Drawing inspiration from the elegance of mathematics, engineering, data science, data structures and algorithms, cognitive psychology, philosophy I approach each challenge with a focus on creating systems that are functional, deeply interconnected, rich and beautiful in the design. These principles without fail have helped me build commercially successful solutions and deliver results every time. I have innovated and built from ground up DemandMatrix's Technographics 360, Account Tech Intelligence, Next Tech Purchase product suite which redefined the space. These products are used at Microsoft, Google, Adobe, and licensed by Dun and Bradstreet. DemandMatrix was acquired out by Demandbase.I have data product innovations in Crypto Taxation and Billing, Wealth Management which are commercially successful. My base is hard core system engineering with cloud infrastructure products connecting VMware ESX servers and Storage, Telecom Billing and Data Centre Tech. My strengths are bringing together business strategy, engineering, data and data science, product, people and revenue to build and deliver successful outcomes. In fact, I realize that for successful outcomes all functions must be interleaved in the right way. I have experimented with this many times and have delivered successfully.Currently as an explorer of emergent systems I am experimenting with bringing linear algebraic, relational non-relational, Unix, object oriented x tidy data, R, pythonic idioms, data science algorithms, statistical and probabilistic reasoning, LLMs enabled linguistic reasoning, systems thinking and cognitive psychology, human computer interactions and UX, together to build commercially successful data products.If you're seeking a collaborator who can envision and engineer systems that are inspired by the above principles, I invite you to connect with me.