Linear Regression
Bike Sharing Demand
Built a multiple linear regression model to predict shared-bike demand for an American provider, identifying the key variables that drive ridership post-pandemic.
Impact: R² ~ 0.83 on test set
— Portfolio · 2026

“Solving critical banking challenges through technology, innovation, and 13+ years of transformation expertise.”
— 02 / Blog
Reflections on transformation, AI, and the craft of delivering change at scale.
— 03 / AI Project Showcase
A dedicated space highlighting automation initiatives and demos.
— 04 / Projects
A curated selection of transformation initiatives delivered across banking, insurance and analytics.
Data & Analytics
Built a real-time cash visibility platform using Google Looker, enabling treasury teams to monitor liquidity positions across global entities.
Impact: 40% faster reconciliation
AI & Automation
Architected, designed, and deployed advanced Agentic AI workflows to automate high-volume, repetitive financial operations across multiple Corporate Banking (CB) divisions. By implementing autonomous, goal-oriented AI agents, the project successfully converted manual processes into scalable, intelligent workflows—specifically targetting SEPA payments, Bank Guarantees, and Collections processes.
Impact: 60% manual effort reduction
Robotic Process Automation
Led enterprise RPA program at Prudential plc — discovery, governance, and scaled deployment across 30+ processes.
Impact: £2M+ annual savings
Operational Efficiency
Designed and implemented an automated solution to streamline Standard Settlement Instruction (SSI) management. The project eliminated manual operational overhead by establishing a single, centralized SSI repository. This system automatically captures data inflows directly from client onboarding platforms and seamlessly broadcasts validated SSI data downstream to multiple internal settlement systems
Impact: Strategic Scale
Analytics
Developed predictive retention framework at Groupon using R and Tableau, identifying high-churn cohorts and intervention triggers.
Impact: +15% retention lift
Platform Transformation
Successfully led the end-to-end replacement of a legacy settlement system for the Fixed Income Rates product line. The project involved a comprehensive analysis of the existing operational landscape to design and execute a modern, highly optimized architecture. The new system establishes unified data alignment across the entire trade lifecycle—from initial execution through final clearing and compliance.
Impact: T+1 → T0 close
— 05 / About & Experience
Senior Business Excellence & Transformation professional with over 13 years of experience across Banking, Insurance, and Consulting. Certified Lean Six Sigma Black Belt, PMP®, and Data Scientist — passionate about applying technology and innovation to solve critical industry challenges.
Specialised in RPA, AI/ML, process mining, and agile delivery at scale.
Languages
Expertise
Experience
A timeline of transformation work across global banking, insurance and consulting.
Spearheading IB & CB finance transformation: platform simplification, T0 data industrialisation, agentic automation for static processes, Cash Telemetry via Google Looker.
Led end-to-end change lifecycle for Agency Securities Lending, Loans, Fund Services — process discovery, business case creation, IG ask, and implementation.
Consulting-led transformation engagements; Agile Bronze certified during tenure.
Built customer retention model using R programming and Tableau dashboards.
Led firm-wide RPA implementation, email analytics and intelligent automation rollout.
Drove Lean Sigma projects across Corporate Trust, Settlements & Reconciliations. Conceptualised and built the internal 'Pyramid' tool.
— 06 / Contact
Open to strategic collaboration, speaking engagements, and advisory opportunities.
Location
Bengaluru, India
Availability
Currently in a VP role at Deutsche Bank. Open to advisory, speaking and select strategic engagements.