Key Skills

Software

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Top Subject Matter

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Top Data Types

Document

Text

Top Task Types

Classification

Evaluation Rating

Prompt Response Writing SFT

Text Generation

Text Summarization

Freelancer Overview

I specialize in evaluating and improving LLM outputs for accuracy, clarity, and real-world usefulness. My background includes digital product management in banking and venture capital, where I analyzed business models, user behavior, and decision-making workflows. This allows me to effectively judge AI responses related to business, finance, strategy, and product design. I have experience reviewing AI-generated text, comparing multiple responses to prompts, identifying hallucinations or logical errors, and rewriting outputs to better align with user intent. I focus on producing high-quality supervised fine-tuning (SFT) data by ensuring responses are helpful, grounded, and well-structured.

Labeling Experience

Education

Work History