Michael M.

Key Skills

Software

Other

Top Subject Matter

E-commerce purchase order data

product attributes (text-based structured fields).

Operational and QA validation for structured datasets using AI-assisted review.

Top Data Types

Text

Image

Top Task Types

Classification

Data Collection

Freelancer Overview

Data Entry & QA Annotator, Hela Intimates Kenya. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Don't disclose. Education includes Accounting Technicians Diploma, KASNEB — Kenya Accountants & Secretaries National Examinations Board (2021). AI-training focus includes data types such as Text and labeling workflows including Classification, Evaluation, and Rating.

Labeling Experience

Planning Assistant — Data Operations, Hela Intimates Kenya

Don't discloseText

Reviews and validates data across multiple concurrent workflows, flagging anomalies and maintaining accuracy in real time. Interprets complex multi-step operational guidelines and translates them into precise, structured outputs. Uses frontier LLMs for content review and QA, applying practical understanding of LLM output quality and evaluation criteria. • Validates structured outputs and flags inconsistencies across concurrent tasks. • Follows multi-step guidelines to produce accurate labeled/structured data. • Performs AI-assisted content review and summarization for quality assurance. • Applies evaluation judgment to support reliable pipeline data readiness.

2024 - Present

Data Entry & QA Annotator, Hela Intimates Kenya

OtherTextClassification

Labeled and classified structured records across 100+ purchase orders daily using strict multi-attribute annotation guidelines and hierarchies. Performed systematic quality audits by catching and resolving discrepancies before submission to downstream pipelines. Maintained near-zero error rates under tight turnaround requirements with consistent rule application across large datasets. • Labeled attributes such as fabric type, shade code, and trim category. • Conducted pre-submission QA to ensure data integrity for training/evaluation workflows. • Detected anomalies via strong pattern recognition and consistency checks. • Met daily output targets while following annotation standards and guidance.

2023 - 2023

Census Enumerator, Kenya National Bureau of Statistics (KNBS)

OtherTextData Collection

Collected and submitted structured demographic information using digital tools during field enumeration. Cross-checked entries for inconsistencies before submission to preserve data integrity. Followed structured collection procedures analogous to accuracy requirements in labeled dataset creation. • Captured structured demographic data in real time via digital workflows. • Performed consistency checks to reduce errors prior to submission. • Ensured accurate record creation under time and procedure constraints.

2020 - 2020

Education

Work History