Authentically diagnose where people are stuck, then collaborate to build solutions with technical depth and integrity.
Turning operational friction into flow.
I solve problems people actually adopt, speaking business & tech with joy.
I have learned something counterintuitive: systems rarely fail because they're poorly designed. They fail because they don't honor how people actually work.
At Taj Hotels in Mumbai, I learned service operations through a paradox: delivering seamless experiences required understanding that chaos exists within structure. You can't architect perfect service by perfecting systems. You architect it by understanding what guests actually need, then building processes around that. Across hotels and cities, this taught me my first principle: listen to how people work, then design for it. That principle deepened during an unexpected pressure test. In 2017, India's demonetization fractured payment pipelines overnight. At Taj Wellington Mews, I watched sales teams navigate impossible uncertainty. In that chaos, I realized: the organisations that survived weren't those with the most sophisticated systems. They were the ones who had mapped their processes deeply enough to understand where they were fragile. Process thinking became my compass for resilience.
I carried both lessons to Australia for my Master's at Monash University. But I didn't just study business strategy, I immersed myself in collaboration; Leading Partnerships at TEDxMonashUniversity, volunteering with Graduate Association, performing with Monash University Student Theatre Group, as well as taking a Study Abroad module in Europe. I learned that adaptability isn't a skill. It's a mindset that comes from genuine exposure to different ways of thinking.
Then came Infosys Business Process Management. I worked across Telecommunications and Healthcare projects, regulated industries. I managed stakeholders across offshore and onshore teams. But the moment that crystallised everything: I was looking at spreadsheets of operational data, and I realised these weren't just numbers. The spreadsheet was a map of human friction. That's when I understood: Data is a window into where people are stuck.
Now, in data science and AI, I'm pursuing the logical next step. If spreadsheets revealed human friction, then machine learning and pattern discovery can transform that friction into flow. But not with algorithms alone. With algorithms designed for adoption, transparent enough for people to understand, governed enough for people to trust, built closely enough with teams that they believe in it.
Academic and Professional Experience.
Where I am now. Building the technical core of data science and applied AI, from the maths underneath it all the way up to machine learning, data mining and intelligent automation.
A five-day micro-internship via the E³UDRES² Talent Funnel. I built the Fit-Design Workbench, a production-ready internal management system that streamlines the company's Lean Six Sigma and AI implementation.
Studied remotely while working full time. A solid technical grounding in networks, databases, cyber security and software, built against industry capability standards.
Process improvement work in regulated, high volume service environments. I paired hands on operational knowledge with structured analysis and real data to lift compliance, efficiency and service quality across telecoms and healthcare. This is where spreadsheets stopped being numbers and started showing me where things were stuck, which is what pulled me toward data science.
Australia is where the business side clicked into focus. I learned to distil an insight, put a number on what I was good at, and hold my own in industry conversations. Then the pandemic hit, and it nudged me toward data for good.
Two years at Taj Hotels. It began with an 18 month management traineeship rotating through luxury hotel operations, and ended with an Assistant Sales Manager role driving revenue and looking after diplomatic and VIP accounts right through India's GST transition. It gave me a real grounding in operations, service and commercial thinking, the things that later turned into process improvement and data work. It is also where adaptability became a quiet superpower.
An 18 month management development programme: rotating through every corner of luxury hotel operations, supervisory training, a corporate business development project, and a specialisation in Event and Catering Sales. It built the grounding in operations, service and commercial thinking that later grew into process improvement and data work.
Where it all started. The operational foundations of how a hotel really runs, department by department, finished off with a Best Trainee award during industrial training at Taj Palace, New Delhi.
Always learning, formally.
Where the process mattered as much as the result.
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Pharma content that is on brand and compliant, without the wait. Plain-language briefs and source documents become submission-ready copy and webpages. A Prompt Intelligence Engine scores jurisdiction, regulatory risk, tone and readability; a RAG layer injects brand voice plus FDA, EMA/MHRA and GDPR guidance. A person signs off every output before it ships.
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Captures where a client stands. Publish services, manage clients, response management, benchmark adoption against UK public-sector data mapped to government policy phases. It runs entirely in the browser, so client data never leaves the machine.
Process improvement case study. Inconsistent fragmented sources and manual roll-ups that produced inaccurate numbers which teams could not trust. I mapped four drivers, each rooted in specific, fixable breakpoints, explaining the gap to leadership with recommendations for improvement.
A “Beyond the Blue Bottle” demonstration for Robotics and Automation in Chemistry at the University of Liverpool: the “Traffic Light” redox experiment, run autonomously. As a team we delivered a functional robotic program for the UR5 arm that performs the experiment end to end, with automated stirring and manipulation, digital instrument interfacing (IKA RCT Digital plate), liquid handling, and multi-state colour detection using a YOLO model that reads colour transitions and their durations. Designed and run within COSHH safety controls, turning a manual bench process into a repeatable, governed run.
A map of how the work connects.