Esther K.

Key Skills

Software

No software listed

Top Subject Matter

Policy Domain Expertise

General Knowledge

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

Classification

Freelancer Overview

AI Evaluation Specialist (Independent Contractor). Brings 2+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Commerce, Technical University of Kenya (2023) and Kenya Certificate of Secondary Education, Bishop Gatimu Girls (2019). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Evaluation Specialist (Independent Contractor)

Text

As an AI Evaluation Specialist, I assessed AI-generated text outputs for quality, compliance, and factual accuracy. I applied detailed evaluation rubrics and guidelines to classify, score, and compare AI responses. I identified hallucinations, misleading claims, and ambiguities to flag outputs that posed risks. • Evaluated complex and policy-related text outputs • Provided structured, clearly reasoned justifications for evaluation decisions • Performed fact-checking using reliable external sources • Maintained consistency and met productivity benchmarks across tasks

2022 - Present

AI Output Evaluation Project

Text

In the AI Output Evaluation Project, I evaluated AI-generated textual responses for accuracy, clarity, and safety. I performed structured comparisons and documented my reasoning for every case. I flagged and reported outputs that were potentially misleading or harmful. • Evaluated AI output with structured rubrics • Ensured clarity and factual correctness • Documented judgments for continuous improvement • Collaborated to refine evaluation processes

2023 - 2024

Content Verification & Fact-Checking Project

TextClassification

During the Content Verification & Fact-Checking project, I verified various text claims against trusted sources. I documented evidence and reasoning in a structured format to ensure accuracy and alignment. I identified inconsistencies and factual errors for high-quality AI outputs. • Cross-checked text claims with reliable information • Logged structured evidence and analytic justifications • Flagged and documented factual errors • Supported overall data integrity for AI tasks

2022 - 2023

Data Quality & Annotation Associate (Digital Insights Africa – Freelance Projects)

TextClassification

As a Data Quality & Annotation Associate, I reviewed and annotated large text datasets to support AI model training. I applied various classification and labeling techniques in compliance with strict guidelines. I documented inconsistencies and contributed to guideline clarity and quality assurance processes. • Annotated and labeled text content for AI benchmarking • Assessed content for clarity, completeness, and guideline compliance • Contributed to systematic review and structured reporting • Supported edge-case handling and process improvement

2021 - 2023

Education

Work History