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Amy P.

Amy P.

Domain Expert

USA flagPalmerton, Usa

Key Skills

Software

No software listed

Top Subject Matter

Advanced Mathematics & Quantitative Logic Data Science & Analytics (SQL
Tableau
MS Excel) Technical Circuit Simulation & Engineering Tools (LTspice)Finance & Business Operations Management Educational Leadership
Pedagogy & Curriculum Design Regulatory Compliance & Data Integrity (FERPA Frameworks)

Top Data Types

ImageImage
VideoVideo
TextText

Top Task Types

Bounding BoxBounding Box
PolygonPolygon
Question AnsweringQuestion Answering
Text GenerationText Generation
Action RecognitionAction Recognition
TranscriptionTranscription

Freelancer Overview

As an AI Data Specialist and Research Analyst, I leverage my strong mathematical and analytical background to support AI model improvement through high volume data annotation, evaluation, and quality review. I am highly skilled at executing precise pairwise comparisons to rank model outputs based on relevance and safety compliance, as well as performing multimodal tagging and verification tasks across text, image, and video datasets. Combining my doctoral-level research experience with strict guideline compliance, I excel at interpreting complex rubrics, identifying formatting errors, and managing data auditing workflows to significantly reduce dataset noise. Whether utilizing web based annotation tools, advanced spreadsheet workflows, or SQL, I maintain exceptional accuracy and consistency under repetitive task demands to deliver high quality datasets for model training.

Labeling Experience

As an AI Data Specialist, I apply my advanced analytical background to train and improve machine learning models through

As an AI Data Specialist, I apply my advanced analytical background to train and improve machine learning models through specific, hands on labeling and evaluation workflows. My core experience includes conducting high volume pairwise comparisons, where I analyze side by side AI generated responses to rank them based on logic, relevance, and formatting. I also perform multimodal tagging and attribute labeling, which involves precisely identifying and verifying elements within complex text, image, and video datasets. Furthermore, I utilize my deep familiarity with strict compliance rubrics to audit model outputs for safety, correctness, and tone , while executing rigorous data noise reduction tasks to eliminate missing labels or wrong tags before datasets are used for model training.

Not specified

Education

G

Generative AI Fundamentals (Coursera) – LLM architectures

Degree not specified

Not specified
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Work History

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translating intricate quantitative metrics and data trends into actionable

Math Teacher / Data Analyst Allentown City School District In this role, I act as a human in the loop data validator by

Location not specified
Not specified