In this usability study of phishing attacks and browser antiphishing defenses, 27 users each classified 12 web sites as fraudulent or legitimate. By dividing these users into three groups, our controlled study measured both the effect of extended validation certificates that appear only at legitimate sites and the effect of reading a help file about security features in Internet Explorer 7.