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Joseph Mifsud

@josephmifsud

Data Scientist building production machine learning and statistical systems for healthcare and commercial impact.

United States
Message

What I'm looking for

I want to build production-ready ML and analytics systems—scalable pipelines, strong data quality, and reproducible research. I’m especially excited to work on computer vision and time-series modeling that drives real healthcare or business outcomes.

I’m a Data Scientist with 5+ years of experience building machine learning models, statistical analyses, and production data pipelines for healthcare and commercial applications. I focus on reliable data systems that support reproducible research, scalable ML workflows, and robust analytical solutions.

Most recently, as Founder at Kaleh LLC and Trace Data, I built a production job market dataset from 9,800+ structured sources, ingesting 13,000 new postings daily for analytical and ML applications. I designed deterministic pipelines to normalize heterogeneous records, preserve source provenance, and create reproducible datasets, including data quality workflows with schema validation, canonicalization, and SHA-256 deduplication. I also built searchable infrastructure over millions of records using an inverted index and FastAPI, owning end-to-end ingestion, storage, API delivery, and production monitoring.

Previously at Shirley Ryan AbilityLab, I developed computer vision models for Parkinson’s disease detection from clinical videos, achieving F1 > 0.90 with rotation-invariant pose-based features. I built and deployed end-to-end ML pipelines for wearable sensor time-series and created PostgreSQL databases and ETL workflows for longitudinal clinical datasets, including migrating large-scale video data to AWS S3.

Experience

Work history, roles, and key accomplishments

KL
Current

Founder

Kaleh LLC

Jan 2026 - Present (6 months)

Built a production job market dataset ingesting 13,000 new postings daily and designed deterministic, provenance-preserving pipelines for reproducible analytics. Implemented data quality workflows (schema validation, canonicalization, SHA-256 deduplication) and searchable access using an inverted index with a FastAPI interface.

SA

Data Scientist

Shirley Ryan AbilityLab

Nov 2021 - Sep 2025 (3 years 10 months)

Developed computer vision models for Parkinson’s disease detection from clinical videos, achieving F1 > 0.90 using rotation-invariant pose-based features. Built end-to-end ML and time-series analysis pipelines for wearable sensor data, and designed PostgreSQL-based longitudinal ETL workflows including migration of video data to AWS S3; evaluated performance using statistical analysis (confidence i

Education

Degrees, certifications, and relevant coursework

Stony Brook University logoSU

Stony Brook University

Master of Science, Mechanical Engineering

Earned an MS in Mechanical Engineering from Stony Brook University in 2015.

SUNY College at Geneseo logoSG

SUNY College at Geneseo

Bachelor of Arts, Physics

Earned a BA in Physics from SUNY College at Geneseo in 2012.

Tech stack

Software and tools used professionally

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