About
A Career Defined by
Judgment and Integrity
With over four decades spanning law enforcement, public education, and AI content evaluation, I bring an uncommon combination of real-world authority and modern technical fluency. I have spent a career making critical decisions under pressure — as a deputy sheriff, as a classroom teacher managing complex learning environments, and as a quality rater shaping the safety guardrails of AI-generated content. I don't just understand policy: I live it, teach it, and enforce it. My work is defined by consistency, integrity, and a relentless commitment to raising the standard wherever I operate.
Skills
Core Competencies
AI & Content Review
Content Safety Evaluation · Policy Compliance · Quality Rating · Structured Feedback · Harmful Content Assessment · AI Model Improvement
Curriculum & Training
Lesson Planning · Curriculum Development · Adult Learning · LMS Platforms · Certification Programs · Citizens Academy Design
Education
Classroom Management · Student Assessment · Criminal Justice Instruction · Differentiated Instruction · Data-Driven Instruction
Leadership
Personnel Supervision · Strategic Planning · Program Development · Crisis Management · De-escalation · Community Engagement
Technical Skills
Microsoft Office Suite · Google Classroom · Eduphoria · AI Workflow Tools · Digital Content Evaluation · Police Report Writing
Investigation & Analysis
Crime Scene Processing · Criminal Investigation · Evidence Evaluation · Forensics Instruction · Pattern Recognition · Detailed Documentation
Experience
Professional History
Reduction in Force (RIF) — not performance-related
- Reviewed and rated AI-generated video content for accuracy, safety, and platform policy compliance at high volume.
- Assessed sensitive content categories including harmful conduct, misinformation, and adult content with documented, consistent judgment.
- Evaluated AI outputs against user prompts to ensure fidelity, clarity, and guideline adherence.
- Delivered structured written feedback that directly informed AI model refinement and quality improvement cycles.
- Maintained high-volume productivity while preserving accuracy and rating consistency throughout.
- Designed and delivered instruction across six distinct course sections aligned to state curriculum standards.
- Managed a technology-integrated classroom using Google Classroom and Eduphoria for assessment and communication.
- Supported district expansion from 5 to 12 high school campuses feeding into the Career & Technology program.
- Maintained proactive communication with parents and stakeholders regarding student performance data.
- Earned Exceeds Expectations performance ratings consistently throughout all eight years of tenure.
- Instructed courses in Introduction to Criminal Justice, Criminal Investigation, and Forensics.
- Brought real-world law enforcement expertise directly into the curriculum, elevating student engagement and career relevance.
- Earned Exceeds Expectations performance ratings consistently throughout tenure.
- Patrolled a 920-square-mile jurisdiction across all shifts, maintaining consistent coverage and rapid emergency response.
- Conducted criminal investigations, processed crime scenes, and administered first aid at accident and emergency scenes.
- Served in the Crime Prevention Unit, driving community outreach and public safety education initiatives.
- Co-established the DARE program for Collin County schools, impacting thousands of students annually.
- Received letter of commendation from Sheriff Terry Box for contributions to the Citizens Academy curriculum.
- Promoted to Sergeant and subsequently appointed Interim Police Chief following the Chief's resignation.
- Oversaw all department operations, personnel management, and strategic direction during leadership transition.
- Served as primary crime scene investigator and led all major criminal investigations for the department.
- Patrolled assigned zones and assisted K-9 officers with warrant service and arrest operations.
- Received letter of congratulations from the Chief of Police for outstanding service.
- Served on twelve-hour patrol shifts responding to citizen calls, writing reports, and conducting preliminary investigations.
Why Robert Martin
What Sets This Candidate Apart
01
Real-World Authority
45 years in law enforcement and education means I understand the weight of judgment calls. I bring that gravity — and that track record — to content review, curriculum design, and anything that demands genuine accountability.
02
Proven Curriculum Builder
From the Citizens Academy to Criminal Justice courses, I've built programs from scratch that actually work — grounded in direct experience, not theory. I don't teach what I've read. I teach what I've done.
03
AI-Ready Skill Set
Hands-on professional experience rating AI-generated content for safety, accuracy, and quality. Not just familiarity with AI tools — documented practice shaping the outputs that millions of people see.
04
Consistent High Performance
Exceeds Expectations ratings across two school districts. Commendations from two separate law enforcement agencies. Promoted to Sergeant and then Interim Chief within a single department. The record speaks clearly.
Education
Academic Background
Bachelor of Applied Arts and Sciences
Texas A&M University–Commerce · August 2007
Graduated Cum Laude