What type of people are successful on Kalshi? We commissioned an independent third party to study our top traders. Here’s what they found: Top traders are not limited to privileged or financial backgrounds. -79% went to public school -They are over 2x as likely to have worked retail or service jobs than on Wall Street -65% are self-taught The majority of top traders: : -Actively seek out primary documents for research -Actively seek out conflicting sources to challenge their beliefs -Outperform the public on numeracy tests The findings echo the foundational work of Philip Tetlock: the best forecasters are not subject matter experts. They tend to be otherwise-ordinary people who are intellectually humble, willing to do research, and think probabilistically instead of emotionally.