David A.

Key Skills

Software

Clickworker

Data Annotation Tech

Appen

OneForma

Surge AI

Telus

Top Subject Matter

Text classification and content evaluation

Administrative Support & Information Management

Data Entry & Database Operations

Top Data Types

Text

Document

Top Task Types

Transcription

Classification

Text Summarization

RLHF

Text Generation

Freelancer Overview

Detail-oriented Data Management and Annotation Specialist with extensive experience managing complex data pipelines, structural tracking systems, and text classification tasks. Proven track record in maintaining 100% data integrity through meticulous quality assurance, document formatting, and strict compliance with project guidelines. Adept at handling large datasets, text-based logic evaluations, and precise information structuring to deliver high-quality data models.

Labeling Experience

Data Annotation & Classification Specialist (Freelance, Remote)

Don't discloseTextRLHF

Served as a data annotation and classification specialist, labeling large-scale text datasets to produce structured inputs for model optimization. Evaluated complex generated responses for logical consistency, world-building quality, and adherence to detailed project constraints. Ensured outputs met strict QA accuracy targets while maintaining consistent formatting across records. • Labeled and categorized massive text datasets for downstream system performance • Analyzed and structured complex text strings to maintain schema standards • Graded high-concept text frameworks using logical consistency and criteria-based evaluation • Maintained 100% compliance with multi-page project guidelines

2025 - Present

Education

Work History