Ashley Wray

Key Skills

Software

Other

Mercor

Top Subject Matter

Business Process

Financial Templates

LLM Content

Top Data Types

Text

Image

Video

Document

Top Task Types

Prompt Response Writing SFT

Classification

Freelancer Overview

Generalist. Brings 16+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Bachelor of Business Administration, Saint Francis University (2017) and Associate of Business Management, Pennsylvania Highlands Community College (2015). AI-training focus includes data types such as Text and Image and labeling workflows including Prompt + Response Writing (SFT), Classification, and Evaluation.

Labeling Experience

Data Annotator

MercorText

Reviewed annotation quality and provided feedback to enhance LLM performance and data consistency. Implemented quality control systems and mentored junior annotators on best practices for annotation projects. Maintained adherence to data privacy while handling complex, multi-layered annotation tasks across several projects. • Performed quality assurance reviews on labeled text data • Provided guidance and mentorship to junior data annotators • Established effective quality control protocols • Promoted best practices for annotation and data handling

Reviewed annotation quality and provided feedback to enhance LLM performance and data consistency. Implemented quality control systems and mentored junior annotators on best practices for annotation projects. Maintained adherence to data privacy while handling complex, multi-layered annotation tasks across several projects. • Performed quality assurance reviews on labeled text data • Provided guidance and mentorship to junior data annotators • Established effective quality control protocols • Promoted best practices for annotation and data handling

2025 - Present

Data Annotator

OtherImageClassification

Annotated large and diverse datasets, including images, videos, code, audio, and transcriptions, to improve machine learning model performance. Collaborated with team members to refine guidelines and ensure annotation quality and relevance. Maintained exceptional detail orientation for high-accuracy labeling and robust dataset integrity. • Labeled and classified images and videos using precise protocols • Evaluated code and audio for quality and relevance in AI tasks • Ensured consistency in large-scale annotation projects • Refined annotation best practices in collaboration with cross-functional teams

Annotated large and diverse datasets, including images, videos, code, audio, and transcriptions, to improve machine learning model performance. Collaborated with team members to refine guidelines and ensure annotation quality and relevance. Maintained exceptional detail orientation for high-accuracy labeling and robust dataset integrity. • Labeled and classified images and videos using precise protocols • Evaluated code and audio for quality and relevance in AI tasks • Ensured consistency in large-scale annotation projects • Refined annotation best practices in collaboration with cross-functional teams

2025 - Present

Generalist

TextPrompt Response Writing SFT

Collaborated with cross-functional teams to refine annotation guidelines, reviews, and structured templates to support machine learning model development. Defined deliverables, goals, and content for large language model training, adhering to strict privacy and data requirements. Utilized strong writing and analytical skills to ensure high-quality labeled data for various LLM-related projects. • Structured and developed planners, schedules, and ledger templates • Created Standard Operating Procedures for banking with Microsoft Word and Excel • Ensured confidentiality and compliance with privacy standards • Enhanced large language model content clarity and data quality

Collaborated with cross-functional teams to refine annotation guidelines, reviews, and structured templates to support machine learning model development. Defined deliverables, goals, and content for large language model training, adhering to strict privacy and data requirements. Utilized strong writing and analytical skills to ensure high-quality labeled data for various LLM-related projects. • Structured and developed planners, schedules, and ledger templates • Created Standard Operating Procedures for banking with Microsoft Word and Excel • Ensured confidentiality and compliance with privacy standards • Enhanced large language model content clarity and data quality

2025 - Present

Education

Work History