Purity M.

Key Skills

Software

Other

Top Subject Matter

Educational content evaluation

curriculum and training documentation quality assurance

Literary catalog classification

Top Data Types

Text

Document

Top Task Types

Classification

Freelancer Overview

Field Operations Trainer & Market Analyst (Educational text evaluation and quality labeling). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Diploma in Health Records and Information Technology, Kenya Medical Training College (KMTC) (2023). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Field Operations Trainer & Market Analyst (Educational text evaluation and quality labeling)

Text

You evaluated large volumes of educational texts, curriculum resources, and training documentation for factual accuracy, logical flow, and formatting compliance. This work functioned as a quality-assurance and labeling pass to determine whether content met predefined correctness and structure requirements. • Labeled/flagged textual issues affecting accuracy, coherence, and formatting • Verified factual correctness and compliance with formatting rules • Assessed logical flow for instructional suitability • Produced structured findings to guide publishing operations

2024 - Present

Distribution Operations & Content Coordinator (content classification and record verification)

OtherTextClassification

You reviewed and classified literary content, self-help catalogs, and personal growth publications to improve database search optimization and client matching. You also audited and verified incoming catalog/transactional records to ensure discrepancies were resolved and data integrity was maintained. • Assigned categorical labels to literary items and catalogs • Audited catalog records for correctness and consistency • Supported structured search optimization via labeling outputs • Troubleshot and corrected high-tier client account data anomalies

2022 - 2024

Education

Work History