Hello, I'm Nicole A. Dimitriou. I'm a data trainer and machine learning engineer with over 10 years of experience in complex research, linguistic auditing, and forensic data verification. I thrive in high-stakes environments and am skilled at ensuring data integrity and ethical alignment across demanding projects. Specializing in identifying systemic bottlenecks and implementing single-point-of-contact workflows, I optimize project efficiency and accuracy. My experience spans forensic genealogy, crisis intervention, and diverse data-rich domains, where I translate technical requirements into practical, rigorous processes.

Nicole A. Dimitriou

Hello, I'm Nicole A. Dimitriou. I'm a data trainer and machine learning engineer with over 10 years of experience in complex research, linguistic auditing, and forensic data verification. I thrive in high-stakes environments and am skilled at ensuring data integrity and ethical alignment across demanding projects. Specializing in identifying systemic bottlenecks and implementing single-point-of-contact workflows, I optimize project efficiency and accuracy. My experience spans forensic genealogy, crisis intervention, and diverse data-rich domains, where I translate technical requirements into practical, rigorous processes.

Available to hire

Hello, I’m Nicole A. Dimitriou. I’m a data trainer and machine learning engineer with over 10 years of experience in complex research, linguistic auditing, and forensic data verification. I thrive in high-stakes environments and am skilled at ensuring data integrity and ethical alignment across demanding projects.

Specializing in identifying systemic bottlenecks and implementing single-point-of-contact workflows, I optimize project efficiency and accuracy. My experience spans forensic genealogy, crisis intervention, and diverse data-rich domains, where I translate technical requirements into practical, rigorous processes.

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Language

English
Fluent

Work Experience

Data Trainer / Subject Matter Expert (SME) at Outlier (Remote)
October 1, 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 guidelines. Document and escalate systemic workflow issues, advocating for streamlined communication models to reduce project cycles and redundant labor.
Principal Researcher / Forensic Genealogist & DNA Analyst at Independent Forensic Genealogist & DNA Analyst
August 1, 2015 - Present
Linguistic auditing of historical records for semantic intent, ensuring absolute consistency across technical terms and style guides. Advanced DNA mapping using GEDmatch, FTDNA, and AncestryDNA to map shared segments and resolve non-paternity events. Identified recurring formatting deviations across 5+ platforms; orchestrated 8+ successful biological family reunions by integrating DNA evidence with exhaustive paper-trail verification.
Compliance & Quality Auditor at Independent Tax Preparer
January 1, 2014 - Present
Achieved a 100% accuracy rate by performing deep-dive audits of complex financial documents. Ensure total compliance with evolving federal and state regulations through continuous research and data verification.
Language Arts & English Tutor at Independent
January 1, 2010 - January 1, 2016
Curriculum customization focusing on syntax, grammar, and complex literary analysis. Editing & review to improve clarity, structure, and semantic precision. Maintained detailed performance documentation and adjusted methodologies to meet learning objectives.
Crisis Management Specialist at Tele-teen Crisis Center Hotline
April 1, 2008 - July 1, 2015
Conducted multi-step assessments of critical needs, defining complex problems and ensuring confidential, high-stakes records with strict privacy adherence.
Co-Owner at Mykonos Restaurant
January 1, 2008 - December 31, 2013
Managed daily business operations, quality and service standards, vendor contracts, and regulatory compliance. Implemented clear communication protocols to maintain brand voice and customer satisfaction.
Real Estate Agent at Weichert Realtors
January 1, 2003 - December 31, 2011
Conducted market research and valuations, reviewed complex contracts with accuracy, and facilitated clear communication between buyers and sellers. Managed high-volume documentation and sensitive client data with meticulous attention to detail.

Education

Add your educational history here.

Qualifications

Associate’s Degree: Psychology / Addiction Treatment and Recovery
January 11, 2030 - January 28, 2026
Associate’s Degree: Information Systems Technology / Networking Specialization
January 11, 2030 - January 28, 2026
CAPGen Professional Genealogy Case Study (Candidate)
January 11, 2030 - January 28, 2026
CAPGen Professional Genealogy Case Study
January 11, 2030 - January 28, 2026

Industry Experience

Software & Internet, Professional Services, Education, Media & Entertainment, Healthcare
    paper Professional Genealogy Case Study

    Executive Summary
    This case documents the researcher’s first closed adoption reunion, achieved with no prior genealogy experience. Starting with minimal clues (birthdate, city, hospital), DNA multi-testing and uploads across five platforms identified biological parents, revealed two non-paternity events (NPEs), and facilitated a positive reunion. The process adheres to the Genealogical Proof Standard (GPS) and demonstrates scalable methods used in seven subsequent cases.

    Key Outcomes:

    Biological mother contacted (warm reception).
    Biological father named by mother; paternal grandparents definitively confirmed via DNA mapping despite no recorded child.

    1. Client Profile & Research Scope
      Adoptee: Adult male (personal friend of researcher).
      Birth: November 1968, Arlington Hospital, Arlington, Virginia.
      Adoption Type: Closed/sealed (Virginia Code § 63.2-1241; no original birth certificate access).
      Initial Clues: Birth month/year, city, and hospital only—no parental names, relatives, or additional records.
      Objective: Identify biological parents and enable contact (with consent).
      Researcher Background: Complete beginner; self-taught through this case.
    2. Research Challenges
      Legal Barriers: Sealed Virginia adoption records.
      Paternal Complexity: Grandfather described as a “ladies’ man” with multiple wives and partners; half-aunt estranged from family. No official record of child born to paternal grandparents together (deceptive or undocumented birth).
      Maternal Secrets: Grandmother’s undisclosed affair; biological mother raised believing her mother’s husband was her father (NPE); unaware of half-sibling.
    3. Research Log & Methods
      Step-by-Step Process:

    Immediate DNA Testing (Strategic for Beginner): Adoptee tested autosomal DNA at 23andMe, MyHeritage, and AncestryDNA.
    Advanced Uploads (Maximize Matches): Raw results uploaded to GEDmatch (for chromosome clustering/utility phasing) and FamilyTreeDNA (FTDNA) (for Y-DNA/mtDNA/autosomal refinement). Total: 5 platforms.
    Paternal Line Breakthrough:
    Half-aunt match (daughter of paternal grandfather via prior relationship).
    Interview (despite estrangement): Confirmed grandfather’s promiscuous history, providing surname/context clues.
    DNA Mapping: Chromosome clusters definitively confirmed paternal grandparents—overrode lack of records.
    Maternal Line Breakthrough:
    Half-brother to biological mother match.
    Traced shared father (grandmother’s affair partner); biological mother lifelong unaware of sibling or true paternity.
    Verification & Disclosure: Biological mother named bio father. Researcher sensitively disclosed NPE and half-sibling connection.
    Tools/Sources:
    Category Examples
    DNA 23andMe/MyHeritage/Ancestry (primary matches), GEDmatch (clusters), FTDNA (advanced).
    Records Hospital birth context, vital indexes (VA), obituaries/directories.
    Oral Half-aunt/half-brother interviews.
    Total Effort: [Insert if known, e.g., 3–6 months; iterative self-learning].