Yes, bias is a problem:

Gender bias exists in letters of recommendation, and it is reflected in the language used to describe and evaluate female versus male candidates. Professional organizations such as AGU are becoming more aware of this issue, and are pursuing avenues to address it. The following studies document this issue and discuss the impact on the hiring process and gender disparity within academic science.