I began my career solving operational inefficiencies long before I had formal authority to do so. Early roles across manufacturing, logistics, bookkeeping, and technical operations exposed me to fragmented systems, repetitive manual processes, and preventable performance breakdowns. I became obsessed with one question: how can this be automated?

Without formal training or modern tooling, I taught myself to build process automations in constrained environments, developing solutions that eliminated manual reporting work across distribution centers and saved significant operational cost. That early exposure to systems thinking and the measurable impact automation can have on performance and risk reduction shaped the rest of my career.

I went on to earn a degree in Computer Science and have since built and led CRM, lifecycle, and marketing technology systems, e-commerce and integrated testing systems, business performance diagnostics and consulting, as well as instructional systems design work guiding companies on how to adopt and integrate planned change in highly averse and fast-paced environments. My work sits at the intersection of marketing strategy, technical infrastructure, and operational governance.

I specialize in:

• CRM migration and data architecture
• Lifecycle orchestration and segmentation
• Sales and marketing systems alignment
• Automation risk mitigation
• Data governance
• Funnel diagnostic
• Revenue performance optimization

To be brief, systems must be reliable, measurable, and scalable and when system architecture, data integrity, and automation logic are aligned, organizations gain predictability in pipeline, conversion, and retention.

My focus is simple: build revenue systems executives can trust.