John B.

Key Skills

Software

Encord

Top Subject Matter

Video content labeling for computer vision-style annotation (classification workflows)

Self-directed computer vision annotation for robotics/VLA model training preparation

Top Data Types

Video

Image

Top Task Types

Classification

Bounding Box

Segmentation

Object Detection

Entity (NER) Classification

Point/Key Point

Freelancer Overview

Video Editor & Visual Labeler (Freelance / Personal Projects). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Adobe Premiere Pro and Encord. Education includes High School Diploma, Arise and Shine Secondary School (2023). AI-training focus includes data types such as Video and labeling workflows including Classification, Bounding Box, and Segmentation.

Labeling Experience

Video Editor and Visual Labeler (Freelance) - Freelance / Personal Projects

VideoSegmentation

Video editing and frame-level visual review for client and personal footage, ensuring accurate labeling and consistent quality across batches of video. Managed timelines in Adobe Premiere Pro and organized deliverables for efficient retrieval and review workflows. Built strong attention to visual detail and precision needed for structured content review and tagging. • Edited and reviewed 100+ hours of video in Adobe Premiere Pro • Performed manual labeling and categorization of video segments by content and actions • Organized footage into structured, consistently named batches • Collaborated remotely with clients across time zones to meet deadlines

2022 - Present

Video Editor & Visual Labeler (Freelance / Personal Projects)

VideoClassificationBounding Box

Manually labeled and categorized video segments by content type, subject, and on-screen actions using frame-level review. Prepared structured, consistently named video batches to support downstream annotation workflows and quality control. Translated video-editing attention to detail into reliable labeling behaviors for classification-style tasks. • Frame-by-frame review in Adobe Premiere Pro • Content type/subject/action categorization • Batch organization and naming consistency • Remote collaboration with deadline-driven delivery

2022 - Present

Independent Study — AI Data Annotation (Self-Directed)

EncordVideoBounding BoxPoint/Key Point

Performed self-directed AI data annotation learning aligned with supervised learning data pipelines. Practiced bounding box and keypoint annotation exercises on open datasets to build familiarity with computer vision labeling used in VLA and robotics AI. Studied Encord documentation and annotation best practices to prepare for platform-based annotation work. • Coursework on supervised learning data pipelines and annotator roles • Bounding box practice on open datasets • Keypoint annotation practice in pose-estimation context • Encord platform and best-practice review

2025 - 2026

Education

Work History