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Financial Analyst · AI Engineer · Fintech Builder

Finance doesn't need faster AI.
It needs AI it can trust.

3+ years inside buy-side operations gave me a clear view of where the workflow breaks. Now I build AI systems that automate the repetitive, surface the critical, and close the gap between what analysts need and what technology actually delivers — shipping agentic tools and fintech infrastructure that trading teams can adopt, verify, and trust.

View my work Get in touch
3+
Years in buy-side finance
2
Years building AI at UW–Madison
5+
AI projects shipped
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On,
Wisconsin!
About me

Spring 2026 Grad.
Fresh Perspective.
Finance fluency.
Engineering depth.

I spent 2 years at the UW–Madison School of Computer, Data & Information Sciences, partnering with industry leaders to build agentic AI systems that reduced analysis lifecycles and accelerated decision-making.

Before that, I was a hedge fund analyst for 3 years – leading portfolio analyses, trade operations, and reporting for buy-side firms. I've built T+1 settlement tools, automated growing operational workflows using AI frameworks, and driven practical adoption across trading desk teams. Deep OEMS/PMS knowledge meets a full technical stack.

Experience

Where the industry knowledge comes from.

Enfusion (now Clearwater Analytics)
Senior Financial Analyst
Jul 2021 – Jul 2024 · 3 years
PMS / OEMS Trade Operations Bloomberg · Refinitiv Agentic AI Post-trade Compliance Client Success
22%
Churn reduction
across client accounts
<3s
Trade affirmation
latency achieved
20%+
Client ops waste
eliminated
18
Revenue deals
led end-to-end
⚡
Real-time post-trade compliance
Designed an automated post-trade compliance feature leveraging real-time PMS data, reducing trade affirmation latency to under 3 seconds.
🤖
Agentic TCA & broken trade triaging
Built agentic frameworks for transaction cost analysis and broken trade triaging in real-time, bringing the true physicalizer approach to trade desk operations.
📉
Client churn & workflow automation
Managed separate client accounts and automated trade workflows to reduce churn by 22% and eliminate 20%+ of client operations waste through duplicate reporting mitigation.
📊
Vendor management: Bloomberg & Refinitiv
Owned vendor relationships with Bloomberg and Refinitiv, triaging market data issues to ensure integrity for systematic strategies across client portfolios.
🚀
Revenue growth across 18 deals
Led product demos, onboarding, and training for new funds — collaborating with sales teams to drive revenue across 18 deals with tailored delivery.
👥
Team mentorship & productivity
Mentored 8 in data integrity and programming. Optimized support queue tracking in JIRA, saving 15 minutes average on ticket turnaround time.
Selected work

AI Projects (you can trust)

MSA Professional Services
Data & AI Engineering
Enterprise Data Management Agent for MSA

AI-driven system to document MS Dynamics 365 ERP data at scale — saving months of analyst time through agent-run ETL pipelines and conversational Copilot Studio agents.

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Buy-side Analyst Agent
Agentic AI · Equity Research
Buy-side Analyst Agent with Claude

A structured AI research agent that enforces a mandatory 7-step data pipeline — live quotes, technicals, options chain, filings, and cross-signal synthesis — before forming any view.

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Agentic AI for Process Capability
Agentic AI · Performance Analysis
Agentic AI for Process Capability & Behavior Assessment

An Azure AI Foundry workflow that turns raw manufacturing process data into leadership-ready capability assessments — enforcing stability checks before any interpretation, grounded in internal standards via RAG.

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WattBot
RAG · AI Sustainability
WattBot — AI Environmental Impact RAG Chatbot

A citation-grounded RAG chatbot over 50+ scholarly articles on AI's energy and water footprint — evaluated on retrieval precision, numerical accuracy, and citation faithfulness, with an honest fallback when evidence is missing.

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Premier League Quant Analysis
Sports Analytics · Python · Azure AI
Premier League Quant Analysis

Statistical analysis of 580 Premier League players using Python, combined with an Azure AI Prompt Flow that generates LLM-driven SWOT reports for coaches, analysts, and journalists.

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Writing

Thoughts, Experiences, and Life

May 2026
2 min read
For the Actors, By the Actors

Three years in a drama club — scripting, directing, acting. Our most memorable chapter: finishing third out of twenty at ACTFest Rangmanch 2019, performing Sharad Joshi's timeless satirical classic, एक था गधा.

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May 2026
3 min read
I Once Went 8 Days Without Food

I am a spiritual person who follows Jainism. In August of 2017, I did what's called an Atthai — a completely optional, voluntary practice — and what I didn't fully appreciate at the time was how defining it would become.

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May 2026
3 min read
Comics for Change

Back in 2020, while working at Jio Creative Labs, my team and I created a new IP called Comics for Change — a live comedy event with a purpose. The idea was simple but ambitious: invite top stand-up comedians to perform sets tied to the UN's Sustainable Development Goals.

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May 2026
2 min read
Conquered the Everest of Maharashtra

Kalsubai. Standing at 5,400 feet above sea level, it is the highest peak in Maharashtra — affectionately known as the "Everest of Maharashtra." In July 2019, my roommates and I decided we were going to climb it.

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Contact

Let's build something.

Whether you're looking to automate a trading workflow, build a financial AI system, or just want to talk fintech and agentic AI — I'd love to hear from you.

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