Build Quant Finance Skills That Survive the Interview and the Desk
Stop learning models as isolated formulas. Master how they are implemented, stress-tested, hedged, validated, and explained under real desk and interview pressure.
Amit Kumar Jha
Quant Developer | Model Risk Quant | Mentor
IIT Jodhpur Alumnus • IIT Madras PhD Dropout • UBS
The sessions below are run personally by me. Explore Guest Mentors for sessions with other named instructors.
Learn the models that real trading desks use
Desk2Quant bridges the gap between textbook quant finance and what you actually need on the desk. Every resource is built from hands-on experience — pricing, risk, model validation, and the kind of interview questions that separate confident candidates from the rest.
- Practitioner-led content covering pricing, risk, XVA, and numerical methods
- Python, C++, and real desk workflows — not abstract math without application
- Interview prep built from actual front-office and risk quant hiring processes
Choose your desk-ready path.
Start with the route that best matches what you need today.
1-on-1 Mentorship
Get a focused plan for your technical gaps, desk goals, or interview preparation.
Book direct mentorshipDesk Simulator
Practise diagnosing realistic P&L, curve, and risk incidents at your own pace.
Start free practiceAI Interview
Rehearse explaining your reasoning under quant-interview pressure.
Practise an interviewDigital Products
Build desk-ready depth with focused notes, code, and problem-solving resources.
Explore productsPersonalized 1‑on‑1 Sessions
Practical, practitioner-led sessions designed to bridge the gap between theory and the desk.
Premium Digital Products
Curated study materials, coding scripts, and interview guides from years of experience.
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Free Resources
High-quality guides and tools to kickstart your quant journey.
Get the Quant Formula Sheet
Every core formula you need on the desk and in interviews — Greeks, stochastic calculus, fixed income, and risk — on one page. Sent straight to your inbox, plus occasional notes on new guides and interview prep.
No spam. Unsubscribe anytime.
From models to mastery — your quant desk starts here
Whether you’re preparing for a quant interview, moving from theory to production, or deepening your risk and pricing skills, Desk2Quant gives you the practitioner’s edge — with real code, real case studies, and real interview pressure.
Explore resources
What Aspirants Say
Real feedback from mentees who've accelerated their quant careers
"Amit is a powerhouse of knowledge. More importantly, he is thorough and precise with his guidance. I reached out for advice on breaking into derivative pricing and left with an articulated plan. He tells you what happens in the industry—that helped me chalk out a practical plan."
"I completed my Financial Engineering at WorldQuant University. What Amit does exceptionally well is bridge the gap between theory and practice. He distills front-desk experience into material focusing not just on what models are, but why they exist, how they behave, and where they fail."
"Your Quant Project Pack is the bridge between academic theory and trading desk reality. The 'Resume Bullets' and 'Interview Questions' for every project make this not just a code repository, but a complete career toolkit."
"Amit clarified all my doubts efficiently and gave me clear direction on how to move forward toward my goals. His guidance was practical, focused, and extremely helpful."
"This content focuses on practical failure modes—correlation collapse, calibration instability, numerical blow-ups—insights that come from practitioner experience, not textbooks. For quants who want to develop correct intuition and interview-ready reasoning."
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Ready to Level Up?
Book a session or reach out with any questions. I typically respond within 24 hours.
