Jaspreet Khaira

Key Skills

Software

Mercor

Top Subject Matter

Finance

Economics

Digital Assets

Top Data Types

Text

Document

Top Task Types

Prompt Response Writing SFT

Fine Tuning

Freelancer Overview

Senior Finance Domain Expert – AI Training & Model Evaluation: Hands-on experience as Senior Domain Expert at Mercor Intelligence, specializing in creating high-quality training data for frontier AI models in complex financial scenarios. Key responsibilities include designing technically demanding prompts, developing gold-standard benchmarks and assessment rubrics, and performing detailed evaluation of AI outputs on real-world investment banking tasks such as derivatives pricing & valuation, transaction analysis, financial modelling, deal structuring, and risk & regulatory controls. Brings 25+ years of senior-level expertise from top-tier investment banks (UBS, Barclays, NatWest Markets) and digital asset firms, combined with IBM AI Fundamentals certification (2024) and ACA Chartered Accountant qualification. This deep domain knowledge enables precise identification of factual errors, reasoning gaps, and regulatory issues in AI responses. Primary AI training focus: Prompt Engineering, Gold-Standard Response Creation (SFT), Rubric Development, and Output Evaluation across Text-based finance workflows.

Labeling Experience

Senior Finance Domain Expert, Mercor, AI Prompt Engineering & Evaluation (Finance)

MercorTextPrompt Response Writing SFT

As a Senior Domain Expert at Mercor Intelligence, I designed and refined complex prompts and gold-standard benchmarks for AI training in high-stakes finance scenarios. I created detailed assessment rubrics and evaluated state-of-the-art AI model outputs to ensure accuracy in investment banking contexts. My work included fact-checking, compliance validation, and the production of reliable training data for LLMs in derivatives, financial modeling, and risk analysis. • Developed and tested prompts for evaluating AI on derivatives structuring and risk tasks • Authored gold-standard solutions and assessment rubrics for model training and evaluation • Reviewed and scored AI model outputs for factual accuracy, reasoning, and regulatory compliance • Leveraged subject domain knowledge to generate production-ready training data for LLMs

As a Senior Domain Expert at Mercor Intelligence, I designed and refined complex prompts and gold-standard benchmarks for AI training in high-stakes finance scenarios. I created detailed assessment rubrics and evaluated state-of-the-art AI model outputs to ensure accuracy in investment banking contexts. My work included fact-checking, compliance validation, and the production of reliable training data for LLMs in derivatives, financial modeling, and risk analysis. • Developed and tested prompts for evaluating AI on derivatives structuring and risk tasks • Authored gold-standard solutions and assessment rubrics for model training and evaluation • Reviewed and scored AI model outputs for factual accuracy, reasoning, and regulatory compliance • Leveraged subject domain knowledge to generate production-ready training data for LLMs

2025 - Present

Education

Work History