AI · Data · Full-stack — Goa / Mumbai, India

Priyanshu Kumar.

AI Automation Engineer · Data Quality · Financial Analytics

I build AI and data automation that people can actually trust — resilient pipelines, LLM-assisted validation, and clean full-stack web apps. Dual-degree candidate in Economics & Computer Science at BITS Pilani, Goa, working across AI, data quality and financial analytics.

View projects Get in touch

Scroll

Production automations shipped

163

Data checks automated

4,800+

Hours of manual work saved / yr

Production apps delivered

01 — About

A builder across AI, data & finance.

I'm a dual-degree candidate in Economics and Computer Science at BITS Pilani, K.K. Birla Goa Campus — which is a roundabout way of saying I'm as comfortable with a balance sheet as I am with a build pipeline.

I like building things that are fast and dependable: data automation and ETL, LLM-assisted validation, anomaly detection, and clean full-stack web apps. The thread running through all of it is an obsession with data quality and systems you can trust in production — resilient to messy inputs, easy to audit, and safe to run unattended.

My range runs from production data tooling to full-stack web platforms to the occasional computer-vision side project. I care about the craft: web development, machine learning, and finance.

Python automation LLM-assisted validation MCP servers Financial analytics Full-stack engineering

“The technology you use impresses no one. The experience you create with it is everything.” — Sean Gerety

02 — Experience

Where I've been building

AI Engineer · Practice School II Feb 2026 — Present

MSCI Inc. — Sustainability & Climate · S&C Government Ratings · Data Operations · Mumbai

Learned MSCI's sovereign & sub-sovereign ratings construction end-to-end, treating screening “screens” as a product layer that feeds analyst review.
Built 13 production automations covering 163 screening factors, saving roughly 4,800 analyst hours per year.
Engineered defensive web scraping, canonical country-name resolution, copy-on-write workbook handling, MCP server design, and JSON audit reports.
Shipped at LOW-RISK classification under Data Operations AI governance (AIGC).

Full-Stack Development Intern Aug 2025 — Dec 2025

Nirmaan Organisation — EdTech & Impact Hiring Platforms · Hyderabad

Delivered four production applications, including an Impact Hiring platform and an AI-integrated Resume Builder with role-based admin panels.
Hardened platform security with CAPTCHA, SQL-injection mitigation, and JWT authentication.
Built on TypeScript, Next.js, Node.js, MongoDB, and the OpenAI API.

03 — Selected work

Projects

A few things I've designed and shipped recently. Click any card for the detail.

Mar 2026

Nominal GDP Automation & Validation

An MCP server and validation pipeline that extracts and cross-checks nominal GDP figures for sovereign screening, emitting JSON audit reports for analyst review.

PythonMCP ServerClaude API

View case study

Feb 2026

Sovereign Screens Web Scraper

A resilient, defensive scraper that gathers sovereign screening source data with canonical country-name resolution and copy-on-write workbook handling.

PythonBeautifulSoupSelenium

View case study

May 2026

UN SDG Power BI Analytics Dashboard

An ETL pipeline and interactive Power BI dashboard that analyses UN Sustainable Development Goal indicators across countries and time.

PythonPower BIETL

View case study

Apr 2026

Axiom Replica — Trading Terminal UI

A real-time trading-terminal interface replicating Axiom, streaming live market data over WebSockets with a fast, dense React/Next.js UI.

ReactNext.jsTypeScriptWebSockets

View case study

Earlier experiments — computer vision & games

Hand Gesture RecognitionMediaPipe · OpenCV

CV Volume ControllerOpenCV · MediaPipe

OpenCV Snake GameOpenCV · Python

Space ShooterPygame

Chat BotPython · NLP

HangmanPython

04 — Toolkit

Skills & technologies

Finance & Quant

Equity & index analysisPortfolio managementDerivativesRisk managementEconometricsTime-series analysis

Data & Analytics

PythonPandasNumPyscikit-learnSQLPower BIAdvanced ExcelMatplotlibSeaborn

AI & Automation

Claude APIOpenAI APIMCP serversLLM-assisted validationAnomaly detectionETL automationWeb scraping

Engineering

ReactNext.jsTypeScriptNode.jsDjangoFlaskMongoDBMySQLPrismaGitDockerAzure

05 — Education

Academics

BITS

BITS Pilani — K.K. Birla Goa Campus

M.Sc. (Hons.) Economics & B.E. Computer Science — Dual Degree

2021 — 2026

Coursework spanning finance & economics, quantitative methods and econometrics, and core computing — plus a TensorFlow specialisation. The dual track is what lets me sit comfortably between the analysts and the engineering.

06 — Writing