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Omilani Charles

@omilanicharles

Senior data engineer and AI/ML specialist building reliable production analytics.

United States
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What I'm looking for

I seek senior roles owning end-to-end data and ML platforms in high-impact, compliance-sensitive environments, with emphasis on real-time pipelines, model deployment, and observability.

I am a senior data engineer and AI/ML specialist with 10+ years of experience building production-grade data platforms across healthcare, fintech, and real estate domains. I focus on end-to-end ownership—designing pipelines, deploying models, and delivering reliable analytics for high-stakes workflows.

My work has included cutting batch jobs from 45 minutes to seconds with Spark and dbt, embedding GPT-3 and BERT models into live workflows for clinical classification and document analysis, and building real-time fraud detection systems that proactively flag risk.

Technically, I operate across hybrid cloud environments (AWS, Azure, GCP), build feature stores and observability layers, and deploy models with SageMaker, Azure ML, or containerized infrastructure. I prioritize data quality, schema resilience, and automated monitoring to keep APIs quiet and dashboards truthful.

I thrive on complex architectures and tight timelines, delivering event-driven ingestion, real-time scoring, compliance-ready governance, and scalable ML pipelines that integrate into product workflows and operational decision-making.

Experience

Work history, roles, and key accomplishments

QU

Senior Data Engineer

Qualia

Sep 2022 - Jun 2025 (2 years 9 months)

Led design and delivery of real-time fraud detection, GPT-based document classification, and a Delta Lakehouse for title data, reducing processing latency to milliseconds and automating document routing to cut manual review time. Built feature stores, monitoring, and compliant governance enabling scalable production ML and regulatory reporting.

UnitedHealth Group logoUG

Data Scientist

UnitedHealth Group

May 2019 - Jul 2022 (3 years 2 months)

Built clinical data integration and risk analytics for COVID-19 surge forecasting and developed claims fraud detection engines, enabling near-real-time decisioning and automated anomaly detection to prevent overpayments. Delivered NLP pipelines and models that improved clinical signal extraction from unstructured notes.

Square logoSQ

Data Engineer

Apr 2015 - Feb 2019 (3 years 10 months)

Engineered low-latency transaction ETL and lakehouse infrastructure powering merchant analytics, experimentation, and credit risk scoring, streaming millions of daily transactions and enabling real-time merchant dashboards and loan risk decisions.

Education

Degrees, certifications, and relevant coursework

Stanford University logoSU

Stanford University

Master of Science, Computer Science

Completed a Master’s degree in Computer Science at Stanford University, focusing on advanced machine learning and systems for data engineering.

Stanford University logoSU

Stanford University

Bachelor of Science, Computer Science

Completed a Bachelor’s degree in Computer Science at Stanford University with coursework in algorithms, systems, and machine learning.

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Omilani Charles - Senior Data Engineer - Qualia | Himalayas