Alpha Exchange

Kumaran Vijayakumar, Co-Founder and CEO, DataDock Solutions

Dec 16, 2025
Kumaran Vijayakumar, Co-founder and CEO of DataDock Solutions, shares insights from his extensive career in equity derivatives trading. He discusses the challenges of evaluating client flow and the transformative impact of data-driven tools in risk assessment. Kumaran emphasizes that client value often emerges from analyzing trade behavior over time, rather than simple P&L metrics. He also covers the importance of collaborative metrics for traders and sales, and how emerging tools can optimize decision-making in fast-paced markets.
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INSIGHT

Extract Value From Imperfect Data

  • Datadoc reverse-engineers value from messy bank data instead of waiting for perfect data consolidation.
  • They simulate granular trade behaviors to reveal client and trade truths hidden in noisy records.
ADVICE

Simulate Trades At Granular Level

  • Simulate each trade at the individual level and model all hedging and layoff choices to assess true contribution.
  • Use those simulations to convert anecdotes into measurable metrics for traders and salespeople.
ANECDOTE

Losing Flow Can Be Strategic

  • A client who consistently lost on volatility trades nonetheless provided capacity to trade larger hedge-fund buyers.
  • That client was highly valuable because their flow enabled profitable business elsewhere.
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