Stephanie Cupit
@stephaniecupit
Detail-oriented Data Annotation Specialist with 2+ years of data labeling and transcription experience with a strong legal/law enforcement background.
United StatesWhat I'm looking for
I’m a detail-oriented Data Annotation Specialist with 2+ years of freelance data labeling and transcription experience. I focus on accurate, guideline-compliant annotations across text, image, and audio, with a strong emphasis on clarity, consistency, and measurable quality.
I annotate datasets following strict instructions, including sentiment classification, entity labeling, summarization tagging, metadata annotation, and dataset cleanup. I also evaluate LLM outputs for accuracy, safety, and coherence, then conduct QA checks to confirm rule compliance and reduce errors across high-volume task queues.
Before specializing in annotation work, I built a long track record of precision in legal and public-safety roles. As a paralegal, I conducted detailed document review, discovery, fact-checking, and legal drafting, analyzing medical records, deposition transcripts, police reports, and expert reports while organizing large volumes of information for easy review.
I bring that same reliability to every labeling task—accuracy, analytical thinking, grammar excellence, organization, and confidential data handling. I’m energized by work that demands careful judgment, interpretation of guidelines, and consistent results you can trust.
Experience
Work history, roles, and key accomplishments
Freelance Data Specialist
Freelance
Jan 2023 - Present (3 years 3 months)
Annotate text, image, and audio datasets following strict guidelines, including sentiment classification, entity labeling, summarization tagging, and metadata annotation. Evaluate LLM outputs for accuracy, safety, and coherence while performing quality checks across high-volume task queues.
Paralegal
Law Office of Joseph Finkel
Jan 2003 - Jan 2024 (21 years)
Conducted detailed document review, discovery, fact-checking, and legal drafting while organizing large volumes of case information for clarity. Prepared trial binders, exhibits, motions, and case files with zero tolerance for error.
Peace Officer
City of Stagecoach
Jan 2003 - Jan 2014 (11 years)
Conducted investigations and traffic enforcement, including interviews and detailed reporting with a strong focus on accurate documentation. Maintained strict accuracy in evidence handling and case documentation.
Deputy Constable
Harris County Constable Pct. 6
Jan 1998 - Jan 1999 (1 year)
Conducted investigations and enforcement actions while supporting community outreach and incident documentation. Produced clear, accurate reports and maintained careful handling of case details.
Paralegal Externship
John Nechman, Attorney at Law
Jan 2003 - Present (23 years 3 months)
Drafted pleadings and reviewed immigration filings while performing case research to support ongoing matters. Focused on accurate documentation and efficient turnaround for filing-related tasks.
Education
Degrees, certifications, and relevant coursework
Center for Advanced Legal Studies
A.A.S. Paralegal Studies, Paralegal Studies
Grade: Honor Graduate
Completed an A.A.S. in Paralegal Studies as an honor graduate.
University of Houston–Downtown
Texas Peace Officer Certification, Law Enforcement
Grade: Honor Graduate
Earned Texas Peace Officer Certification as an honor graduate.
Phoenix Security Academy
Security Certifications (Level 2 & Level 3), Security
Completed Level 2 and Level 3 security certifications.
Top Gun Security Academy
Security Certifications (Level 2 & Level 3), Security
Completed Level 2 and Level 3 security certifications.
Center for Advanced Legal Studies
Associate of Applied Science (A.A.S.), Paralegal Studies
Grade: Honor Graduate
Completed an A.A.S. in Paralegal Studies and graduated as an honor graduate.
Phoenix Security Academy
Level 2 & Level 3 Security Certifications, Security
Completed Level 2 and Level 3 security certifications.
Top Gun Security Academy
Level 2 & Level 3 Security Certifications, Security
Completed Level 2 and Level 3 security certifications.
Availability
Location
United StatesAuthorized to work in
Website
harriscountylegal.comJob categories
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