Trader consensus favors Nithya Raman at 45.5% implied probability to win the Los Angeles mayoral election, driven by her late February entry as a progressive City Councilmember challenger and a March 30 Loyola Marymount poll showing her leading incumbent Karen Bass 33%-17% among likely voters, amid criticism of Bass's homelessness and wildfire response. Bass holds 29% on incumbency advantages and recent campaign pushes like her South LA headquarters opening, while Spencer Pratt's 19% reflects his post-Palisades Fire outsider appeal to undecideds, who hit 40% in an April 3 UCLA Luskin poll where Bass led narrowly. With polls volatile and the June 2 nonpartisan primary looming—top two advancing to November—debates and early voting from May 5 could tip the closely contested race.