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Robin Obriant

Robin Obriant

AI Medical Consultant & Trainer

USA flagMissoula, Usa
$175.00/hrEntry LevelMercor

Key Skills

Software

MercorMercor

Top Subject Matter

Medical/Healthcare (Pediatrics and General Medicine)

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

RLHF
Prompt Response Writing SFT

Freelancer Overview

AI Medical Consultant & Trainer. Brings 16+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Mercor. Education includes Doctor of Medicine, Eastern Virginia Medical School (2008) and Bachelor of Arts, University of Minnesota, Twin Cities (2003). AI-training focus includes data types such as Text and labeling workflows including RLHF.

Entry LevelEnglishSpanish

Labeling Experience

Mercor

AI Medical Consultant & Trainer

MercorTextRLHF
As an AI Medical Consultant & Trainer at Mercor, I served as a Human-in-the-Loop (HITL) clinical expert, guiding and validating AI model outputs on pediatric and general medicine cases. I contributed significantly to RLHF pipelines by scoring and ranking model-generated clinical responses and providing expert data labeling and annotation of multi-modal medical inputs. I also implemented prompt engineering workflows and evaluation frameworks for accuracy and mentored clinician annotators on best practices. • Performed high-fidelity data labeling and annotation on clinical notes, imaging reports, and lab data • Evaluated AI model outputs for clinical safety and guideline adherence • Designed prompt engineering workflows and rubric-based evaluations • Contributed to scaling annotation quality through mentorship and process refinement.

As an AI Medical Consultant & Trainer at Mercor, I served as a Human-in-the-Loop (HITL) clinical expert, guiding and validating AI model outputs on pediatric and general medicine cases. I contributed significantly to RLHF pipelines by scoring and ranking model-generated clinical responses and providing expert data labeling and annotation of multi-modal medical inputs. I also implemented prompt engineering workflows and evaluation frameworks for accuracy and mentored clinician annotators on best practices. • Performed high-fidelity data labeling and annotation on clinical notes, imaging reports, and lab data • Evaluated AI model outputs for clinical safety and guideline adherence • Designed prompt engineering workflows and rubric-based evaluations • Contributed to scaling annotation quality through mentorship and process refinement.

2025 - Present

Education

U

University of Vermont

Residency in Pediatrics, Pediatrics

Residency in Pediatrics
2008 - 2011
E

Eastern Virginia Medical School

Doctor of Medicine, Medicine

Doctor of Medicine
2004 - 2008

Work History

M

Missoula Pediatric Associates

Pediatric Hospitalist (PRN)

Missoula
2022 - Present
P

Providence Health

Pediatric Hospitalist

Missoula
2020 - Present