Mercy A.

Key Skills

Software

Other

Sama

Toloka

iMerit

Mindrift

Snorkel AI

SuperAnnotate

Top Subject Matter

AI training systems (RLHF, human-in-the-loop annotation)

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

RLHF

Freelancer Overview

Writer & Researcher — AI Training Systems (RLHF and annotation operations). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes AI Training Systems (, Writer & Researcher (2024). AI-training focus includes data types such as Text and labeling workflows including RLHF.

Labeling Experience

Writer & Researcher — AI Training Systems (RLHF and annotation operations)

OtherTextRLHF

Conducted research and writing focused on human-in-the-loop annotation workflows used in AI training systems. Analyzed how annotation quality is maintained or degraded at scale, including consistency failures and expert calibration dynamics. Studied operational challenges such as bias prevention, quality control procedures, and compliance frameworks relevant to annotation pipelines. • Explored RLHF and related annotation processes (human feedback loops) • Assessed edge-case handling and annotator variance effects • Compared operational realities across major AI training platforms • Documented operational insights for founder-level thought leadership

2024 - Present

Education

Work History