Sam

Key Skills

Software

Don't disclose

Top Subject Matter

AI model response evaluation and quality assessment

Final year physics

Top Data Types

Text

Image

Top Task Types

Classification

Question Answering

Text Summarization

Red Teaming

Transcription

Evaluation/Rating

Freelancer Overview

Data Annotation Contractor - DataAnnotation. Brings 9+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Bachelor of Science, Honours, The Open University (2023) and Pearson BTEC Level 3 Diploma, North West Training Council (2022). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation and Rating.

Labeling Experience

Data Annotation Contractor (

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No description provided.

2024 - Present

Data Annotation Contractor - DataAnnotation

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You served as a data annotation contractor, training and evaluating AI model responses across multiple projects. You created and applied rubrics and prompts to guide consistent assessment of response quality. The work required strong written communication, critical judgment, and attention to accuracy through fact-checking against provided sources. • Rated model responses using predefined axes and written justifications • Designed rubrics and edited prompts to elicit and address model failures • Fact-checked responses and ensured alignment with provided sources • Reviewed other annotators’ work, correcting submissions and providing feedback

2024 - Present

Data Annotation Contractor — Data Annotation (2024–Present)

Don't discloseText

Provided AI model response ratings using predefined axes and documented written justifications for each evaluation. Built and applied rubrics to assess how well responses matched expected criteria and optimal answers. Generated and refined prompts to reproduce model failures, then reviewed corrected outputs and checked alignment with source material. • Rated model adherence against rubric criteria • Wrote justification notes for each rating decision • Fact-checked responses against provided sources • Reviewed other annotators’ work and provided corrective feedback

2024 - Present

Education

Work History