Samuel L.

Key Skills

Software

Clickworker

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Text

Document

Top Task Types

Text Generation

Object Detection

Fine-tuning

Transcription

Freelancer Overview

I have experience with data labeling and structured annotation tasks that require accuracy, consistency, and attention to detail. My background in UI/UX and graphic design helps me interpret visual and textual data correctly, ensuring high-quality labeling and organization. I also bring analytical skills from my sociology studies, which help me identify patterns and apply structured thinking when working with datasets. This combination allows me to contribute effectively to AI training data projects with both precision and context awareness.

Labeling Experience

Generalist AI Trainer

ImageEvaluation/Rating

As an AI generalist on outlier I works across a wide range of AI training and evaluation tasks that support the improvement of large language models. The role involves reviewing, labeling, and refining data such as text, images, or videos, ensuring outputs meet specific quality and accuracy standards. I'm required to compare AI-generated responses, rank outputs based on correctness or usefulness, correct model mistakes, and follow detailed guidelines to improve dataset quality. The scope also includes contributing to prompt evaluation, safety checks, content classification, and instruction-following assessments. I maintain consistency, follow strict annotation rules, and apply critical thinking when judging responses.

2024 - 2025

Education

Work History