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K

Kay Ayoko

Risk Management Specialist in Contract Review, Compliance, and Legal Research

USA flagDallas/Fort Worth, Usa
Expert

Key Skills

Software

No software listed

Top Subject Matter

Legal Services & Contract Review
Regulatory Compliance & Risk Analysis
Legal Research & Document Analysis

Top Data Types

TextText
DocumentDocument

Top Task Types

No task types listed

Freelancer Overview

Conducted systematic evaluation of AI-generated responses across legal, compliance, and risk management scenarios, assessing outputs for factual accuracy, relevance, completeness, and adherence to professional legal standards. Applied expertise in regulatory frameworks and contract law to rank and rate model responses, providing structured feedback to improve LLM performance in high-stakes legal contexts. Ensured consistency in evaluation criteria across diverse document types including contracts, compliance reports, and regulatory filings. Delivered detailed written justifications for scoring decisions to support model refinement and quality assurance pipelines.

Expert

Labeling Experience

Subject matter expertise drawn from 7+ years in healthcare compliance, nursing home administration, and insurance risk management. Familiar with regulatory language across federal and state frameworks, including CMS guidelines, OSHA standards, and workers' compensation documentation. This background enabled precise identification of contractual obligations, liability clauses, and compliance risk within annotated documents, going beyond surface-level labeling to provide context-aware, expert annotations.

TextClassification
Subject matter expertise drawn from 7+ years in healthcare compliance, nursing home administration, and insurance risk management. Familiar with regulatory language across federal and state frameworks, including CMS guidelines, OSHA standards, and workers' compensation documentation. This background enabled precise identification of contractual obligations, liability clauses, and compliance risk within annotated documents, going beyond surface-level labeling to provide context-aware, expert annotations.

Subject matter expertise drawn from 7+ years in healthcare compliance, nursing home administration, and insurance risk management. Familiar with regulatory language across federal and state frameworks, including CMS guidelines, OSHA standards, and workers' compensation documentation. This background enabled precise identification of contractual obligations, liability clauses, and compliance risk within annotated documents, going beyond surface-level labeling to provide context-aware, expert annotations.

2019 - Present

Education

C

Capital University

Bachelor of Arts, Social Sciences

Bachelor of Arts
Not specified
O

Ohio Dominican University

Master of Science, Healthcare Administration

Master of Science
Not specified

Work History

S

State Farm Insurance

Risk Management Specialist

Dallas/Fort Worth
2023 - Present
T

The Homestead Of Denison

Interim Executive Director / Nursing Home Administrator

Denison
2023 - 2023