Samuel N.

Key Skills

Software

Other

Mercor

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Document

Image

Video

Top Task Types

RLHF

Evaluation/Rating

Prompt + Response Writing (SFT)

Freelancer Overview

AI Trainer & Content Reviewer, Outlier AI (Remote). Brings 11+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Arts, University of Nairobi (2025) and Diploma, Kenya National Examinations Council (KNEC) (2019). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

AI Trainer & Content Reviewer, Outlier AI (Remote)

OtherText

Reviewed and evaluated AI-generated content for accuracy, logical flow, tone, and adherence to instructions and guidelines. Produced structured written evaluations that directly affected model training and improved response quality. Applied qualitative checks to ensure outputs met required standards. • Rated content quality using consistent evaluation criteria. • Flagged issues affecting correctness, logic, and guideline compliance. • Documented findings in structured written feedback. • Supported iterative model improvement through evaluation outputs.

2022 - 2024

AI Training & Data Quality (Role not specified) (Remote)

OtherTextRLHF

Contributed to RLHF pipelines by providing well-labelled data and consistent justifications for multiple training rounds. Participated in content quality review for model outputs by applying detailed rubrics to rate responses and identify subtle errors. Helped improve model alignment, quality of responses, and preference consistency. • Supplied labeled training data and rationales. • Applied rubrics to assess response quality and safety. • Detected subtle errors not caught by cursory checks. • Supported preference consistency during iterative training.

2017 - 2018

Education

Work History