Virtu Financial New York, NY

The process felt pretty progressive overall. Early rounds were more about fundamentals — stats, ML, probability, coding, linear algebra, etc. Later rounds became much more discussion-based and open-ended, closer to research conversations than standard interviews. A lot of emphasis on reasoning under uncertainty, communicating ideas clearly, and staying calm when exploring unfamiliar problems. Less about memorizing formulas, more about how you think.