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Mona Rae Robinson

Mona Rae Robinson

Key Skills

Software

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Top Subject Matter

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Top Data Types

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Top Label Types

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Freelancer Overview

I am an experienced AI training specialist and data analyst with over 8 years working in multimodal data labeling, annotation, and evaluation. My background spans LLM response evaluation, prompt-based expert writing, and rigorous quality assurance across text, video, and audio datasets. I am skilled in structured rubric-based grading, hallucination detection, and semantic labeling, with hands-on experience using tools like Adobe Premiere Pro, DaVinci Resolve, and OCR validation systems. I excel at translating complex visual and textual data into structured, high-quality training sets for AI models, and have contributed to RLHF and SFT workflows. My strong attention to detail, clear written communication, and ability to follow complex instructions ensure accuracy and consistency in every project I undertake.

Not specified

Labeling Experience

AI Data Specialist (Remote Contract)

TextEvaluation Rating
As an AI Data Specialist, I conducted structured evaluation of AI-generated responses using detailed guidelines. My tasks involved rating model outputs, identifying areas for improvement, and ensuring consistency across LLM-generated content. I contributed to prompt-based expert writing tasks supporting SFT workflows and maintained a focus on quality and compliance. • Conducted structured evaluation of AI outputs for clarity and logic. • Provided feedback to enhance model accuracy and consistency. • Participated in SFT (prompt + response) writing tasks for model training. • Adhered to rubric-based grading and remote quality standards.

As an AI Data Specialist, I conducted structured evaluation of AI-generated responses using detailed guidelines. My tasks involved rating model outputs, identifying areas for improvement, and ensuring consistency across LLM-generated content. I contributed to prompt-based expert writing tasks supporting SFT workflows and maintained a focus on quality and compliance. • Conducted structured evaluation of AI outputs for clarity and logic. • Provided feedback to enhance model accuracy and consistency. • Participated in SFT (prompt + response) writing tasks for model training. • Adhered to rubric-based grading and remote quality standards.

2025

Digital Content Lead & Video Analyst

VideoClassification
In my role as Digital Content Lead & Video Analyst, I performed detailed analysis and validation of visual content to ensure educational accuracy. Responsibilities included OCR checks, metadata validation, and translating visual data into structured media. I managed quality assurance processes and continuity in all annotated materials. • Analyzed and classified video content for accuracy and structure. • Validated metadata and performed OCR on educational videos. • Conducted quality assurance and annotation for visual continuity. • Utilized professional editing and multimedia tools for annotation tasks.

In my role as Digital Content Lead & Video Analyst, I performed detailed analysis and validation of visual content to ensure educational accuracy. Responsibilities included OCR checks, metadata validation, and translating visual data into structured media. I managed quality assurance processes and continuity in all annotated materials. • Analyzed and classified video content for accuracy and structure. • Validated metadata and performed OCR on educational videos. • Conducted quality assurance and annotation for visual continuity. • Utilized professional editing and multimedia tools for annotation tasks.

2022

Education

A

Arizona State University

Bachelor of Science, Program Evaluation and Data Analytics

Bachelor of Science
Not specified

Work History

L

Littlelekki LLC

Digital Content Lead & Video Analyst

Lake Havasu City
2022 - Present
C

Crownherit LLC

Technical Research & Data Specialist

Lake Havasu City
2017 - 2019