Lawrence H.

Key Skills

Software

No software listed

Top Subject Matter

Finance and LLM evaluation

Top Data Types

Image

Text

Medical Dicom

Top Task Types

Prompt + Response Writing (SFT)

Data Collection

Transcription

Evaluation/Rating

RLHF

Classification

Freelancer Overview

Outlier AI — Finance Domain Specialist (LLM output review and evaluation). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Durham University (2028) and Year Abroad Programme, University of Hong Kong (2027). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Outlier AI — Finance Domain Specialist (LLM output review and evaluation)

Text

Reviewed and evaluated large language model outputs focused on financial reasoning and answer quality. Scored accuracy and logic against professional standards to help improve model performance. Identified and helped address a systematic scoring inconsistency affecting financial responses. • Assessed financial reasoning quality, correctness, and logical consistency • Provided scores and feedback aligned to professional standards • Proposed guidance corrections that were adopted into platform-wide reviewer instructions • Worked across increasingly difficult finance workstreams on the platform

2025 - Present

Yes, I have worked as a freelance contributor at Outlier AI for over a year, helping to improve many models over a range

Yes, I have worked as a freelance contributor at Outlier AI for over a year, helping to improve many models over a range of projects.

Not specified

Education

Work History