Key Skills

Software

No software listed

Top Subject Matter

LLM/AI Output

Education

Journalism

Top Data Types

Text

Video

Document

Top Task Types

No task types listed

Freelancer Overview

No named platform experience in data labeling or AI training. What I do have is 4 to 5 months of full-time, daily professional work with Claude AI — not casual use, but integrated across every aspect of an active multi-project workflow — during which identifying and correcting critical failures in AI-generated outputs became a core job function. Logical breakdowns, factual errors, instruction drift, tonal failures, hallucinated credentials, structural collapse in long-form content — I have caught and corrected all of it, repeatedly, at volume. That hands-on evaluation work is backed by 25 years of professional content production across technical, financial, educational, and creative domains. Subject matter depth spans FinTech and quantitative research, instructional design and curriculum development, human psychology and counseling, and technical communication across defense and technology sectors. Three published textbooks, one translated into Japanese, Russian, and Bulgarian. NCGR-IV certified counselor with 28 years of active practice. Available immediately and prepared to complete any qualification assessments required.

Labeling Experience

Education

Work History