NEW RELEASE Equity Derivatives Quant Notes & Code — Forwards, Futures, Dividends, Vol Surfaces & Exotics (201 pages) is live. Use code EQD20 for 20% OFF! View details
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Stop learning models as isolated formulas. Master how they are implemented, stress-tested, hedged, validated, and explained under real desk and interview pressure.

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A short loop of real Desk2Quant material in three shots. First, the Quantitative Finance for Absolute Beginners notes open and flip to chapter 26, P&L Thinking and Desk Intuition, highlighting the line "We made $1.5 million today. Why?": 378 pages, 28 chapters and 28 Python scripts. Second, the delta hedging notebook from the Stochastic Calculus Visual Lab: moving the slider from 5 to 200 rebalances cuts the final hedging error on one simulated path from 2.32 to 0.07. Third, the Professional Bundle folder opens to its 13 sections. Real notes. Real code. Built on the desk.

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Amit Kumar Jha

Amit Kumar Jha

Quant Developer | Model Risk Quant | Mentor · IIT Jodhpur

Model Risk QuantXVADerivatives PricingModel ValidationQuant InterviewsPython & C++

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Real Desk2Quant material laid out on a desk: page 59 of the Market Risk notes on Expected Shortfall with its P&L histogram, chapter 26 of Quantitative Finance for Absolute Beginners on P&L thinking, the VaR backtest chart from the Market Risk lab notebook on real data from 2007 to 2026, and the lab's Kupiec backtest function in Python
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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

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Have your CV, GitHub repositories, and quantitative projects audited directly by Amit Kumar Jha (IIT Jodhpur, practising bank quant). Get brutally honest feedback on formatting, ATS readability, mathematics terminology, and project credibility before applying to Citadel, Jane Street, Millennium, or Tier-1 banks.

  • Line-by-line bullet rewriting for high-signal quantitative metrics
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"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."

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Verified Session • Dec 2025

"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."

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Verified Purchase • Dec 2025

"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."

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Verified Purchase • Dec 2025

"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."

Verified Mentee Career Transition
Verified Session • Jan 2026

"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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Verified Purchase • Jan 2026
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