Festus K.

Key Skills

Software

Other

Top Subject Matter

AI training data annotation and content evaluation (structured text review)

Technical evaluation and documentation practices for AI/content rating-style workflows

Top Data Types

Document

Text

Top Task Types

Function Calling

Data Collection

Transcription

Segmentation

Text Generation

Entity (NER) Classification

Freelancer Overview

Freelance Research & Data Review Assistant (Remote). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Google Sheets and Microsoft Excel and Other. Education includes IT Technician – Level 6, Rift Valley National Polytechnic (2026) and Kenya Certificate of Secondary Education (KCSE), Goseta High School (2022). AI-training focus includes data types such as Document and labeling workflows including Evaluation and Rating.

Labeling Experience

IT Support & Troubleshooting Volunteer (Nakuru, Kenya)

OtherDocument

Diagnosed and resolved software and hardware issues through structured troubleshooting and step-by-step decision-making that maps to task-based AI evaluation workflows. Documented technical problems and solutions in written reports to reinforce precision, thorough record-keeping, and repeatable evaluation processes. Trained peers on digital tools by clearly communicating concepts, supporting consistent quality in instruction-based tasks. • Written documentation of issue/solution steps and observed outcomes • Structured troubleshooting aligned with systematic decision workflows • Peer enablement and instructional communication for tool usage • Emphasis on precision and consistency in technical reporting

2023 - Present

Freelance Research & Data Review Assistant (Remote)

Document

Reviewed and evaluated structured text documents for accuracy, consistency, and logical coherence as part of AI training data annotation and content evaluation workflows. Assessed factual information across multiple sources, flagged errors, and recorded findings to support quality standards. Drafted clear technical and non-technical summaries to communicate rationale and decisions in written English. • Quality-checking structured document outputs against defined accuracy and consistency criteria • Identifying inconsistencies and logic/quality issues in text data • Recording error findings and evaluation notes in spreadsheets • Producing written summaries and feedback for reviewed content

2023 - Present

Education

Work History