundation that powers Baseball Operations decision-making. This role owns the design, governance, and operation of the club’s data platforms, internal applications, and underlying architecture.
This is a transformational leadership role responsible for modernizing and unifying baseball data systems, establishing production-grade data pipelines, and building a durable, AI-ready architecture that enables automation, advanced analytics, and the integration of future capabilities to support long-term competitive advantage.

Key Responsibilities

Systems Strategy & Architecture

  • Define and execute the long-term vision for baseball data platforms and internal systems.
  • Oversee phased re-architecture and modernization of data warehouse and pipeline components where appropriate.
  • Establish scalable, secure, and sustainable data models that unify player, performance, scouting, and operational data.
  • Guide cloud platform strategy, including warehouse and compute decisions, based on scalability, integration, and long-term flexibility.
  • Design platform foundations that enable scalable experimentation, automation, and advanced analytical workflows as capabilities evove.
  • Implement modern data engineering standards, including orchestration, transformation, observability, and infrastructure practices that support long-term platform health.
  • Maintain a clear, multi-year roadmap aligned to competitive and operational goals.

Data Platform & Engineering Leadership

  • Ensure data pipelines are production-grade, reliable, and optimized for performance and cost.
  • Establish governance, lineage, monitoring, and deployment standards across environments.
  • Partner with Baseball Data Science and Research & Development teams to ensure infrastructure supports modeling and applied analytics needs.
  • Lead development and evolution of internal baseball applications and portals.
  • Reduce manual workflows by enabling integrated access to unified baseball information.

Leadership & Collaboration

  • Lead and develop Data Architects, Data Engineers, and Application Engineers.
  • Serve as the bridge between technical teams and Baseball Operations stakeholders.
  • Guide cloud modernization efforts with minimal operational disruption.
  • Foster a disciplined, forward-thinking engineering culture focused on long-term platform health.

Required Qualifications

  • Bachelor’s degree in Computer Science, Engineering, Information Systems, or related field (or equivalent experience).
  • 8+ years of experience designing and operating production data platforms and complex technical systems.
  • Deep experience architecting cloud-based data environments (AWS, GCP, or similar) with the ability to evaluate platform tradeoffs objectively.
  • Experience leading cloud modernization, migration, or multi-cloud architecture initiatives (e.g., AWS,GCP, or similar).
  • Strong understanding of distributed data systems and large-scale data warehousing, including architecture supporting high-volume, multi-source datasets such as spatiotemporal tracking and event-based data.
  • Experience building and maintaining production data pipelines and modern ELT/ETL frameworks.
  • Familiarity with cloud-native tooling and best practices, including orchestration, CI/CD, infrastructure-as-code, and environment management.
  • Demonstrated experience leading technical teams and owning systems in live production environments.

Preferred Qualifications

  • Experience in professional sports or complex, data-rich operational environments.
  • Experience leading data warehouse rebuilds or platform transformation initiatives.
  • Familiarity with modern automation and AI-enabled data architectures, including infrastructure that supports experimentation, model deployment, and operational use of advanced analytics.
  • Experience integrating multiple vendors, tracking systems, or external data sources into unified platforms.

Work Schedule
This role requires flexibility consistent with the demands of Major League Baseball, including extended hours, travel, and non-traditional schedules throughout the season.

Physical Requirements

  • Ability to work in office, stadium, training, and travel environments.
  • Ability to work at a computer for extended periods.
  • Ability to travel as required.
  • Ability to communicate effectively in individual and group settings.

Compensation & Benefits

Salary Range: $180,000 – 225,000 annually, commensurate with experience and qualifications.

This full-time position is eligible for the Club’s comprehensive benefits package, including medical, dental, vision, 401(k) with employer match, paid time off, game tickets, employee discounts, and additional benefits in accordance with plan eligibility.

APPLICATION PROCESS

  • Applications will be reviewed on a rolling basis but must be received by March 13th, 2026. Please note that this is just an estimate, and the posting may be removed or extended at any time.
  • The estimated time to complete the recruitment process will be by April 3, 2026.
  • A note for Colorado Rockies employees: Please apply via the internal job board in UKG by following these prompts: MENU > MYSELF > MY COMPANY > VIEW OPPORTUNITIES > select the position > CONSENT > APPLY NOW
    • If you cannot access UKG, please list your most recent Manager as an Employee Reference on your application.

To Apply
To apply, please follow this link.


Principal Analyst, Baseball Research and Development

About Us
The Colorado Rockies Baseball Club is embracing the climb, committed to building a championship-caliber organization on the field, in the clubhouse, and throughout our business operations. Playing at altitude presents unique competitive challenges and opportunities, and we embrace innovation, collaboration, and evidence-based practices to support elite performance. Rooted in the traditions of America’s pastime, we operate with integrity, service, quality, and trust while striving to create an exceptional experience for our players, staff, and fans.

Position Summary
The Principal Analyst is a senior applied leader within the Baseball Insights Department, reporting to the Director of Research & Development. This role serves as the primary analytics partner for Hitting Development and is responsible for translating data science models, biomechanical inputs, and technology outputs into actionable insights that drive offensive performance.
This position bridges Data Science, Research & Development, Performance Science, and field staff to ensure analytical tools are technically sound, practically applied, and meaningfully embedded within baseball environments. While hitting development is the primary focus, this role also contributes to broader analytical direction and applied workflow design across Baseball Operations.

Key Responsibilities

Hitting Development & Performance Integration

  • Serve as the lead analytics partner for Hitting Development across Major League and Player Development environments.
  • Integrate bat tracking, ball tracking, pitch metrics, biomechanical data, motion capture, and force plate data to identify performance gains in swing mechanics and offensive production.
  • Partner with Performance Science and hitting coaches to translate analytical and biomechanical findings into clear, actionable adjustments.
  • Identify performance trends, skill gaps, and developmental opportunities through quantitative and qualitative analysis.
  • Advance the organization’s applied understanding of hitting performance and add offensive value.

Model Development & Applied Analytics

  • Contribute to the development of descriptive and predictive models related to hitting performance.
  • Partner with Baseball Data Science to refine, validate, and strengthen models over time.
  • Incorporate coaching insight and baseball domain expertise into model application.
  • Design tools, reports, and workflows that maximize clarity, usability, and on-field adoption.

Cross-Functional Collaboration

  • Serve as a connector between Data Science, R&D, Performance Science, Player Development, and Major League staff.
  • Communicate model assumptions, outputs, and limitations clearly to non-technical stakeholders.
  • Incorporate applied feedback to continuously improve analytical tools and processes.
  • Support alignment between analytics outputs and organizational philosophy.

Leadership & Culture

  • Mentor applied analysts as the department grows.
  • Help establish applied analytics standards and best practices.
  • Contribute to a collaborative, high-performance Baseball Insights culture.
  • Support documentation and knowledge-sharing processes.

Required Qualifications:

  • Bachelor’s degree in Data Science, Statistics, Biomechanics, Kinesiology, Engineering, Computer Science, or related field.
  • 5+ years of experience in applied analytics, sports performance analysis, biomechanics, or related discipline.
  • Demonstrated experience integrating multiple performance data streams (e.g., bat tracking, motion capture, force plates, pitch/ball tracking).
  • Proficiency in Python, R, SQL, or similar analytical tools.
  • Experience contributing to or developing performance models.
  • Ability to translate complex quantitative and biomechanical outputs into actionable insights.
  • Deep understanding of baseball hitting mechanics and offensive performance concepts.
  • Strong communication and cross-functional collaboration skills.

Preferred Qualifications:

  • Advanced degree in a quantitative or biomechanics-related field.
  • Experience in professional or elite-level baseball environments.
  • Experience integrating biomechanical data into applied development settings.
  • Background in model validation, experimental design, or applied research methodology.
  • Experience mentoring analysts or shaping analytics workflows.

Physical Job Requirements
The physical demands and work environment characteristics described below are representative of those that must be met to successfully perform the essential functions of this position. Reasonable accommodations may be made to enable individuals with disabilities to perform essential functions.

Work Environment

  • Work is performed in a combination of office settings, indoor training facilities, laboratory/performance environments, and outdoor baseball environments.
  • Regular presence at Major League and Player Development facilities is required.
  • Occasional travel to affiliate locations, training complexes, and other organizational sites may be required.
  • Work may include evenings, weekends, and extended hours during the baseball season.

Physical Requirements

  • Ability to remain in a stationary position (sitting or standing) for extended periods while analyzing data and using computer systems.
  • Frequent use of a computer, keyboard, and other office equipment.
  • Ability to communicate effectively in person, by phone, and via electronic communication.
  • Ability to move throughout office spaces, clubhouses, dugouts, batting cages, bullpens, and performance labs.
  • Ability to observe and interpret visual information, including data visualizations, video analysis, and live on-field activity.
  • May occasionally lift and/or move items up to 25 pounds (e.g., portable technology equipment, training devices).
  • Ability to work in varying environmental conditions, including indoor facilities and outdoor weather conditions typical of baseball operations.

Compensation & Benefits
Annual Salary: $130,000 to $170,000

  • This full-time position is eligible for the Club’s benefits package, including medical, dental, vision, 401(k) with employer match, paid time off, game tickets, employee discounts, and other benefits according to plan eligibility.

Application Process

  • Applications will be reviewed on a rolling basis but must be received by March 13th, 2026. Please note that this is just an estimate, and the posting may be removed or extended at any time.
  • The estimated time to complete the recruitment process will be by April 3, 2026.
  • A note for Colorado Rockies employees: Please apply via the internal job board in UKG by following these prompts: MENU > MYSELF > MY COMPANY > VIEW OPPORTUNITIES > select the position > CONSENT > APPLY NOW
    • If you cannot access UKG, please list your most recent Manager as an Employee Reference on your application.

To Apply
To apply, please follow this link.


Director of Baseball Data Science

About Us
The Colorado Rockies Baseball Club is embracing the climb, committed to building a championship-caliber organization on the field, in the clubhouse, and throughout our business operations. Playing at altitude presents unique competitive challenges and opportunities, and we embrace innovation, collaboration, and evidence-based practices to support elite performance. Rooted in the traditions of America’s pastime, we operate with integrity, service, quality, and trust while striving to create an exceptional experience for our players, staff, and fans.

Position Summary
The Director of Baseball Data Science leads the Data Science function within the Baseball Insights group and sets the strategic and technical direction for modeling across Player Personnel, Player Development, Health & Performance, and Major League strategy.

This role defines how descriptive, predictive, and prescriptive models are built, validated, and applied to measure player performance, skill, and value. As the technical leader of the team, the Director establishes standards for analytical rigor, modeling quality, and methodological excellence, ensuring clarity around what the data indicates and where uncertainty remains.

The Director will build and execute a multi-year roadmap to advance data science capabilities, grow team expertise, and sequence investments in models, tools, and AI to support long-term competitive success. While providing strategic leadership, this role remains hands-on in model development and research, particularly as capabilities scale.

Key Responsibilities

Modeling & Research Leadership

  • Establish and maintain consistent definitions for core performance metrics across the organization.
  • Set the modeling philosophy and technical standards for Baseball Data Science.
  • Lead the design, validation, documentation, and continuous improvement of descriptive, predictive, and prescriptive models.
  • Develop models that measure and explain player performance, skill development, health, and strategic outcomes.
  • Serve as the senior technical reviewer for core models and analytical methodologies.
  • Contribute directly to high-impact modeling initiatives.

Strategy & Decision Support

  • Establish research priorities aligned with organizational and competitive objectives.
  • Guide the progression from foundational descriptive insights to advanced predictive and prescriptive capabilities.
  • Partner with Baseball Operations leadership to translate analytical findings into actionable insights.
  • Develop and maintain a clear multi-year roadmap for advancing data science capabilities.

Cross-Functional Partnership

  • Collaborate with Research & Development, Baseball Systems, and Baseball Operations to ensure models are understood, trusted, and effectively applied.
  • Provide guidance on model assumptions, interpretation, and limitations.
  • Partner on data infrastructure needs to support scalable and reliable modeling environments.
  • Incorporate applied feedback to continuously refine models and analytical frameworks.

Team Leadership & Talent Development

  • Lead, mentor, and develop a team of Data Scientists.
  • Build a high-performance culture grounded in rigor, collaboration, and innovation.
  • Assess skill gaps and implement development plans to deepen technical and baseball domain expertise.
  • Recruit top analytical talent and help position the organization as a leader in baseball analytics.
  • Champion responsible and practical applications of AI to accelerate analysis, modeling, and decision support.

SUPERVISORY RESPONSIBILITIES:

  • Lead and manage the Baseball Data Science team, including Data Scientists responsible for model development and advanced statistical research.
  • Partner cross-functionally while maintaining clear role definition between Data Scientists and applied analyst functions.

Required Qualifications

  • Bachelor’s degree in a quantitative discipline (Statistics, Data Science, Mathematics, Economics, Engineering, or related field) or equivalent experience.
  • 7+ years of experience in baseball analytics, sports analytics, or data science, including leadership responsibility.
  • Deep understanding of baseball decision-making across player evaluation, development, and game strategy.
  • Strong proficiency in Python and SQL.
  • Demonstrated experience building, evaluating, and deploying analytical models in applied environments.
  • Experience leveraging AI-enabled tools or methods within research or modeling workflows.

Preferred Qualifications

  • Advanced degree (Master’s or PhD) in a quantitative discipline.
  • Leadership experience within professional baseball or elite sports.
  • Track record of building models that materially influenced organizational decisions.

Work Environment
This role requires flexibility consistent with a Major League Baseball environment, including extended hours, travel, and non-traditional schedules throughout Spring Training, the regular season, postseason, and off-season planning cycles.

Physical Job Requirements

  • Ability to work in a fast-paced professional baseball environment, including offices, clubhouses, training facilities, stadiums, and travel settings.
  • Ability to sit, stand, and work at a computer for extended periods.
  • Ability to travel by car and plane, including multi-day trips.
  • Ability to communicate effectively in individual and group settings.

Compensation & Benefits
Suggested Annual Salary Range: $160,000 – $200,000, commensurate with experience and qualifications.

This full-time position is eligible for the Club’s comprehensive benefits package, including medical, dental, vision, 401(k) with employer match, paid time off, game tickets, employee discounts, and other benefits according to plan eligibility.

Application Process

  • Applications will be reviewed on a rolling basis but must be received by March 13th, 2026. Please note that this is just an estimate, and the posting may be removed or extended at any time.
  • The estimated time to complete the recruitment process will be by April 3, 2026.
  • A note for Colorado Rockies employees: Please apply via the internal job board in UKG by following these prompts: MENU > MYSELF > MY COMPANY > VIEW OPPORTUNITIES > select the position > CONSENT > APPLY NOW
    • If you cannot access UKG, please list your most recent Manager as an Employee Reference on your application.

To Apply
To apply, please follow this link.

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


RosterResource Now Has More Detailed Contract Info!

Following the introduction of contract incentive data last month, the RosterResource payroll pages now have much more detailed player-level contract information! I think we’ve always done a great job of showcasing a team’s payroll calculation, but we’ve lacked detailed information for individual contracts, especially long ones that go beyond the seven-year timeframe displayed on the team payroll pages.

To view a player’s contract information, all you have to do is click on the little clipboard icon next to the Contract column on the team payroll page:

Read the rest of this entry »


Job Posting: Milwaukee Brewers – Senior Software Engineer (Baseball Systems)

Senior Software Engineer (Baseball Systems)

Overview
The Senior Software Engineer (Baseball Systems) will collaborate with the Systems team to build features for our stakeholders. This position requires strong software development skills and experience, as well as a demonstrated ability for independent thought and the willingness to work within a team framework.

Core duties for this role include, but are not limited to:

  • Deliver highly dependable, easy to use software while being part of a fast-moving team.
  • Create and maintain features that deliver information to stakeholders while collaborating with Data Engineering, Tech Operations, and Research & Development.
  • Propose visualizations or interfaces that communicate the intended information to a broad audience throughout baseball operations.
  • Work with advanced baseball concepts, particularly statistics relevant to player evaluation techniques

The ideal candidate will have experience across the full web stack. They will have a bachelor’s degree (B. A.) in Computer Science, Information Systems, or related field from four-year college or university; and five years related experience and/or training; or equivalent combination of education and experience. Hands-on experience in baseball (team, league, or related organization) strongly preferred. Experience utilizing Large Language Models (LLM).

Our Team
Baseball Systems is the software backbone of Baseball Operations. We provide data and decision-making tools for analysts, coaches, and front office personnel to help win a World Series. Our department consists of a team of data engineers and a team of software engineers who work across all different aspects of Baseball Operations providing support and tools relevant to each group. We work directly with stakeholders in every department of Baseball Operations to ensure every project we work on drives value to the organization and helps us win more games on the field. We help drive technical innovation to find new ways to solve baseball problems.

Our Pitch
You come here to make a difference. We are a purpose-led organization, focused on building an inclusive and engaging culture that fosters excellence, collaboration, and ingenuity. We strive to be a model employer and cultivator of talent, empowering our teams to drive innovation through the inclusion of diverse thoughts, ideas, and perspectives. We operate at the highest standard of excellence, investing in the development of our staff across all levels and embracing differences through a culture of respect and understanding.

We are proud to offer a highly competitive perks and benefits package including:

  • Exceptional health and dental rates, and fully covered vision package
  • 401(K) match and an additional annual contribution from the Club
  • Unlimited vacation time
  • Paid parental leave
  • Collaborative recognition program and incentives
  • Leadership development programming
  • Online educational platform for personal and professional development
  • Business Resource Groups
  • Paid time off for volunteering
  • Inclusive training and leadership development opportunities aligned with Club values
  • Brewers Home Game tickets, promotional giveaways and other discounts!

For more information about our Crew, other benefits and insight into our Club culture please visit our Careers Page.

To Apply
To apply, please follow this link.

The content in this posting was created and provided solely by the Milwaukee Brewers.