Angel

Key Skills

Software

Appen

Data Annotation Tech

Label Studio

Mercor

Micro1

Snorkel AI

Top Subject Matter

Education / learner assessment (multilingual Swahili/English context)

Operations & quality control for structured data workflows

Administrative data entry and classification (hospital records)

Top Data Types

Text

Document

Image

Top Task Types

Classification

Data Collection

Freelancer Overview

Instructor (Training & Evaluation Role) — Embu Online Computer College. Brings 9+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Google Sheets. Education includes Bachelor of Business Management, Moi University (2016). AI-training focus includes data types such as Text and Document and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Trade Development Representative — Siaya Territory — Kenya Wines Agency Ltd (via Top Touch Marketing)

TextData Collection

Collected and structured field data related to customer activity and market trends for consistent reporting. Maintained accurate datasets and ensured consistency across multiple reporting systems. Performed data verification to ensure documentation accuracy and reliability. • Gathered structured field information following defined procedures • Maintained dataset consistency for downstream reporting • Produced structured reports for performance tracking and analysis • Verified and validated collected data for accuracy

2023 - 2025

Instructor (Training & Evaluation Role) — Embu Online Computer College

OtherText

Evaluated learner outputs and maintained structured assessment records using consistent evaluation criteria. Performed accuracy, consistency, and completeness checks on submitted assignments. Generated evaluation reports from structured performance data. • Reviewed and scored learner responses according to predefined rubrics • Verified dataset-like structure in grading and assessment records • Ensured alignment between outputs and course/topic requirements • Maintained organized documentation for repeatable evaluations

2021 - 2022

Supervisor (Operations & Quality Control) — Embu Online Ltd

OtherText

Supervised workflow execution and performed quality control on structured outputs to ensure compliance with standards. Reviewed and corrected inconsistencies to maintain accurate and consistent records across reporting systems. Trained staff on procedural compliance and quality expectations for reliable task delivery. • Conducted output reviews for accuracy and consistency • Corrected errors in structured records and documentation • Managed organized reporting and operational records • Provided training to enforce guideline-following and QA practices

2019 - 2021

Volunteer — Administrative & Data Support — Embu Level 5 Hospital

OtherDocumentClassification

Supported structured data entry and organization for administrative records. Assisted with classification and documentation of administrative data while maintaining accurate filing systems. Contributed to data integrity through careful record handling. • Entered and organized administrative records in structured formats • Helped classify and document items using consistent rules • Maintained accurate filing and retrieval systems • Supported integrity checks for correctness and completeness

2017 - 2017

Education

Work History