Ann M.

Key Skills

Software

Remotasks

Toloka

Other

Top Subject Matter

AI/ML training data labeling (text categorization and language classification)

Crowdsourced AI/ML dataset annotation (text and image labeling)

Content quality evaluation and structured writing (annotation-rule aligned)

Top Data Types

Text

Document

Image

Top Task Types

Classification

Entity (NER) Classification

Freelancer Overview

Data Labeller & Annotator | Remotasks. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Remotasks, Toloka, and Other. Education includes Bachelor of Arts, University of Nairobi (2025). AI-training focus includes data types such as Text and Document and labeling workflows including Classification, Entity (NER) Classification, and Evaluation.

Labeling Experience

Data Labeller & Annotator | Toloka

TolokaTextEntity (NER) Classification

Completed AI dataset annotation jobs on the Toloka crowdsourcing platform, focusing on labeling text and images according to project-specific requirements. Evaluated the accuracy, relevance, and quality of information against labeling criteria. Built a track record of consistent performance across multiple annotation task types while learning annotation best practices and AI/ML data pipeline expectations. • Labeled text and images for machine learning datasets • Assessed accuracy, relevance, and quality per project guidelines • Maintained consistent, dependable annotation performance • Learned annotation best practices for AI/ML dataset preparation

2024 - 2025

Data Labeller & Annotator | Remotasks

RemotasksTextClassification

Worked as a data labeller and annotator for AI training tasks on Remotasks, performing language classification and data categorization. Followed detailed task instructions to ensure consistent labeling outputs. Maintained accuracy ratings by adhering to quality standards and updated guidelines over high-volume work. • Labeled text data for categorization and language classification • Followed per-task annotation guidelines and quality checks • Adjusted to changing labeling rules across multiple projects • Maintained productivity targets while preserving output quality

2024 - 2025

Freelance Academic Writer | Self-Employed

OtherDocument

Worked as a freelance academic writer producing reports and research papers under strict formatting and quality requirements. Conducted content review to improve accuracy, coherence, and relevance in line with review procedures. Delivered consistent, documented outputs that translate to structured annotation and quality evaluation workflows. • Produced reports, research papers, and economic evaluations • Ensured uniform formatting and adherence to quality standards • Reviewed and improved content for accuracy and relevance • Managed concurrent freelance tasks and met deadlines

2023 - 2025

Education

Work History