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How NASWA scales real-time labor market insights with AWS generative AI

Public Sector Blog



This article describes how the National Association of State Workforce Agencies (NASWA) scaled real-time labor market insights by leveraging AWS generative AI to process millions of job postings from the National Labor Exchange Research Hub.

  • Redesigned data pipeline using Amazon Nova Lite and prompt decomposition for efficient job posting analysis
  • Achieved 80% cost reduction compared to original batch processing approach
  • Extracted structured data on educational requirements, pay, benefits, remote status, and employment type
  • Resolved performance bottlenecks while maintaining data quality at scale
  • Enabled workforce agencies to access actionable labor demand insights and emerging career trends
  • Demonstrated value of cross-functional collaboration between AWS and domain experts

The project shows how generative AI combined with scalable cloud architecture can transform unstructured job data into intelligence that guides policy decisions, training programs, and career pathways for American workers.



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