Key Skills

Software

Clickworker

Top Subject Matter

No subject matter listed

Top Data Types

Text

Top Task Types

Action Recognition

Classification

Data Collection

Evaluation Rating

Text Generation

Freelancer Overview

I bring extensive experience training and evaluating AI systems across complex, high-precision domains, with a strong emphasis on reasoning quality, workflow validation, and multi-step problem-solving. Over hundreds of sessions, I have helped refine AI behavior in areas such as financial market analysis, structured decision-making, automated workflow logic, and customer support troubleshooting. I specialize in identifying gaps in AI reasoning, testing scenario-based logic, analyzing model outputs for accuracy and coherence, and providing detailed guidance to improve clarity, reliability, and task completion. In addition to AI evaluation, I have deep domain expertise in intraday futures trading (ICT-based models), DeFi and crypto operations, and customer success workflows—skills that allow me to train AI systems on nuanced topics requiring contextual judgment. My background in designing SOPs, debugging operational issues, creating structured automations, and handling complex client-facing scenarios enables me to label data with exceptional accuracy and consistency. I excel at breaking down complex instructions, validating outputs against real-world logic, and producing high-quality training signals that help AI systems perform more intelligently and reliably.

Labeling Experience

Education

Work History