Nithya Raman’s strong performance among younger and progressive voters, combined with late-arriving mail ballots that shifted the November 3 runoff tally in her favor, has positioned the 8-12% margin band as the leading outcome in trader assessments. With results showing Raman ahead by roughly seven points and more than 80% of expected votes counted, markets reflect the view that remaining ballots will widen rather than narrow the gap. Incumbent Karen Bass’s concession and criticism over the city’s wildfire response have reinforced the trajectory, while historical patterns of ballot curing and turnout in Los Angeles runoffs support expectations of a final certified margin in that range. Upcoming certification on November 27 remains the key resolution trigger.