Research preview

The Kansas Senate race has sharpened, with Methodist minister Adam Hamilton now the leading Republican challenger and a 34% implied probability of flipping the seat blue for the first time since 1932. For quantitative traders, the event illustrates how low‑probability outcomes and minute latency advantages can be priced into markets. Market Reaction to a 34% Upset Probability When a political race moves from a long‑standing safe seat to a 34% chance of reversal, options markets and futures on the race’s outcome adjust quickly. Implied volatility spikes as traders price the new tail risk, widening bid‑ask spreads on related contracts....