BACKGROUND: The use of pejorative or stigmatizing language to describe individuals with alcohol and drug use disorders adversely affects treatment seeking, quality of care, and treatment outcomes. In 2015, the International Society of Addiction Journal Editors released terminology guidelines that recommended against the use of words that contribute to stigma against individuals with an addictive disorder. This study examined the use of stigmatizing language in National Institutes of Health (NIH)-funded research and reviews published by the journal, Alcoholism: Clinical and Experimental Research (ACER) from 2010 to 2020, with the goal of sharing the results with the alcohol research community to enhance awareness. METHODS: The search for stigmatizing language in ACER was limited to NIH-funded articles made publicly available on PubMed Central (PMC). Though ACER is not an open-access journal, original research and reviews directly funded by NIH are published to PMC for open access to the public as required by the conditions of NIH funding. ACER articles published on PMC were searched from 2010 to 2020 with specific queries for individual terms of interest including those considered pejorative ("alcoholic," "addict," and "abuser") and outdated ("alcohol dependent," "alcohol abuse," and "alcoholism"). The number of articles containing a term of interest for a given year was divided by the total number of articles published in that year to determine the percent use of each term per year. RESULTS: Our search of research and reviews (n = 1903) published in ACER on PMC determined that although the use of pejorative and outdated terminology has decreased over time, there is continued use of the term "alcoholic" over the last decade. Specifically, in 2020, over 40% of articles searched for in PMC still included "alcoholic." The results of a separate manual search (n = 110) on the Wiley Online Database showed that approximately 30% of articles used the term "alcoholic" in a stigmatizing manner. CONCLUSIONS: Stigmatizing language can perpetuate negative biases against people with alcohol use disorder. We encourage researchers to shift away from language that maintains discriminatory conceptions of alcohol use disorder. Reducing stigma has the potential to increase rates of treatment seeking and improve treatment outcomes for individuals with alcohol use disorder.