Edwin O.

Key Skills

Software

Other

Top Subject Matter

Digital media quality assessment (images and documents) and content verification

AI content evaluation and training-data quality assessment

Top Data Types

Text

Image

Top Task Types

Data Collection

Classification

Object Detection

Freelancer Overview

Freelance Digital Research & Quality Analyst (Self-Employed). Brings3 years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, Jomo Kenyatta University of Agriculture and Technology (2024). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Content Evaluator, Outlier AI

OtherText

Evaluated diverse digital content against detailed project guidelines and quality rubrics to support AI model training pipelines. Identified and documented inconsistencies, errors, and edge cases with structured justifications for each assessment decision. Calibrated judgments by tracking updates to criteria and flagging ambiguous or novel patterns outside existing guidelines to improve documentation. • Performed high-volume, high-accuracy assessments in a remote environment • Maintained audit trails by using specialized annotation/review platforms • Provided written rationale for assessment decisions including edge cases • Contributed to ongoing improvements of project documentation and guideline clarity

2026 - Present

Freelance Digital Research & Quality Analyst (Self-Employed)

OtherText

Assessed and reviewed digital media content, identifying guideline deviations, errors, and mismatches while producing structured written reports for clients. Applied personal evaluation frameworks to recurring content categories to improve throughput while maintaining quality standards. Communicated assessment outcomes via concise summaries and structured feedback documentation to support reliable downstream use of the evaluated data. • Performed systematic online research and data verification against source criteria • Conducted quality checks on images and documents and flagged inconsistencies • Managed multiple concurrent client projects with deadline-driven prioritization • Maintained clear documentation of findings and rationale for each assessment decision

2022 - 2024

Education

Work History