Protus M.

Key Skills

Software

Don't disclose

Top Subject Matter

AI-generated content evaluation and dataset quality assurance

Image/data labeling and quality assurance for ML datasets

AI training data review and conversational response evaluation

Top Data Types

Text

Image

Document

Top Task Types

Classification

Question Answering

Freelancer Overview

AI Content Evaluation Specialist (Remote). Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Bachelor of Science, Presbyterian University of East Africa (2011) and Diploma in Computer Science, Presbyterian University of East Africa (2010). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Data Annotation Specialist (Remote)

Don't discloseTextClassification

Annotated and categorized AI training datasets containing text, image, and conversational content. Reviewed AI-generated outputs to ensure accuracy, relevance, and compliance with project guidelines. Performed data validation and quality assurance checks while meeting strict productivity targets and deadlines in a remote workflow. • Labeled and categorized text and conversational dataset components • Validated dataset entries and performed QA checks • Reviewed outputs for accuracy and guideline compliance • Worked independently using cloud-based annotation and workflow systems

2026 - 2026

AI Data Reviewer & Research Assistant (Remote)

Don't discloseTextQuestion Answering

Reviewed and verified online data for AI training and content optimization initiatives. Conducted internet-based research and performed information validation to ensure correctness. Organized and categorized digital content according to project standards while evaluating AI-generated conversational responses and outputs. • Verified data for accuracy and training suitability • Performed information validation from online sources • Categorized content per project-specific rules • Maintained detailed records to ensure accuracy across large-scale projects

2025 - 2025

Data Annotation & Quality Assurance Analyst (Remote)

Don't discloseImageClassification

Processed and labeled structured digital datasets for AI and machine learning use. Performed image categorization along with metadata verification and data consistency checks. Identified annotation errors and supported improvements to dataset quality standards while maintaining confidentiality and compliance. • Conducted image categorization and metadata validation • Performed consistency checks to ensure dataset integrity • Helped locate annotation errors and elevate quality • Maintained workflow documentation and task tracking in remote tools

2025 - 2025

AI Content Evaluation Specialist (Remote)

Don't discloseText

Evaluated AI-generated responses for clarity, factual accuracy, and contextual relevance. Supported dataset improvement by providing structured content review and feedback. Followed detailed annotation guidelines and performed quality assurance to maintain consistency across repeated tasks. • Assessed response quality and relevance against project requirements • Contributed to ML dataset refinement through documented reviews • Applied standardized QA procedures for precision • Collaborated remotely with coordinators and quality review teams

2025 - 2025

Education

Work History