Teams at TWG Global

Lead the design and deployment of machine learning, quantitative financial, recommendation, personalization, and generative AI solutions. Architect scalable cloud data pipelines, backend systems, APIs, and ML platforms using Java, Spring Boot, Kafka, SQL, Google Cloud, and LLM technologies. Collaborate with research, engineering, product, and business teams to improve search, discovery, feed recommendations, and financial analytics while shaping AI/ML roadmaps and reference architectures.

Own data strategy for a business unit, ensuring data readiness for AI initiatives. Assess data quality, accessibility, lineage, and suitability; partner with engineering teams on data preparation, transformation, ontology design, and knowledge-base construction. Define data roadmaps, integration priorities, governance frameworks, and quality standards for AI and agentic workflows. Translate strategy and technical trade-offs for executives and cross-functional teams.

Design and implement enterprise security architecture aligned with NIST, ISO 27001, and CIS standards. Build security data aggregation, normalization, and automation pipelines using VBScript, Python, and PowerShell. Lead tooling rationalization initiatives, consolidate security telemetry, reduce operational costs, and establish enterprise monitoring and incident response programs with detection, escalation, and investigation procedures.