When Numbers Lie
The Misuse of Correlation in Policy Debates
#01
All-India Rank · Sep 2025
Examined how misreading correlation as causation distorts economic-policy arguments.
Two degrees run at once. A full-stack analytics platform that reached 800+ people through exam season. National Winner at IIM Bangalore Case Competition 2026.
Tarunpreet Singh · National Winner, IIM Bangalore 2026 · Bug bounty 2022–2024
National Winner, IIM Bangalore 2026. The same discipline that catches bugs wins cases.
Economics taught me to ask what a number is actually measuring. Applied AI taught me to build the thing that produces the number. Doing both is a lesson in not letting either one flatter you.
The bug bounty years sit oddly next to a syllabus. I kept doing them anyway. A vulnerability report is an argument about evidence: here is the request, here is what it returned, here is the impact, here is the fix. Publishing the exploit is optional. Writing it up properly is not.
Two series. One cause? That is the reading this chart invites, and it is wrong.
Live · 2025 — 2026
A full-stack analytics platform for exam preparation, built and scaled to 800+ users.
800+
people used it through the exam cycle
Open source · 2025
A Python-inspired esoteric programming language, co-developed, with a real lexer, parser and evaluator underneath.
WiseLang — the language that reads like Python and speaks Hindi. Read it
Stack — React · TypeScript · Node.js · Express.js · MySQL · Tailwind CSS · Recharts · JWT · AWS · Cloudflare · Vercel · Render
Jul 2026 — Sep 2026
Microsoft for Startups
Built an enterprise-ready ed-tech platform focused on scalable development, data compliance, and reliable infrastructure.
Inducted into the global Microsoft for Startups Founders Hub, which came with $50K+ in Azure credits and technical resources.
Used Azure DevOps, Azure AI Foundry, and managed databases to streamline CI/CD, AI inference, and microservices infrastructure.
$50K+ Azure credits · Founders Hub Microsoft for Startups
Oct 2025 — Dec 2025 · Remote
Produced social media creatives for the entrepreneurship initiatives and for the outreach campaigns that ran alongside them.
Sep 2025 — Oct 2025 · Hybrid
Drove peer outreach and awareness for IIT Delhi’s annual cultural festival.
Rank 5 among all ambassadors, with a Certificate of Completion and a formal Letter of Recommendation.
Jul 2025 — Sep 2025 · Remote
Contributed to open-source projects, and promoted the programme on campus to get other people contributing too.
Mar 2022 — Mar 2024 · Remote
Found and responsibly disclosed web application vulnerabilities, then wrote the reports up properly: what the flaw was, what it exposed, and what should change.
The Misuse of Correlation in Policy Debates
#01
All-India Rank · Sep 2025
Examined how misreading correlation as causation distorts economic-policy arguments.
Acknowledged by CERT-In, MeitY, Government of India, in 2026, for web application vulnerabilities I found and reported through the proper channel.
CERT-In · 2026
10,000+
The campaign reached over 10,000 participants internationally.
College of Vocational Studies · Delhi
B.A. (Hons.), Economics
Class of 2029
· Jodhpur
B.S., Applied Artificial Intelligence & Data Science
Class of 2029
WorkExperienceWritingSkillsContact
Research, security, building something, arguing about correlation: all of it works. Both addresses below reach me, and I read the mail.
01
Question
What is this number actually measuring?
02
Evidence
Reproduce it. Write it so a stranger can verify it.
03
Build
Ship the thing that produces the number.
04
Write up
Report the flaw, the impact, and the fix. Not the exploit.
Type commands or click the helper buttons. `message` opens your mail app with everything prefilled — nothing is stored here.
tarunpreet.sh booted. Type `help` or click a command.