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Changing racial classification schemes have been shown to impact how race is conceptualized and measured, though little research has explored these consequences among U.S. non-Hispanic Whites due to the group’s assumed stability. This paper explores how the implementation of a Middle Eastern and North African (MENA) category, in accordance with the updated 2024 Office of Management and Budget standards, will shift the composition of the non-Hispanic White reference group, thus affecting reported Black-White gaps across a number of socioeconomic indicators. Using 2014-2018 and 2019-2023 5-year American Community Survey microdata, preliminary analyses show negligible change at a national level, but marked changes at subnational level, particularly among metropolitan statistical areas with larger MENA populations. This paper has implications for the perception of trends and narrative-building surrounding Black-White disparities at a national and subnational level while underscoring the consequences of shifting racial classification schemes and the impact of disaggregating MENA from White.