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Samuel NgariSN
Open to opportunities

Samuel Ngari

@samuelngari

Detail-oriented Evaluation & Annotation Analyst specializing in AI output QA, reasoning checks, and evidence-backed scoring.

Kenya
Message

What I'm looking for

I’m looking for audit-grade evaluation work where I can run SxS and rubric-based QA, produce evidence-backed justifications, and strengthen annotation quality—especially in healthcare or privacy-compliant AI workflows.

I’m a detail-oriented Evaluation & Annotation Analyst with 10+ years of experience assessing quality, accuracy, and reasoning across AI-generated outputs and annotated datasets. I specialize in side-by-side (SxS) evaluations, rubric-based scoring, fact-checking, and producing clear, evidence-backed justifications that teams can trust.

I’ve built and delivered audit-style review workflows and annotation QA pipelines using structured guidelines and quality standards—often combining browser-based evaluation tools with lightweight command-line approaches. From 2022–present, I’ve done multi-domain transcript QA and AI post-editing, maintaining 99%+ accuracy while staying compliant with HIPAA and GDPR; I’ve also delivered 10,000+ hours of transcription work with 100% client retention.

Experience

Work history, roles, and key accomplishments

RE

Freelance Transcriber

Rev.com

Jan 2015 - Jan 2020 (5 years)

Provided high-accuracy transcriptions with time-coded captions for fast-turnaround projects, specializing in US/UK English and intelligent verbatim delivery.

Education

Degrees, certifications, and relevant coursework

Stanford University logoSU

Stanford University

Course certificate, Machine Learning for Healthcare

Completed the Coursera course "Fundamentals of Machine Learning for Healthcare" from Stanford University.

Stanford University logoSU

Stanford University

Course certificate, Clinical Data

Completed the Coursera course "Introduction to Clinical Data" from Stanford University.

DeepLearning.AI logoDE

DeepLearning.AI

Course certificate, Natural Language Processing

Completed the Coursera course "Natural Language Processing with Classification and Vector Spaces" by DeepLearning.AI.

DeepLearning.AI logoDE

DeepLearning.AI

Course certificate, Artificial Intelligence

Completed the Coursera course "AI For Everyone" by DeepLearning.AI (Andrew Ng).

MI

micro1

Professional certification, AI Data Annotation & Post-Editing

Earned a certification as an AI Data Annotator, Multi-Domain Transcriber & AI Post-Editing Specialist.

CG

Compliancy Group

Certification, HIPAA Compliance

Completed a HIPAA compliance certification program through Compliancy Group.

NO

Novartis

Training certificate, Ethics & Compliance

Completed ethics and compliance training with Novartis.

IC

Introduction to AI for Information Consumption

Certificate, Artificial Intelligence

Completed a certificate program titled "Introduction to AI for Information Consumption."

Tech stack

Software and tools used professionally

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