Don O.

Key Skills

Software

CloudFactory

iMerit

Sama

Top Subject Matter

Crowdsourced data annotation and transcription for machine learning datasets

Machine learning dataset labeling for image/text classification and validation

Crowd management and quality support for AI dataset labeling

Top Data Types

Image

Video

Top Task Types

Transcription

Classification

Freelancer Overview

Data entry clerk / Annotator (data annotation and image transcription). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include CloudFactory, iMerit, and Sama. Education includes Bachelor of Science, Laikipia University. AI-training focus includes data types such as Image and Video and labeling workflows including Transcription and Classification.

Labeling Experience

Data Entry Clerk - Cloudfactory

ImageClassification

As a Data Entry Clerk, you supported operational work by handling administrative and research-oriented tasks. You managed different types of content and documentation to help team workflows. You applied basic computer literacy and attention to detail to maintain task quality and consistency. • Conducted data annotation work for images, video, and lidar. • Performed web research to support information gathering needs. • Completed image transcription for documentation and processing. • Managed data entry responsibilities using standard tools and procedures.

2025 - Present

Data entry clerk / Annotator (data annotation and image transcription)

CloudFactoryImageTranscription

Annotated and labeled image-related data and performed image transcription tasks using provided task instructions and quality guidelines. Ensured outputs met accuracy and consistency requirements and incorporated feedback to update the dataset. Completed required productivity targets while maintaining quality control standards. • Image transcription • Data annotation (image, video, lidar) • Web research to support labeling • Followed strict client instructions and updated datasets based on feedback

2025 - Present

Data Annotator – iMerit Technology Services

iMeritImageClassification

Annotated and labeled datasets for machine learning models following strict guidelines provided by the client. Performed image/text classification and validation tasks while ensuring data accuracy, consistency, and quality control. Met daily and weekly productivity targets while maintaining high accuracy rates. • Image/text classification • Validation checks • Dataset updates based on feedback • Productivity tracking against targets

2026 - 2026

Kenya Community Manager (crowd worker task coordination)

SamaVideoClassification

Supported AI data-labeling operations by coordinating crowd workers and distributing project materials for labeling tasks. Liaised with project managers and the growth team to understand updates and help create worker incentives and bonuses. Monitored throughput and accuracy dashboards and clarified edge cases through webinars to improve labeling consistency. • Task assignment to crowd workers • Training material distribution • Webinars for edge-case clarification • Monitoring throughput and accuracy dashboards

2025 - 2025

Education

Work History