Richard Roncales

Key Skills

Software

Labelbox

Doccano

CVAT

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Image

Text

Document

Top Label Types

Segmentation

Evaluation Rating

Bounding Box

Freelancer Overview

Operations Coordinator. Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Education includes Bachelor of Arts, University of the Philippines (2018). AI-training focus includes data types such as Document.

Labeling Experience

Operations Coordinator

Document

As Operations Coordinator for documentation and QA, I reviewed shipping documents for accuracy and completeness daily. My responsibilities included ensuring all labeling was correct and maintaining comprehensive QA checklists. I focused on identifying recurring process errors and implementing solutions to prevent them. • Reviewed and corrected shipping documentation before dispatch. • Maintained and updated QA checklists for operations. • Tracked and reported repeated errors in shipping processes. • Coordinated with team members to improve documentation standards.

As Operations Coordinator for documentation and QA, I reviewed shipping documents for accuracy and completeness daily. My responsibilities included ensuring all labeling was correct and maintaining comprehensive QA checklists. I focused on identifying recurring process errors and implementing solutions to prevent them. • Reviewed and corrected shipping documentation before dispatch. • Maintained and updated QA checklists for operations. • Tracked and reported repeated errors in shipping processes. • Coordinated with team members to improve documentation standards.

2024 - Present

AI Data Labeler (Computer Vision)

LabelboxImageSegmentation

Labeled over 25,000 images for detection and segmentation under a strict class taxonomy. Utilized advanced annotation tools to maintain high precision in labeling. Actively engaged in guideline development and edge-case resolution. • Maintained high accuracy and consistency in image labeling. • Applied class taxonomy guidelines diligently. • Enhanced the quality of annotations through regular feedback. • Contributed to the creation of labeling rubrics.

Labeled over 25,000 images for detection and segmentation under a strict class taxonomy. Utilized advanced annotation tools to maintain high precision in labeling. Actively engaged in guideline development and edge-case resolution. • Maintained high accuracy and consistency in image labeling. • Applied class taxonomy guidelines diligently. • Enhanced the quality of annotations through regular feedback. • Contributed to the creation of labeling rubrics.

2024

NLP Annotation Rater (Text Quality and Safety)

DoccanoTextEvaluation Rating

Annotated text for intent, sentiment, and policy compliance using rubric-based scoring. Focused on maintaining high-quality annotations and adhering to guidelines. Played a key role in identifying and resolving annotation ambiguities. • Ensured compliance with project requirements. • Enhanced annotation quality through rubric adherence. • Identified potential areas for guideline improvements. • Coordinated with peers for continuous quality enhancement.

Annotated text for intent, sentiment, and policy compliance using rubric-based scoring. Focused on maintaining high-quality annotations and adhering to guidelines. Played a key role in identifying and resolving annotation ambiguities. • Ensured compliance with project requirements. • Enhanced annotation quality through rubric adherence. • Identified potential areas for guideline improvements. • Coordinated with peers for continuous quality enhancement.

2023 - 2024

Annotation QA Reviewer

CVATImageBounding Box

Audited annotation batches and produced error reports (confusion, misses, false positives). Developed comprehensive error taxonomy to categorize common annotation mistakes. Led initiatives to refine the quality assurance process and improve overall accuracy. • Analyzed batch annotations for compliance and precision. • Produced reports outlining major findings and solutions. • Facilitated knowledge sharing to enhance team awareness. • Played a significant role in optimizing QA frameworks.

Audited annotation batches and produced error reports (confusion, misses, false positives). Developed comprehensive error taxonomy to categorize common annotation mistakes. Led initiatives to refine the quality assurance process and improve overall accuracy. • Analyzed batch annotations for compliance and precision. • Produced reports outlining major findings and solutions. • Facilitated knowledge sharing to enhance team awareness. • Played a significant role in optimizing QA frameworks.

2022 - 2023

Education

Work History