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Kalshi Beats Consensus | The Brainstorm EP 125

18 snips
Apr 1, 2026
Nicole Kagan, Head of Research at Kalshi and former macro investor, explains how prediction markets can financialize uncertainty. She covers liquidity as the engine of price discovery. She outlines rules and insider protections, and explores novel hedging from macro trends to sports, AI, politics, and pharmaco trials.
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ANECDOTE

From Bridgewater Macro Trading To Kalshi Research

  • Nicole moved from Bridgewater macro investing to Kalshi after realizing event contracts would let her hedge election-driven policy risk directly.
  • At Bridgewater she wanted positions on electoral outcomes instead of inferring them through uncertain short-rate forecasts in emerging markets like Turkey.
INSIGHT

Prediction Markets Outperform Consensus With Confidence Bands

  • Kalshi market prices often outperform consensus and provide more than a point estimate by revealing the market's confidence distribution.
  • The Fed paper validated Kalshi's CPI findings and highlighted that markets show uncertainty bands useful for institutional risk assessment.
INSIGHT

Prediction Markets Expand The Universe Of Hedgeable Risk

  • Prediction markets can become a vastly larger asset class by letting participants directly hedge any event risk, from hurricanes to company KPIs.
  • They complement public markets by enabling precise hedges where stock prices are noisy and don't reflect specific operational outcomes.
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