Pregnancy is considered an important risk factor for severe outcomes from influenza virus infection. The World Health Organization recommends that pregnant women be prioritized for vaccination. No comprehensive systematic review supporting this recommendation has been conducted to date. We found a higher risk for hospital admission following influenza but found no increase in mortality or other outcomes. Comparative, population-based studies are needed to best evaluate the attributable risk of pregnancy.