Carrol T.

Key Skills

Software

Micro1

Top Subject Matter

AI training data evaluation

document review

and data annotation quality assurance (incl. PII/privacy handling).

Top Data Types

Document

Text

Top Task Types

Text Generation

Question Answering

Classification

Segmentation

Prompt + Response Writing (SFT)

Data Collection

Freelancer Overview

Senior Data Annotation and Document Review Specialist (Remote Contractor). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Micro1. Education includes Bachelor of Science, North Carolina State University. AI-training focus includes data types such as Document and Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Senior Data Annotation and Document Review Specialist (Remote Contractor)

Micro1Document

Performed large-scale document and dataset review to ensure accuracy, completeness, and compliance with project guidelines. Validated AI-generated outputs using structured quality assurance procedures, including identification of inconsistencies, formatting issues, and classification errors. Applied taxonomies and annotation standards to maintain labeling consistency and auditability while handling sensitive data with strict privacy requirements. • Reviewed structured and unstructured content at document level to determine relevance and compliance. • Conducted classification, labeling, categorization, and validation for AI model development data. • Maintained detailed records of review decisions, quality findings, and traceability artifacts. • Collaborated via written feedback and documentation to improve overall data quality.

2018 - Present

English Content Reviewer and Quality Analyst (Remote Contractor)

Text

Evaluated written content and datasets for accuracy, consistency, clarity, and compliance with established review guidelines. Verified and re-checked content classifications across large-scale quality assurance projects to ensure alignment with project objectives. Documented discrepancies with detailed explanations and supported ongoing review and validation efforts. • Assessed language quality and contextual relevance using structured review frameworks. • Investigated classification and quality discrepancies, documenting findings for correction or escalation. • Ensured consistency of classifications across extensive review batches. • Adapted to changing procedures, policies, and review requirements.

2012 - 2018

Analytical Support and Documentation Specialist (Various Organizations)

Document

Performed documentation review to ensure accuracy and completeness, supporting data verification and integrity checks. Conducted auditing and reconciliation activities to identify inconsistencies and resolve issues while maintaining organized records. Supported compliance-related initiatives through meticulous review and documentation handling of confidential information. • Reviewed documentation for factual accuracy and operational completeness. • Verified data integrity of records and reports through reconciliation and checks. • Prepared detailed documentation and maintained structured records for audit support. • Handled confidential information with discretion as part of compliance-focused review work.

2005 - 2012

Education

Work History