Laurien Abel

Key Skills

Software

Mercor

Top Subject Matter

AI Model Training and Evaluation

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Video

Document

Top Task Types

Prompt + Response Writing (SFT)

Freelancer Overview

AI Trainer, Prompt Designer, and Reviewer. Brings 25+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Mercor and Outlier. Education includes Chartered Financial Analyst Level One, CFA Institute (2011) and Management Certificate, University of Calgary (2004). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT).

Labeling Experience

AI Trainer, Prompt Designer, and Reviewer

MercorTextPrompt Response Writing SFT

This role involved developing, refining, and testing complex prompts to train AI models, as well as evaluating model responses for accuracy, relevance, and safety. The work included creating nuanced rubrics and reviewing outputs to ensure adherence to project guidelines and data quality standards. Tasks also encompassed providing actionable feedback and improving the quality of training datasets. • Designed and iterated on prompts to enhance model capability assessment • Developed detailed rubrics for scoring AI outputs • Reviewed and improved training data quality • Delivered comprehensive feedback to other prompt writers

This role involved developing, refining, and testing complex prompts to train AI models, as well as evaluating model responses for accuracy, relevance, and safety. The work included creating nuanced rubrics and reviewing outputs to ensure adherence to project guidelines and data quality standards. Tasks also encompassed providing actionable feedback and improving the quality of training datasets. • Designed and iterated on prompts to enhance model capability assessment • Developed detailed rubrics for scoring AI outputs • Reviewed and improved training data quality • Delivered comprehensive feedback to other prompt writers

2025 - Present

AI Prompt Designer and Reviewer

TextPrompt Response Writing SFT

In this capacity, I wrote prompts, rubrics, and ideal responses to train AI models, ensuring output excellence through adherence to complex guidelines. My duties included rating model responses and conducting detailed analysis of model strengths and weaknesses. Feedback to writers and rigorous research ensured the highest data quality for clients. • Authored and rated AI prompts and responses • Provided detailed feedback to task writers • Analyzed and documented model strengths and weaknesses • Conducted research and fact-checking

In this capacity, I wrote prompts, rubrics, and ideal responses to train AI models, ensuring output excellence through adherence to complex guidelines. My duties included rating model responses and conducting detailed analysis of model strengths and weaknesses. Feedback to writers and rigorous research ensured the highest data quality for clients. • Authored and rated AI prompts and responses • Provided detailed feedback to task writers • Analyzed and documented model strengths and weaknesses • Conducted research and fact-checking

2024 - 2025

Education

Work History