Austen B.

Key Skills

Software

Don't disclose

Other

Top Subject Matter

AI agent evaluation and dataset validation

AI data annotation support

logic validation

Top Data Types

Text

Image

Top Task Types

Object Detection

Question Answering

Data Collection

Freelancer Overview

AI Systems Evaluation Analyst - Freelance. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose and Other. Education includes Bachelor of Science, University of Toronto (2019). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Systems Evaluation Analyst - Freelance

Don't discloseText

Evaluated AI agent behaviors and test-case structures for logical consistency, realism, and completeness. Identified missing assumptions, contradictions, and vague requirements within evaluation datasets. Defined gold-standard responses and performance benchmarks to ensure reliable AI agent evaluation. • Reviewed and validated scenario coverage • Assessed agent performance against benchmarks • Documented gaps in evaluation data • Improved evaluation quality criteria

2023 - Present

Research & Data Analyst - Remote

OtherText

Conducted qualitative and quantitative research to support AI data annotation, logic validation, and structured evaluation. Collaborated with data scientists to assess and improve AI model outputs using scenario-based validation. Ensured consistency, accuracy, and fairness in data labeling and evaluation while working with large datasets to analyze trends and outliers. • Supported annotation and logic validation workflows • Performed scenario-based checks on model outputs • Audited labeled data for consistency and fairness • Analyzed large datasets for patterns and anomalies

2020 - 2022

Education

Work History