A survey of 471 undergraduate women who attended the 2017 American Physical Society’s Conferences for Undergraduate Women in Physics (CUWiP) revealed that sexual harassment in physics is insidious and experienced at a significantly higher rate than is generally acknowledged. Nearly three-quarters of respondents had experienced sexual harassment in their physics programs in the last two years.