Open to opportunities

Dr Carol E Miller

@drcarolemiller

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AI training specialist and computational scientist improving LLM accuracy through rigorous evaluation.

United States

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What I'm looking for

I’m looking for a team that values data integrity and rigorous AI evaluation—where I can lead RLHF/prompt-engineering workflows, detect hallucinations, improve dataset quality, and deliver structured feedback to raise model accuracy.

I’m a data-driven Computational Scientist and AI Training Specialist with expertise in data annotation, quantitative analysis, compliance auditing, and AI model evaluation. I combine doctoral-level research skills with hands-on experience auditing financial systems and validating analytical workflows to protect data integrity.

In my current role, I evaluate, annotate, and validate analytical datasets to ensure accuracy and consistency. I develop prompt-engineering workflows and labeling criteria, identify and correct reasoning errors, hallucinations, and logical inconsistencies, and deliver structured feedback and metadata that support AI training, alignment, and evaluation.

Previously, I audited multi-million-dollar federal financial transactions for compliance, accuracy, and data integrity, validating accounting records and ensuring adherence to GAAP and regulatory standards. I also author technical eBooks grounded in source validation and fact-checking, applying data-verification methodologies aligned with AI evaluation, bias mitigation, and knowledge validation.

Experience

Work history, roles, and key accomplishments

Current

Technical Author

Current

Amazon KDP

Jan 2020 - Present (6 years 5 months)

Authored and published seven technical eBooks through extensive research, source validation, and data organization. Applied data-verification methods for AI evaluation concepts, bias mitigation, and knowledge validation.

Technical Writing Fact Checking Data Validation Research Methodologies

TESOL Instructor & Evaluator

UNAM/TEFL International

Jan 2022 - Jan 2023 (1 year)

Evaluated language structure, grammar, and communication patterns to improve learning outcomes. Provided detailed feedback on syntax and semantics while applying linguistic analysis skills relevant to NLP evaluation and language-model assessment.

TESOL Linguistic Analysis Syntax & Semantics Feedback Data Annotation Reasoning Error Detection

AI Content Specialist

Scoot Education/SAISD

Jan 2022 - Present (4 years 5 months)

Evaluate, annotate, and validate analytical datasets to ensure accuracy and consistency, using prompt-engineering workflows and labeling criteria. Identify reasoning errors, hallucinations, and logical inconsistencies in model outputs and provide structured feedback and metadata to support AI training and evaluation.

Data Annotation Prompt Engineering Model Evaluation Hallucination Detection Data Validation AI Alignment

Technical Author & Researcher

Amazon KDP

Jan 2020 - Present (6 years 5 months)

Authored and published seven technical eBooks through extensive research, source validation, and data organization. Applied data-verification methods aligned to AI evaluation, bias mitigation, and knowledge validation.

Technical Writing Fact Checking AI Evaluation

Co-Founder & Organizing Leader

First Inaugural Adjunct Faculty Union (SEIU Florida)

Jan 2019 - Present (7 years 5 months)

Helped lead statewide labor-organizing initiatives supporting adjunct faculty representation. Coordinated stakeholder engagement, governance activities, and compliance requirements while managing organizational data and policy documentation.

Stakeholder Engagement Governance Compliance Documentation Policy Documentation Risk & Compliance Root Cause Analysis Technical Communication

Senior Financial Analyst

Federal & State Agencies (DFAS/HUD)

Audited multi-million-dollar federal financial transactions for compliance, accuracy, and data integrity. Built financial models and cash-flow analyses and investigated discrepancies to ensure adherence to GAAP and regulatory standards.