It is no secret that the average age of the U.S. population is increasing, and this has special significance for the U.S. health care system. The number of individuals above 65 years old is predicted to increase 55% by 2030, and all the while, there is a looming physician shortage, one especially relevant for Geriatricians. Therefore, current Geriatricians must have objective information to assess the past, present, and future state of this important specialty. However, little literature exists regarding the recent changes in Geriatrics-related graduate medical education programs. In the present study, we use data from the Accreditation Council of Graduate Medical Education, to characterize quantitative trends in Geriatrics graduate medical education between academic years 2001-2002 and 2017-2018. We find that, when Hospice/Palliative Care is excluded, Geriatrics-related graduate medical education programs have grown by just 1.1% when adjusting for population growth. There are 58 fewer total filled Geriatrics and Geriatric Psychiatry positions in 2017-2018 than there were in 2001-2002, a population-adjusted decline of 23.3%. Our results confirm the growing notion that the Geriatrics specialty may need to alter its approach toward professional supply, if it is to meet the growing health care demands of an aging U.S. population.