Fryl W.

Key Skills

Software

Scale AI

Top Subject Matter

AI training data annotation quality assurance

Medical billing data preparation and compliance

Legal Services & Contract Review

Top Data Types

Text

Document

Top Task Types

Classification

Freelancer Overview

Quality Assurance (Remotasks) — Scale AI (Remotasks). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Scale AI. Education includes Bachelor of Science, Cagayan De Oro College-Phinma (2019). AI-training focus includes data types such as Text, Medical, and DICOM and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Medical Biller — ZYX Virtual Solutions

Scale AIClassification

Processed medical claims and managed patient billing records using HIPAA-compliant handling of sensitive information. Verified insurance eligibility and benefits for patients to ensure correct coverage and billing applicability. Maintained accurate patient demographic information and documentation to support downstream processing. • Applied HIPAA compliance when handling sensitive patient data • Verified insurance eligibility/benefits for billing • Maintained patient records and documentation accuracy • Coordinated with healthcare providers for accurate documentation

2022 - 2023

Quality Assurance (Remotasks) — Scale AI (Remotasks)

Scale AIText

Reviewed and evaluated data annotation tasks to ensure accuracy and quality. Corrected low-quality submissions to meet defined project standards and performance expectations. Maintained productivity targets and quality metrics while completing detailed data entry and documentation work. • Evaluated annotation outputs for correctness and consistency • Performed corrections and provided quality improvements • Tracked progress against quality/throughput metrics • Collaborated with team members to improve workflow efficiency

2022 - 2023

Education

Work History