Kimberly Davis

Key Skills

Software

Other

Clickworker

Telus

Remotasks

Top Subject Matter

Education/assessment Domain Expertise

General Audio Analysis

AI-generated Text

Top Data Types

Text

Audio

Document

Top Task Types

Transcription

Evaluation/Rating

Classification

Object Detection

Freelancer Overview

Content Evaluator / Scoring Specialist. Core strengths include Other, Clickworker, and Telus. Education includes Master of Arts, The University of Chicago (2021) and Bachelor of Arts, Bucknell University (2017). AI-training focus includes data types such as Text and Audio and labeling workflows including Evaluation, Rating, and Transcription.

Labeling Experience

Content Evaluator / Scoring Specialist

OtherText

As a Content Evaluator and Scoring Specialist at Pearson, I evaluated written responses for clarity, structure, and adherence to standardized scoring rubrics. I applied consistent evaluation criteria across high-volume text submissions and maintained accuracy throughout structured scoring workflows. My work involved identifying variations in quality, tone, and coherence, ensuring the integrity of dataset annotations. • Scored written responses using detailed rubrics • Ensured consistent criteria across all evaluations • Managed large volumes of data with strong attention to detail • Collaborated on maintaining high workflow accuracy

As a Content Evaluator and Scoring Specialist at Pearson, I evaluated written responses for clarity, structure, and adherence to standardized scoring rubrics. I applied consistent evaluation criteria across high-volume text submissions and maintained accuracy throughout structured scoring workflows. My work involved identifying variations in quality, tone, and coherence, ensuring the integrity of dataset annotations. • Scored written responses using detailed rubrics • Ensured consistent criteria across all evaluations • Managed large volumes of data with strong attention to detail • Collaborated on maintaining high workflow accuracy

2026 - Present

AI Data & Audio Annotation Contributor

ClickworkerAudioTranscription

As an AI Data & Audio Annotation Contributor with Clickworker, I annotated and evaluated audio data focusing on clarity, tone, and pronunciation. I identified and documented speech inconsistencies, including background noise and mispronunciations, adhering to complex annotation guidelines. This role emphasized processing high-volume datasets while ensuring transcription accuracy and consistent evaluation workflows. • Annotated and evaluated large sets of audio samples • Applied complex guidelines for accurate transcription and labeling • Identified and reported anomalies in audio datasets • Maintained task consistency and quality across assignments

As an AI Data & Audio Annotation Contributor with Clickworker, I annotated and evaluated audio data focusing on clarity, tone, and pronunciation. I identified and documented speech inconsistencies, including background noise and mispronunciations, adhering to complex annotation guidelines. This role emphasized processing high-volume datasets while ensuring transcription accuracy and consistent evaluation workflows. • Annotated and evaluated large sets of audio samples • Applied complex guidelines for accurate transcription and labeling • Identified and reported anomalies in audio datasets • Maintained task consistency and quality across assignments

2025 - Present

Data Operations & Documentation Analyst

TelusText

At TELUS International AI, I served as Data Operations & Documentation Analyst responsible for evaluating AI-generated responses for tone, accuracy, and contextual relevance. I applied structured guidelines to ensure consistency and identified edge cases affecting output quality. The role included real-world usability assessments, contributing feedback for AI model improvement. • Reviewed ambiguous and multi-intent model responses • Provided feedback for clarity and real-world use • Ensured compliance with structured evaluation guidelines • Supported large-scale model performance evaluations

At TELUS International AI, I served as Data Operations & Documentation Analyst responsible for evaluating AI-generated responses for tone, accuracy, and contextual relevance. I applied structured guidelines to ensure consistency and identified edge cases affecting output quality. The role included real-world usability assessments, contributing feedback for AI model improvement. • Reviewed ambiguous and multi-intent model responses • Provided feedback for clarity and real-world use • Ensured compliance with structured evaluation guidelines • Supported large-scale model performance evaluations

2025 - 2025

Quality Documentation Reviewer

RemotasksText

While at Remotasks as Quality Documentation Reviewer, I reviewed large datasets to identify inconsistencies and labeling errors. I maintained over 98% accuracy in high-volume annotation tasks, applying structured guidelines to preserve data quality. My responsibilities extended to evaluating language clarity, tone, and the contextual meaning of assorted inputs. • Assessed large-scale datasets for errors and inconsistencies • Ensured high standards for annotation accuracy • Applied structured guidelines for labeling workflows • Focused on language clarity and contextual evaluation

While at Remotasks as Quality Documentation Reviewer, I reviewed large datasets to identify inconsistencies and labeling errors. I maintained over 98% accuracy in high-volume annotation tasks, applying structured guidelines to preserve data quality. My responsibilities extended to evaluating language clarity, tone, and the contextual meaning of assorted inputs. • Assessed large-scale datasets for errors and inconsistencies • Ensured high standards for annotation accuracy • Applied structured guidelines for labeling workflows • Focused on language clarity and contextual evaluation

2021 - 2025

Education

Work History