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Sports Action Recognition Reviewer (AI Data Annotation)
e2f, inc. —Remote
- Remote
- Mid-level
Quick Apply
Gameday Monitor, MLB
Major League Baseball (MLB) —New York, NY
- $18 an hour
- Part-time
- Remote
- Writing skills
- Communication skills
- Entry level
Editorial Producer, Digital Initiatives (Seasonal)
Major League Baseball —New York, NY
- $25 an hour
- Part-time
- Remote
- Bachelor's degree
- Communication skills
- Entry level
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2026 MLB Scout & Coaching Development Program
Major League Baseball (MLB) —Phoenix, AZ
- Full-time
- Outdoor work
- Entry level
Coordinator, Global Consumer Products (Special Project)
Major League Baseball —New York, NY
- $5,200 a month
- Weekends as needed
- Microsoft Excel
- Mid-level
- Business development experience
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SABR Analytics Conference
Major League Baseball (MLB) —Phoenix, AZ
- Full-time
- Computer Science
- Business
- Entry level
Operations Analyst, Baseball Data Platform
Major League Baseball —New York, NY
- $70,000 - $90,000 a year
- Weekends as needed
- Mid-level
- SQL
- Continuous improvement
- Paid parental leave
- Paid holidays
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Assistant Coach, Baseball
California State University, Long Beach —Long Beach, CA
- $93,960 - $153,252 a year
- Temporary
- Background check
- Computer literacy
- Mid-level
- COVID-19 protective measures
Assistant Baseball Coach - FT40
Keiser University —West Palm Beach, FL
- Weekends as needed
- CPR Certification
- Customer service
- Mid-level
Quick Apply
Head Coach - Baseball Varsity
Central Valley School District —Spokane Valley, WA
- Seasonal
- Mid-level
- School
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Coordinator, Global Consumer Products
Major League Baseball (MLB) —New York, NY
- $5,200 a month
- Weekends as needed
- Microsoft Excel
- Mid-level
- Business development experience
Assistant Baseball Coach
Clarke University —Dubuque, IA
- Full-time
- University
- Bachelor's degree
- Entry level
Quick Apply
Assistant Baseball Coach
Post University —Waterbury, CT
- $46,000 a year
- Weekends as needed
- University
- Bachelor's degree
- Data entry
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Assistant Baseball Coach
Transylvania University —Lexington, KY
- Weekends as needed
- University
- Bachelor's degree
- Travel
Quick Apply
Misc - Assistant Coach - Baseball
Jordan School District —West Jordan, UT
- Public school
- Entry level
Baseball Test Analyst
PlayStation Global —San Diego, CA
- $17.75 - $18.00 an hour
- Temporary
- 18 years or older
- Research
- Bachelor's degree
- Health insurance
- Dental insurance
Operations Analyst, Baseball Data Platform
Major League Baseball (MLB) —New York, NY
- $70,000 - $90,000 a year
- Weekends as needed
- Mid-level
- SQL
- Continuous improvement
- Paid parental leave
- Paid holidays
Director, International Partnerships
Major League Baseball —New City, NY
- $125,000 - $155,000 a year
- Email
- Hospitality
- Marketing
- Inventory management
- Paid parental leave
- Paid holidays
Quick Apply
Technical Coordinator (Seasonal)
Major League Baseball —New York, NY
- $27 - $34 an hour
- Weekends as needed
- Google Workspace
- Computer literacy
- Driver's License
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Coordinator, Social Editorial MiLB (Seasonal)
Major League Baseball —New York, NY
- $26 - $29 an hour
- Weekends as needed
- Marketing
- Mid-level
- Bachelor's degree
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Sports Action Recognition Reviewer (AI Data Annotation)

e2f, inc. -
Remote

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Job Details

Qualifications

Mid-level

Full Job Description

About TrustScale

TrustScale is building high-quality AI training datasets that power the next generation of artificial intelligence systems. We work with subject matter experts, analysts, linguists, and domain specialists worldwide to create accurate, scalable, and trustworthy training data.

We are currently expanding our Sports AI team and are seeking individuals with strong sports knowledge to help train AI systems through video analysis and annotation.

Position Overview

As a Sports Action Recognition Reviewer, you will analyze sports video content and identify fine-grained player actions, tactical movements, game events, and sport-specific techniques.

This role is ideal for individuals with a strong understanding of sports, including athletes, coaches, referees, analysts, sports journalists, scouts, and dedicated sports enthusiasts.

The work requires attention to detail, the ability to accurately identify actions and events, and comfort working with video-based tasks.

Responsibilities

Sports Identification

Identify the sport being played within video content
Classify videos according to predefined sports categories

Action Recognition

Identify player actions, techniques, and tactical movements
Recognize sport-specific plays and game situations
Apply predefined sports taxonomies and guidelines

Video Analysis

Review video content and document observations
Record accurate timestamps for identified actions
Maintain consistency across annotation tasks

Quality Compliance

Follow project guidelines and instructions
Meet quality and accuracy expectations
Participate in calibration and quality review activities when required

Priority Sports

Candidates should have strong knowledge in one or more of the following sports:

Basketball
Soccer
American Football
Baseball
Softball
Volleyball
Tennis

Additional sports expertise is welcome.

Required Qualifications

Strong knowledge of at least one competitive sport
Ability to recognize player actions and game situations
Excellent attention to detail
Strong written English comprehension
Reliable internet connection
Ability to follow detailed instructions and guidelines

Preferred Qualifications

Former or current athlete
Coach
Referee or umpire
Sports analyst
Sports journalist
Scout
Sports content creator
Experience reviewing sports footage
Experience with AI data annotation, data labeling, QA, or related work

Selection Process

Due to the specialized nature of this project, selected candidates may be invited to complete one or more of the following:

Sports expertise questionnaire
Sports action recognition assessment
Video annotation exercise
Quality and accuracy evaluation
Project-specific qualification tests

Please note that additional project details, compensation information, guidelines, and testing instructions may be provided after application submission.

Due to project requirements and client expectations, not all applicants will advance to testing or project placement.

Project qualification activities are expected to begin next week. Candidates who complete the selection process early will receive priority consideration for initial testing and project assignments.

Quick Apply

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baseball jobs

Sports Action Recognition Reviewer (AI Data Annotation)

Gameday Monitor, MLB

Editorial Producer, Digital Initiatives (Seasonal)

2026 MLB Scout & Coaching Development Program

Coordinator, Global Consumer Products (Special Project)

SABR Analytics Conference

Operations Analyst, Baseball Data Platform

Assistant Coach, Baseball

Assistant Baseball Coach - FT40

Head Coach - Baseball Varsity

Coordinator, Global Consumer Products

Assistant Baseball Coach

Assistant Baseball Coach

Assistant Baseball Coach

Misc - Assistant Coach - Baseball

Baseball Test Analyst

Operations Analyst, Baseball Data Platform

Director, International Partnerships

Technical Coordinator (Seasonal)

Coordinator, Social Editorial MiLB (Seasonal)

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