Sep 2019 – Present · 6 yrs 8 mos

• Leading product development and operational transformation for Societe Generale's Capital Markets technology division. Managing 120+ engineers, data scientists, designers, and product managers.
• Responsible for identifying operational inefficiencies across trading support, reconciliation, risk monitoring, and production operations — and building technology products that eliminate them at scale.
• Products shipped and in production:
• Reconciliation Resolution Engine — ML platform that models how analysts resolve reconciliation breaks — capturing the decision variables, training on historical resolution data, and predicting resolution. Analysts validate the recommendation via a visual decision tree and post corrections with one click. Reduced analyst resolution time by 90%. Annual savings: €3.5M.
• Credit Risk Early Warning Platform — Designed a composite early warning system hosting 40+ risk indicators from internal systems, external market data feeds, and NLP-driven negative news sentiment analysis. Introduced ML-based composite indicators that combine multiple simple signals to simplify decision-making.
• NPA Marketplace — B2B fintech marketplace for banks to discover, evaluate, trade, and maintain non-performing loan portfolios in the European market.
• Enterprise Knowledge System — Deployed a GenAI-powered platform (RAG architecture) enabling production support teams to query operational SOPs using natural language. Admin module for SOP upload and management.
• Real-Time Business Process Monitoring — Built an observability platform tracking data availability and quality across 57 business processes. Used by business and IT teams worldwide for chain monitoring and SLA tracking.
• Currently building an operational intelligence platform consolidating infrastructure health monitoring, chain monitoring, AI-assisted incident resolution, and service dependency mapping — targeting 35% efficiency improvement across production support.

Jul 2015 – Sep 2019 · 4 yrs 2 mos

• Led technology programs across Societe Generale's Securities Services and Private Banking divisions — custody, settlement, trustee operations, and wealth management platforms.
• Built a 0-to-1 credit risk limit monitoring product that improved efficiency by 30%, aided liquidity management, and enabled proactive relationship management for institutional clients.
• Orchestrated the transformation of the Trustee Business — migrating from an end-of-life system to a modern platform. Reduced operational costs by 20% while managing staff training, data migration, and business continuity across multiple geographies.
• Global stakeholder management across Paris, London, Singapore, and Bangalore.

Jun 2011 – Jul 2015 · 4 yrs 1 mo

• Managed technology delivery for securities services operations — custody, corporate actions, settlement, and regulatory reporting.
• Successfully delivered the Germany Tax redesign program within timeline and budget — navigating complex German tax law requirements while ensuring continued business operations.