BackgroundDelays in the release of national vital statistics hinder timely assessment of influenza severity, especially during pandemics. Inpatient mortality records could provide timelier estimates of influenzaâassociated mortality.MethodsWe compiled weekly ageâspecific deaths for various causes from US State Inpatient Databases (1990â2010) and national vital statistics (1990â2009). We calculated influenzaâattributable excess deaths by season based on Poisson regression models driven by indicators of respiratory virus activity, seasonality, and temporal trends.ResultsExtrapolations of excess mortality from inpatient data fell within 11% and 17% of vital statistics estimates for pandemic and seasonal influenza, respectively, with high yearâtoâyear correlation (Spearman's rho = 0·87â0·90, P < 0·001, n = 19). We attribute 14 800 excess respiratory and cardiac deaths (95% CI: 10 000â19 650) to pandemic influenza activity during April 2009âApril 2010, 79% of which occurred in people under 65 years.ConclusionsModeling inpatient mortality records provides useful estimates of influenza severity in advance of national vital statistics release, capturing both the magnitude and the age distribution of pandemic and epidemic deaths. We provide the first ageâ and causeâspecific estimates of the 2009 pandemic mortality burden using traditional âexcess mortalityâ methods, confirming the unusual burden of this virus in young populations. Our inpatientâbased approach could help monitor mortality trends in other infectious diseases.