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With noncognitive measures and education outcomes data from 157,757 students, we partitioned variance between and within groups based on race/ethnicity (more general data disaggregation) versus national origin (more specific data disaggregation). ICCs of HLM two-level models were twice as large or more for groups based on national origin. We discuss implications of specificity of data disaggregation for policy and practice.