Columbia University's financial mathematics has attracted world-renowned companies such as Goldman Sachs, Morgan Stanley, Citigroup, JPMorgan Chase and Bank of America. Graduates choose to work in banks, investment banks, asset management companies and hedge fund companies. Most of them are engaged in positions such as traders, risk managers, fund managers and analysts.