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Adam Theberge

Adam Theberge

Reviewer – Video Annotation

Canada flagLower Ship Harbour, Canada
IntermediateOther

Key Skills

Software

Other

Top Subject Matter

Video Annotation for Media Analysis
Video and Image AI Model Training

Top Data Types

VideoVideo
ImageImage
DocumentDocument

Top Task Types

ClassificationClassification
Text GenerationText Generation
Question AnsweringQuestion Answering
Text SummarizationText Summarization
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Evaluation/RatingEvaluation/Rating
Red TeamingRed Teaming
RLHFRLHF
Object DetectionObject Detection
Data CollectionData Collection

Freelancer Overview

Reviewer – Video Annotation. Brings 18+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes 3.75 years of study in a Bachelor of Arts degree from Dalhousie University, which was not completed due to a personal tragedy (2005). AI-training focus includes data types such as Video and labelling workflows, as well as Classification, Evaluation, and Rating.

Intermediate

Labeling Experience

Quality Analyst (AI Data Training)

Video
As a Quality Analyst, I led meetings and coaching sessions with AI Data Trainers to monitor and drive improvements in AI training data quality. I performed review and validation of AI training data outputs including Model Spec, Video Rating, Video Quality Analysis, and related tasks. I maintained campaign documentation, calibrated evaluation rubrics, and adapted to evolving campaign requirements. • Evaluated and rated video and image data for AI model training • Developed and maintained SOPs for annotation and data validation • Reviewed outputs for adherence to client and campaign guidelines • Monitored progression of data trainers and provided performance feedback

As a Quality Analyst, I led meetings and coaching sessions with AI Data Trainers to monitor and drive improvements in AI training data quality. I performed review and validation of AI training data outputs including Model Spec, Video Rating, Video Quality Analysis, and related tasks. I maintained campaign documentation, calibrated evaluation rubrics, and adapted to evolving campaign requirements. • Evaluated and rated video and image data for AI model training • Developed and maintained SOPs for annotation and data validation • Reviewed outputs for adherence to client and campaign guidelines • Monitored progression of data trainers and provided performance feedback

2024 - Present

Reviewer – Video Annotation

VideoClassification
I conducted quality assurance and review of video annotations, checking for accuracy in summaries, character specifications, shot types, and motion capture dates. I executed video annotations and documented errors, providing constructive feedback to annotators. I was promoted from Annotator to Reviewer within three weeks due to my high-quality work. • Performed detailed reviews of annotated video data for correctness • Summarized video content and identified key characteristics • Ensured annotation compliance with project guidelines • Provided coaching and feedback to data annotators

I conducted quality assurance and review of video annotations, checking for accuracy in summaries, character specifications, shot types, and motion capture dates. I executed video annotations and documented errors, providing constructive feedback to annotators. I was promoted from Annotator to Reviewer within three weeks due to my high-quality work. • Performed detailed reviews of annotated video data for correctness • Summarized video content and identified key characteristics • Ensured annotation compliance with project guidelines • Provided coaching and feedback to data annotators

2025 - 2026

Education

No Education added yet

Adam T. hasn’t added any Education History to their OpenTrain profile yet.

Work History

S

Self-Employed

Writer & Editor

Lower Ship Harbour
2015 - Present
A

A-PROPOS

Writer, Editor & Technical Advisor

Lower Ship Harbour
2018 - 2023