Alteryx report: 65% of analysts say AI works best with business-managed logic

  • Alteryx published its 2026 State of Data Analysts in the Age of AI report, showing 65% of analysts view AI as most productive when business logic is managed at the business level.
  • Data quality or governance drove 47% of failed AI and analytics projects, highlighting data controls as a key constraint on AI deployment.
  • Analysts reported spending 5.7 hours a week preparing and cleaning data, with another 3.7 hours spent checking and correcting AI-generated outputs.
  • Only 3% preferred fully autonomous AI without routine human involvement, while 46% favored human approval before AI systems take action.
  • AI adoption was near-universal, with 96% of analysts using AI tools, while 50% of analysts said business-critical decisions are now influenced by AI insights.


Disclaimer: This news brief was created by Public Technologies (PUBT) using generative artificial intelligence. While PUBT strives to provide accurate and timely information, this AI-generated content is for informational purposes only and should not be interpreted as financial, investment, or legal advice. Alteryx Inc. published the original content used to generate this news brief on May 20, 2026, and is solely responsible for the information contained therein.