2024–present
University of Arizona Global Campus
Project procurement, project management, integrated cost and schedule control, risk, and graduate project planning.
TEACHING STUDIO
RIGOR, MADE PRACTICAL.
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2024–present
Grand Canyon University
AI, machine learning, programming for AI, computer vision, advanced statistics, capstone, subject-matter expertise, and peer review.
2020–present
Capitol Technology University
Doctoral chair and committee service; product management, analytics, expert systems, big data, and AI-enabled decision support.
2022–present
Southern New Hampshire University
Undergraduate and graduate project management and operations; teaching awards in 2024 and 2025.
60-SECOND LESSON · AI EVALUATION
Evidence before enthusiasm.
- OBJECTIVE
- Turn “the model seems good” into a reviewable release decision.
- EXAMPLE
- Define representative tasks, expected boundaries, failure severity, scoring rules, and the person authorized to accept residual risk.
- TAKEAWAY
- An evaluation is useful only when its evidence changes a decision.