Field Operations Leader - Construction Mgmt Pro with AI Data Expertise

MICHAEL CRENSHAW

Field Operations Leader Construction Management Professional 832-***-****

********@*******.*** www.linkedin.com/in/michael-crenshaw-mgmt Houston, TX PROFESSIONAL SUMMARY

Results-driven Operations & Construction Leader with over 15 years of experience spanning telecommunications infrastructure, business administration, and AI data management. Proven track record of managing multi-million dollar projects, supervising diverse crews, and optimizing complex workflows through both physical field leadership and digital data annotation. Strong combination of hands-on technical expertise and management capabilities with a focus on safety, quality, and operational efficiency.

PROFESSIONAL EXPERIENCE

OUTLIER (SCALE AI) AI Data Specialist & Project Contributor 2024 – 2025

● Generalist AI Training: Executed high-level data annotation and evaluation for multi-modal AI projects, focusing on video and image reasoning.

● Management-Level Reasoning: Developed and refined complex management-style prompts to train AI models in strategic business logic and operational decision-making.

● Quality Assurance: Conducted rigorous Reinforcement Learning from Human Feedback (RLHF) to ensure model outputs met strict safety, accuracy, and professional standards.

● Technical Troubleshooting: Identified and resolved edge cases within data sets to improve model reliability and reduce output bias.

VERTICOM Tower Technician III / Foreman 2019-2020, 2023-2024

● Resource Allocation: Led and supervised crews of 3-5 technicians, managing daily task assignments to ensure timeline adherence and high-quality standards.

● Project Leadership: Coordinated multiple critical path installations simultaneously, maintaining strict safety standards while meeting aggressive deadlines.

● Site Inspections & QC: Executed comprehensive quality control inspections and system testing (Sweep, PIM, Fiber) to validate full installation compliance.

● Technical Interpretation: Interpreted complex construction drawings and blueprints to execute precise antenna and equipment installations.

● Vendor & Client Relations: Acted as the primary point of contact for project managers and clients, communicating technical status and project milestones.

● Inventory Control: Managed on-site inventory and equipment, implementing tracking procedures that significantly reduced material waste. TIGER GAS Operations Manager & Office Administrator 2009-2017, 2020-2024

● Operations Management: Directed daily operations and supervised staff to optimize workflow processes and overall productivity.

● Financial Oversight: Managed the full accounting cycle, including accounts payable/receivable (AP/AR), expense tracking, and financial reporting.

● Business Growth: Developed and maintained client relationships that resulted in 15% business growth through referrals and repeat business.

● Logistics & Inventory: Implemented a new inventory management system to track product movement, successfully reducing stockouts by 30%.

● OSHA & Regulatory Compliance: Ensured 100% compliance with safety protocols and regulatory standards for gas cylinder testing and certification.

● Route Optimization: Planned and optimized delivery routes to maximize fuel efficiency and increase customer satisfaction.

VELEX Tower Technician I-III 2017-2019

● Infrastructure Installation: Performed installations of critical telecommunications infrastructure, including structural components and antennas for major carriers.

● Civil Construction: Executed heavy civil tasks, including structural upgrades, trenching, and concrete foundation work.

● Electrical & Safety: Installed and terminated electrical systems and conduit per code requirements while maintaining a focus on safety.

TECHNICAL & OPERATIONAL SKILLS

● Management: Resource Allocation, Vendor Management, RLHF Training, Budget Control, Crew Supervision.

● Technical: AI Data Annotation, Blueprint Reading, System Testing (Sweep/PIM), Electrical Wiring, Civil Construction.

● Safety: OSHA Compliance, Site Inspections, RF Awareness, Rigging & Hoisting. CERTIFICATIONS

● Safety: OSHA 10, First Aid/CPR, RF Awareness, Safety & Rescue.

● Technical: Competent Climber, Rigging & Hand Signals, Capstan Hoist Operator. EDUCATION

● A.A.S. Business Administration Lone Star College

● High School Diploma New Caney High School

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