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This study applies correspondence analysis and hierarchical clustering to 3,822 public open access datasets to uncover latent structures among 16 NASEM equity indicators. Results reveal three interpretable clusters and distinct data-level profiles, offering a simplified, empirically grounded framework to support equity-driven analysis, benchmarking, and policy use.