2389 IT & Software Developer jobs in the UK
Senior Data Management Professional - Data Product Owner - Annotation Management and Dialogue Labeling - London
£55,000 - 95,000
Bloomberg
Queen Victoria Street 3, London
£55,000 - 95,000
Requirements
Must:
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- 4+ years of experience in AI/ML data roles, ideally focused on NLP, communications, or information extraction.
- Proven experience with annotation programs, dialogue labeling, or large-scale training/evaluation dataset development.
- Strong grasp of data modeling, schema design, and best practices for structuring unstructured data.
- Familiarity with search infrastructure and summarization models, and how data influences relevance ranking and response generation.
- Demonstrated ability to design, scale, and govern data pipelines that support high-impact ML model training and evaluation.
- Comfort engaging with ML practitioners to co-design data schemas and evaluate performance trade-offs.
- Excellent project management skills and the ability to manage competing priorities across multiple stakeholders.
###
Responsibilities
- Own the end-to-end Annotation Lifecycle, from schema development to annotation execution, with a focus on ML performance and product utility.
- Bridge the gap between finance and AI/ML by mastering domain-specific concepts that elevate communications experiences.
- Design and manage annotation programs for search and summarization use cases, including training data for relevance ranking, query-document matching, and text abstraction.
- Develop scalable strategies for data labeling and dialogue annotation, tailored for NLP enrichments across communication products.
- Shape and evolve schematic structures and data models that serve as the foundation for annotation quality and reuse.
- Define metadata structures and enrichment tags that help interpret communication context, intent, and relevance to user queries.
- Collaborate with ML engineers and product stakeholders to align annotation efforts with model requirements and product goals.
- Drive quality and consistency across annotation processes by developing clear guidelines, validation metrics, and governance frameworks.
- Leverage insights and analytics to iterate on annotation strategies and measure downstream model and product impact.
- Lead efforts to improve annotation throughput, coverage, and enrichment scope by identifying automation and optimization opportunities.
- Stay current on trends in search technologies, summarization architectures, and best practices for building reliable training datasets in these domains.
- Serve as a domain expert in data structuring, labeling, and ML data design within communications-focused NLP use cases.
###
Description
At Bloomberg, we run on data. Our products are fueled by powerful information, and we combine data and context to paint the entire picture for our clients around the clock and around the globe. In the Data division, we are responsible for delivering data, news, and analytics through innovative technology, quickly and accurately. Our Bloomberg Data AI group integrates cutting-edge AI technologies into our Data organization, leveraging deep domain expertise to develop AI-powered products. One of our key focus areas is Dialogue Labeling and Annotation Management, supporting Natural Language Processing (NLP) enrichments across various communication platforms. These enrichments are vital for structuring unstructured client communications and driving intelligent search, classification, summarization, and insight generation. As a Data Product Owner, you will serve as a bridge between deep financial domain expertise and cutting-edge technology. You will focus on solving complex data challenges in finance, ensuring our data practices adhere to the best standards in the Machine Learning Development Lifecycle (MDLC). Your strategic outlook on data design and the integration of data strategies with product objectives will be critical to our mission.
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