Acute respiratory failure (ARF) is a common and potentially life-threatening condition that frequently requires intensive care unit (ICU) admission and mechanical ventilation (MV). It is important to understand trends in ICU utilization over time to inform efforts to optimize patient-centered outcomes and resource utilization, particularly in the setting of the aging U.S. population.