Bloomberg

Team Leader - Annotations Operations and Governance

Bloomberg$135K — $230K *
Information Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 5-7 years of people leadership experience in operational or program-focused teams.
  • Proven technical judgment in annotation systems for machine learning applications.
  • Expertise in annotation quality methodologies, including calibration and drift detection.
  • Experience managing large-scale annotation operations with vendor and SME teams.
  • Strong ability to enforce and maintain operational standards at scale.
  • Excellent cross-functional leadership capabilities in complex environments.
  • Bachelor's or Master’s degree in a relevant field, or equivalent experience.

Responsibilities

  • Lead and develop the team governing Bloomberg's AI data annotation capabilities.
  • Own end-to-end annotation operations, translating standards into scalable workflows.
  • Establish governance frameworks, including calibration and drift detection.
  • Collaborate with AI, Data, and Platform teams to align annotation with model needs.
  • Ensure operational reliability through effective capacity planning and vendor management.
  • Drive continuous improvement initiatives based on metrics and feedback loops.
  • Maintain high standards of judgment integrity as models and domains evolve.

Benefits

  • Comprehensive health benefits including medical, dental, and vision.
  • Paid holidays and generous paid time off.
  • Short and long-term disability benefits.
  • 401(k) plan with company match.
  • Life insurance and wellness program offerings.
Full Job Description
Description & Requirements

What's the role?

We are seeking a Team Lead to own and scale Bloomberg's annotation function across AI and data initiatives, with responsibility for Annotation Operations and Annotation Standards & Governance. This role leads two tightly coupled but distinct capabilities: (1) governing canonical annotation standards and judgment frameworks, and (2) applying those standards at scale through operational execution, quality control, and continuous improvement.

The Team Lead will operate annotation as a shared service across our Data AI teams. They will ensure that centrally defined standards: schemas, labels, ambiguity frameworks, and calibration rules, are consistently and correctly applied in production through SME-driven workflows, vendor execution, and robust operational controls.

The ideal candidate is a technically grounded, systems-oriented leader who understands how annotated data shapes AI model behavior and evaluation outcomes. You are comfortable operating at scale while exercising strong technical judgment, enforcing standards, interpreting ambiguity, and using metrics to detect drift, diagnose failure modes, and continuously improve data quality.

In this role, you will help build a durable, repeatable annotation capability that produces correct, consistent, and reproducible data over time, supporting training, evaluation, monitoring, and production AI systems.

We'll trust you to:
  • Lead and develop a team responsible for operating and governing Bloomberg's AI data annotation capability, delivering consistent, high-quality data through strong technical judgment and clear standards.
  • Own annotation operations end-to-end, translating schemas and judgment frameworks into scalable workflows with measurable quality.
  • Establish governance and quality mechanisms, including calibration, agreement analysis, and drift detection, that ensure consistent interpretation of standards.
  • Partner closely with AI, Data, and Platform teams to align annotation outputs with production needs and downstream model requirements.
  • Ensure operational strength at scale, including workforce strategy, vendor oversight, capacity planning, and service reliability.
  • Drive continuous improvement through metrics, feedback loops, and root-cause analysis.
  • Act as steward of judgment integrity, maintaining high agreement and durable decision-making frameworks as models and domains evolve.


You'll need to have:
  • Prior people leadership experience, including leading operational or program-focused teams.
  • Demonstrated technical judgment in designing or operating annotation systems that support machine learning training, evaluation, or model assessment.
  • Strong understanding of annotation systems and quality methodologies, including calibration, agreement modeling, and drift detection.
  • Proven experience running large-scale annotation or data operations with vendor and SME workforces.
  • Ability to enforce centrally defined standards while maintaining consistency at scale.
  • Excellent cross-functional leadership skills and comfort operating in ambiguity-rich environments.
  • Strong program leadership capability, with a focus on measurable outcomes and continuous improvement.
  • Bachelor's or Master's degree in a relevant field, or equivalent practical experience.


We'd love to see:
  • Experience supporting ML training, evaluation, or monitoring pipelines.
  • Familiarity with annotation platforms, QA tooling, and data instrumentation.


Salary Range = 135000 - 230000 USD Annually + Benefits + Bonus

The referenced salary range is based on the Company's good faith belief at the time of posting. Actual compensation may vary based on factors such as geographic location, work experience, market conditions, education/training and skill level.

We offer one of the most comprehensive and generous benefits plans available and offer a range of total rewards that may include merit increases, incentive compensation (exempt roles only), paid holidays, paid time off, medical, dental, vision, short and long term disability benefits, 401(k) +match, life insurance, and various wellness programs, among others. The Company does not provide benefits directly to contingent workers/contractors and interns.

About Bloomberg

Bloomberg L.P. is a privately held financial, software, data, and media company headquartered in Midtown Manhattan, New York City. It was founded by Michael Bloomberg in 1981, with the help of Thomas Secunda, Duncan MacMillan, Charles Zegar, and a 12% ownership investment by Merrill Lynch. Bloomberg L.P. provides financial software tools and enterprise applications such as analytics and equity trading platform, data services, and news to financial companies and organizations through the Bloomberg Terminal (via its Bloomberg Professional Service), its core revenue-generating product. Bloomberg L.P. also includes a wire service (Bloomberg News), a global television network (Bloomberg Television), digital websites, a radio station (WBBR), subscription-only newsletters, and three magazines: Bloomberg Businessweek, Bloomberg Markets, and Bloomberg Pursuits.
Learn more about Bloomberg
Size
20,000 employees
Industry
Founded
1981

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