Driving quantitative insights in incident response for Amazon Device Subsidiaries

Leading quantitative insights initiatives using IWIKS methodology and AI-augmented frameworks.

• — 44% increase in discovery rates with AI-augmented research
• — Built serverless analytics platform reducing report time from 8+ hours to minutes

Led cross-functional team developing enterprise-scale insider threat detection capabilities.

• — Architected 50+ custom threat indicators and correlation algorithms
• — Security controls protecting Ring's 40M Monthly Active Users

Engineered security automation and log management solutions for Ring's cloud infrastructure.

• — Reduced AWS CloudWatch log onboarding from 3-4 weeks to 30 minutes
• — Implemented automated SOAR pipeline for threat response

Established incident response capabilities and security protocols for Ring's growing platform.

• — Authored Ring's Incident Response Protocols built on F3EAD framework
• — Developed security runbooks and playbooks for incident handling

Supported global IT operations and developed analytics solutions for Google's infrastructure.

• — Provided technical support to 130K+ Googlers worldwide
• — Built data analytics platform for cloud infrastructure optimization