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Derivatives & Trading

Quantitative trading, derivatives structuring and prop trading

Entry ₹6L | Mid ₹20L | Senior ₹50L+
1 0–6 Months Mathematical Foundation 2 6–18 Months Quant Skills 3 Year 1–3 Entry Role 4 Year 3–6 Senior Trader / Structurer 5 Year 6+ Head Trader / Fund Launch

Step-by-Step Roadmap

Trading and derivatives careers involve pricing and trading financial instruments — options, futures, swaps, bonds, and currencies. Highly quantitative and performance-driven. Roles span sales & trading at banks, proprietary trading firms, and hedge funds.

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Stage 1

Mathematical Foundation

0–6 Months
  • Strong grounding in probability, statistics, calculus, and linear algebra
  • Study derivatives basics: call/put, intrinsic/time value, Greeks
  • Learn Black-Scholes model — understand assumptions and limitations
  • Take NISM Series VIII (Equity Derivatives) exam
  • Build a simple options P&L calculator in Excel
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MILESTONE NISM VIII cleared; understands options Greeks intuitively
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Stage 2

Quant Skills

6–18 Months
  • Master Python: NumPy, pandas, scipy, matplotlib for finance
  • Learn options pricing models: Binomial tree, Monte Carlo
  • Study volatility surface construction and calibration
  • Backtest a simple options strategy on historical data
  • Begin FRM preparation for derivatives risk section
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MILESTONE Running a live paper-traded options strategy with PnL tracking
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Stage 3

Entry Role

Year 1–3
  • Prop trading firm, bank S&T desk, or SEBI-registered broker
  • Trade listed options/futures with defined risk limits
  • Analyse market microstructure: bid-ask, order flow, volume profiles
  • Build automated alerting systems for entry/exit signals
  • Study volatility arbitrage and spread trading strategies
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MILESTONE Consistently profitable on a small live trading book
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Stage 4

Senior Trader / Structurer

Year 3–6
  • Manage larger positions with expanded risk limits
  • Structure exotic derivatives for institutional clients (banks/IBD)
  • Build proprietary pricing models for bespoke instruments
  • Mentor junior traders and review their risk management
  • Develop systematic (algo) strategies for execution
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MILESTONE ₹100Cr+ book or complex structured product delivered to client
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Stage 5

Head Trader / Fund Launch

Year 6+
  • Head of trading desk or quant strategies at a major firm
  • Launch your own fund (CAT III AIF, hedge fund)
  • Build systematic trading infrastructure end-to-end
  • Hire and develop a team of quant researchers
  • Generate consistent risk-adjusted alpha through market cycles
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MILESTONE Own fund / hedge fund or Head of Trading at a major institution

🛠️ Key Skills

Options / Futures Pricing Quantitative Modelling Python / C++ Risk Discipline Market Microstructure Statistics

📜 Certifications

  • FRM (GARP)
  • CFA Level 1–3
  • NISM Series VIII (Equity Derivatives)
  • Masters in Quantitative Finance
  • Python / ML certifications

🏢 Where to Apply

Global bank trading desks Proprietary trading firms Domestic brokerages (prop desk) Quantitative trading firms Market-making firms
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