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The National Oceanic and Atmospheric Administration (NOAA) Living Marine Resources Cooperative Science Center (LMRCSC) was established in 2001 as a multi-institutional collaborative program with the goal of preparing a diverse future STEM workforce in marine and fisheries sciences. Using best practices for recruiting, mentoring, and training students, the Center has had a significant impact on the number of individuals from underrepresented groups earning degrees in NOAA-related sciences. From 2001 to 2022, the LMRCSC recruited and trained 1,092 students (516 BS, 241 MS, 89 PhD, and 246 non-degree students), and graduated 630 (401 BS/BA, 173 MS/MA, 56 PhD) students. About 77% of the graduates belong to underrepresented groups. Of the LMRCSC graduates, 41 work for NOAA or NOAA contractors. Since 2016, 67 graduate students have taken part in internships at NOAA Laboratories across the United States. Institutional capacities built using NOAA funds have enabled Historically Black Colleges and Universities collaborating with the Center to leverage funds to develop several programs, including a National Science Foundation Research Experiences for Undergraduates site in marine and estuarine science. The NOAA LMRCSC has become a model collaborative educational partnership that should be replicated elsewhere to enhance diversity in STEM disciplines, particularly the geosciences.