George M.

Key Skills

Software

No software listed

Top Subject Matter

Education technology (LLM evaluation) and Credit for Prior Learning (CPL) automation

Higher Education Curriculum Policy and accreditation

Higher Education Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

Text Generation

Freelancer Overview

Associate Dean, Workforce Pathways and Career Development — LLM workflow for certificate evaluation and degree mapping. Brings 36+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Doctor of Education, Texas A&M University-Commerce and Master of Science, Ball State University. AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Text Generation.

Labeling Experience

Associate Dean, Workforce Pathways and Career Development — LLM workflow for certificate evaluation and degree mapping

Text Generation

Built an LLM-based process to evaluate training certificates and generate consistent credit recommendations. Designed a degree-mapping workflow that creates crosswalks between certificates and institutional credit requirements. Implemented automation to group a large state workforce library into CIP-code-aligned sets for degree articulation and audit error reporting. • Input/Output involved textual certificate information driving generated structured credit recommendations • Evaluation and mapping logic required alignment between TEA-identified IBCs and CTE completion requirements • Automated grouping and articulation into degree completion programs with downstream error alerts • Supported transparency via a digital workflow from proposal through approval to posting

2019 - Present

Education

Work History