Linguistic QA Specialist & AI Editor

Nicole A. Dimitriou

Manassas, VA 571-***-**** **********@*****.***

PROFESSIONAL SUMMARY

Highly analytical AI Data Trainer, Search Quality Analyst, and Machine Learning Subject Matter Expert (SME) with over 10 years of experience in complex research, linguistic auditing, and forensic data verification. Expert at navigating high-stakes environments—from forensic genealogy to mental health crisis intervention—to ensure data integrity, logical consistency, and ethical alignment. Specialized in identifying systemic bottlenecks and implementing optimized workflows to improve project efficiency and accuracy. CORE COMPETENCIES

AI Training & Evaluation: RLHF (Reinforcement Learning from Human Feedback), Prompt Engineering, Linguistic Auditing, and Fact-Checking. Data Analysis: Forensic DNA mapping, pattern recognition in large-scale datasets, and complex record cross-referencing.

Quality Assurance: 100% accuracy in high-compliance environments (Tax/Legal); adherence to rigorous Genealogical Proof Standards (GPS).

Linguistic Expertise: Advanced English syntax, semantic intent analysis, and tone/voice consistency.

PROFESSIONAL EXPERIENCE

CrowdGen (formerly Appen) Remote

Algorithm Evaluation Specialist November 2025 – Present Conducted 13-hour longitudinal studies on social media algorithms to evaluate content delivery and feed accuracy.

Documented user intent and verified alignment between AI-driven content and pre-defined interest profiles.

Performed high-volume data categorization and quality assessment to test "pure" algorithm behavior without user interaction.

Outlier (Scale AI) Remote

AI Content Specialist & Search Quality Analyst (SME) October 2025 – Present Execute high-level data annotation and RLHF tasks, training LLMs on complex logic, ethical reasoning, and factual precision.

Audit AI-generated outputs for semantic accuracy, ensuring alignment with rigorous project-specific guidelines.

Document and escalate systemic workflow issues to reduce redundant labor and optimize project efficiency.

Independent Forensic Genealogist & DNA Analyst Remote Principal Researcher August 2015 – Present

Linguistic Audit: Analyze complex historical records for semantic intent and technical consistency.

Pattern Recognition: Identified recurring formatting deviations and errors within large-scale datasets across 5+ platforms.

Advanced Mapping: Resolved complex "Brick Wall" mysteries involving non-paternity events

(NPEs) using DNA tools and paper-trail verification. Independent Tax Preparer Remote

Compliance & Quality Auditor January 2014 – Present Achieved a 100% accuracy rate by performing deep-dive audits of complex financial documents and ensuring total regulatory compliance.

Independent Language Arts & English Tutor 2010 – 2016 Developed tailored instructional materials focusing on syntax, grammar, and complex literary analysis.

Provided high-level editorial feedback to improve structural clarity and semantic precision. Tele-teen Crisis Center Hotline Manassas, VA

Crisis Management Specialist April 2008 – July 2015 Conducted multi-step assessments of critical needs, utilizing strong critical thinking to accurately define complex problems.

Maintained strictly confidential, high-stakes records with 100% adherence to privacy protocols. Mykonos Restaurant Reston, VA

Co-Owner 2008 – 2013

Managed daily business operations, financial documentation, and regulatory compliance records.

Weichert Realtors Northern Virginia

Real Estate Agent 2003 – 2011

Conducted comprehensive market research and comparative analyses to provide accurate valuations.

Reviewed complex legal contracts with 100% accuracy to ensure regulatory compliance. RELEVANT EDUCATION & STUDIES

Psychology / Addiction Treatment and Recovery: Undergraduate Coursework Completed. Information Systems Technology / Networking: Undergraduate Coursework Completed. Candidate: The International Commission for the Accreditation of Professional Genealogists

(ICAPGen).

TECHNICAL SKILLS & TOOLS

Languages: English (Native/US), Greek (Elementary). Specialized: Search Engine Evaluation, Content Relevance Rating, User Intent Analysis, Data Labeling & Annotation.

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