Lakshya

Field

Trading & Capital Markets

Eight archetypes across the buy side, the sell side, exchanges, brokers and the firms that keep the market honest. Written for both the Indian and the US market, because the plumbing differs more than people expect and the interviews differ with it.

India + US · written from exchange, regulator and vendor sources

Quantitative Researcher Finds the edge, and — far more often — proves that a promising one is not real. TESTS
Measuring what resists measurement Design under constraint The control
OPEN — full archetype →
Quantitative Developer Turns research into something that can run with real money on it. The largest hiring pool in the family. TESTS
Design under constraint The control Failure and incident narrative
OPEN — full archetype →
Low-Latency / Core Engineer Microseconds, C++, kernel bypass and hardware. Small, brutal, extremely well paid. TESTS
Latency and cost arithmetic Design under constraint Measuring what resists measurement
OPEN — full archetype →
Market Data Engineer Feed handlers, tick stores and the corporate-actions problem that quietly poisons every backtest. TESTS
Measuring what resists measurement The control Failure and incident narrative
OPEN — full archetype →
Risk & Margin Analyst SPAN, VaR, stress and the margin call. The function that exists because firms blow up. TESTS
The control Measuring what resists measurement Failure and incident narrative
OPEN — full archetype →
Trade Surveillance & Market Compliance Spoofing, layering, insider patterns. A detection job with a legal consequence attached. TESTS
The control Measuring what resists measurement Discovery before solution
OPEN — full archetype →
Trade Operations & Clearing Settlement, breaks, corporate actions. Unglamorous, indispensable, and the best entry route in the family. TESTS
Failure and incident narrative The control Measuring what resists measurement
OPEN — full archetype →
Execution & Algo Strategist VWAP, TWAP, implementation shortfall — measured on slippage against a benchmark, every day. TESTS
Measuring what resists measurement Latency and cost arithmetic Discovery before solution
OPEN — full archetype →

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