♦ Observability and Monitoring products (AWS DevOps Guru) with focus on root causes and recommendations of serverless, kubernetes, databases and compute operational issues in applications ♦ Generative AI developer experience features (automation, translation, summarization, prompt engineering, chat bots) ♦ Features for detecting bugs in code and recommending fixes♦ Features around code translation ♦ One on one engagement with XXL and XL cloud customers ♦ Product and feature launch presentations at AWS re:Invent and On Air live sessions

Strategy:♦ Recommended on GTM / Growth strategies (for one of the largest beverage companies in the world) by assessing current cost to serve and conducting a segmentation of US customer base (ML analytics) to derive $ revenue potential; designed future cost to serve and GTM service models; advised on Sales & Business Operating Models♦ Post-Merger Strategy of Business / IT operational model (Tier 1 East Asian Bank’s acquisition): Strategized the operating model, technical scope, financial (budget/accruals/forecasts) and staffing aspects of a $100MM (3 year) Business Transformation and Cybersecurity Program (35 projects); Streamlined the risk appetite of transaction / investment banking work streams; daily interactions with CIO, CRO and MDsProduct Management:♦ Led technical architecture solutioning & software development of a production level tool on AWS which automated the plan, design and analysis of P&L restructuring, Cost To Serve Baselining, Segmentation ML Analytics and future GTM Service models; Automated end to end flow - ETL from Athena/Teradata to S3 via lamda & glue, training/prediction in Sagemaker, models in Alteryx, R and Python and Redshift setup for PowerBI visualization ♦ Wealth management / Investment banking departments: Product Manager for 1) Phase 1: digital upgrade of a Tier 1 Bank’s equity plan advisory platform and 2) Phase 2: subsequent convergence with a higher yielding equity platform for institutional clients; Worked on MVP; L0 / L1 cost estimates; Wrote BRDs, FSDs and TDDs; Managed 8 onshore Business Analysts and 8 offshore Business AnalystsAnalytics:♦ Led data analytics for a Tier 1 Eastern European bank’s trading division to improve forecast calculations and study risk weighted assets for derivatives, default funds contributions and securities borrowing / lending; hands on engagement with data pipelining, python and tableau♦ Hands on ML analytics experience building churn prediction models for a European Energy Market Case

♦ Increased profitability by $2 million on first test run (small data sample) of a financial model that I coded over 6 months: tool generated & updated a database of bill of materials (BOMS) for automotive products sold in China, Europe and North America, and then analyzed price discrepancies between same materials found on multiple products to output cost reduction potentials over the next 8 years♦ Developed an Excel program to produce Costed BOMs via historical data to provide an educated bid price for future projects over 8 years

♦ Performed soccer freestyle trick routines at schools, universities, concerts and miscellaneous campaign events ♦ Raised awareness for the sport

♦ Performed soccer tricks at schools, universities, concerts and miscellaneous campaign events