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The Imperative for AI-Readiness and Synthetic Data Differentiation

Agencies must ensure their data is AI-ready and evolve their data management practices to discern synthetic data from organic sources.

In Brief


  • The U.S. Government needs to ready its data for AI by enhancing quality, enforcing governance, and implementing ongoing quality checks.
  • Synthetic data's role in AI training is valuable but requires careful management to avoid biases and model collapse.
  • Differentiating synthetic from organic data is critical, necessitating clear data structures and tagging protocols for transparency and trust.

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