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T
Ti

Ti

Co-Founder & Director of Operations in Contract Review, Compliance, and Legal Research

USA flagLos Angeles, Usa

Key Skills

Software

MercorMercor

Top Subject Matter

LLM evaluation and RLHF training signal generation across business
Operations Domain Expertise
Financial Compliance & Risk Analysis

Top Data Types

TextText
DocumentDocument

Top Task Types

No task types listed

Freelancer Overview

Co-Founder & Director of Operations in Contract Review, Compliance, and Legal Research. Brings 17+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Mercor. Education includes Doctor of Philosophy, Asia Pacific University of Technology and Innovation (2021) and Master of Business Administration, Staffordshire University (2016). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Mercor

AI Generalist (LLM grader/evaluator) at Mercor (Remote), June 2026–Present.

MercorMercorTextText

Evaluate AI-generated content outputs across two grading tracks covering content quality (factual accuracy, logical coherence, prompt adherence, depth, completeness) and aesthetic quality (structure, formatting, visual clarity, tone, and contextual presentation). Perform comparative analysis of competing responses to identical prompts and write structured justifications to identify stronger outputs despite surface-level thoroughness. Detect hallucinations, factual distortions, and plausible-sounding errors across business, operations, finance, and productivity domains while maintaining calibrated scoring standards throughout high-volume evaluation cycles. • Code-like and formula/workflow error checking for tools such as Excel, Google Sheets, and business intelligence platforms • RLHF reference generation and alignment-focused assessment of model outputs • Documentation of recurring failure patterns (formatting regressions, structural inconsistencies, domain gaps) and escalation for model improvement • Constraint/prompt framing effect analysis to surface behavioral patterns visible only via multi-prompt comparison

2026 - Present

Education

A

Asia Pacific University of Technology and Innovation

Doctor of Philosophy, Business Administration

Doctor of Philosophy
2017 - 2021
S

Staffordshire University

Master of Business Administration, Business Administration

Master of Business Administration
2015 - 2016

Work History

T

Trafford Ceylon Inc.

Co-Founder & Director of Operations

Los Angeles
2021 - Present
R

Right Holding Pvt Ltd

IT Support Consultant

Colombo
2013 - 2014