Thomas Mcgeoch

Key Skills

Software

Appen

Top Subject Matter

Digital Advertisement Content

Human Behavior for Animation/Video Game AI

Legal Services & Contract Review

Top Data Types

Text

Video

Image

Document

Top Task Types

Data Collection

Freelancer Overview

AI Data Contributor — Advertisement Analysis. Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Appen and Handshake AI. Education includes Bachelor of Arts, Berklee College of Music (2014). AI-training focus includes data types such as Text and Video and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

AI Training Data Contributor — Video Performance

VideoData Collection

Generated structured video performances according to scenario prompts to collect behavioral data for AI training. Followed detailed motion and gesture instructions aimed at improving AI understanding of human actions in interactive entertainment contexts. Submitted high-quality training samples reviewed for consistency and diversity in character animation tasks. • Recorded and submitted improvisational video clips for training datasets. • Applied behavioral and motion guidelines during each recorded session. • Supported AI model development for video game and animation use cases. • Adhered to accuracy requirements for usable model input footage.

Generated structured video performances according to scenario prompts to collect behavioral data for AI training. Followed detailed motion and gesture instructions aimed at improving AI understanding of human actions in interactive entertainment contexts. Submitted high-quality training samples reviewed for consistency and diversity in character animation tasks. • Recorded and submitted improvisational video clips for training datasets. • Applied behavioral and motion guidelines during each recorded session. • Supported AI model development for video game and animation use cases. • Adhered to accuracy requirements for usable model input footage.

2023 - 2024

AI Data Contributor — Advertisement Analysis

AppenText

Analyzed and annotated digital advertisements as part of an AI data pipeline, rating and categorizing ads across multiple platforms and formats. Ensured compliance with detailed labeling guidelines to deliver consistent, production-grade training datasets. Conducted relevance, policy, and category assessments at high volume under quality standards. • Conducted relevance, policy, and category assessments at high volume across varied digital ad formats. • Delivered content rating and compliance flagging based on project-specific instruction sets. • Maintained accuracy and inter-rater consistency required for reliable AI model training. • Used platform tools to support ad analysis within set deadlines and volume targets.

Analyzed and annotated digital advertisements as part of an AI data pipeline, rating and categorizing ads across multiple platforms and formats. Ensured compliance with detailed labeling guidelines to deliver consistent, production-grade training datasets. Conducted relevance, policy, and category assessments at high volume under quality standards. • Conducted relevance, policy, and category assessments at high volume across varied digital ad formats. • Delivered content rating and compliance flagging based on project-specific instruction sets. • Maintained accuracy and inter-rater consistency required for reliable AI model training. • Used platform tools to support ad analysis within set deadlines and volume targets.

2022 - 2023

Education

Work History