Jason H.

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

Medicine

Identification

Annotation

Top Data Types

Medical Dicom

Image

Top Task Types

Entity (NER) Classification

Text Generation

Object Detection

Data Collection

Freelancer Overview

With one year of dedicated experience in AI training data, my unique advantage lies in bridging standard data annotation with advanced statistical rigor. Beyond basic labeling, I possess robust expertise in managing and processing complex, high-dimensional datasets—particularly within the medical domain. My proficiency in using R, SPSS, and Excel for single-factor and multi-factor analysis, as well as logistic regression modeling, enables me to clean, structure, and validate training data with exceptional analytical depth and precision. ​Furthermore, my technical capabilities extend beyond data preparation to actual model interaction. By leveraging high-performance hardware to deploy and run AI models locally, I maintain a deep, practical understanding of how training data structures directly impact model inference and behavior. This holistic perspective—from rigorous statistical data processing to hands-on local deployment—ensures that the datasets I prepare are highly optimized for training accurate and reliable AI systems.

Labeling Experience

Medical

Medical DicomEvaluation/Rating

Diagnosing diseases through skin lesion imagery and assessing the diagnostic accuracy of the AI.

2025 - 2026

Education

Work History