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Data & Analytics Predictions for 2026

Summary
As 2025 comes to a close, one thing is clear: the experimentation phase of GenAI in data and analytics is ending. In its place, enterprises are entering a more pragmatic era focused on trust, governance, economics, and tangible business outcomes. The lessons learned over the past year are shaping how organizations invest, build, and compete in 2026. Below are my predictions for the future of data and analytics. 1. Driven by AI, enterprises will …
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AtScaleAtScale

Looking Back at 2025: Rating My Predictions on AI, Semantics, and Data Democratization

Last year, I made a set of predictions for data and analytics trends for 2025: “The Future of Data & Analytics: Trends to Look For.” Now that the year has wrapped, it’s time to put those forecasts to the test and grade how well they held up.  Here’s my self-review, prediction by prediction. Prediction: Semantic Layers Become an Essential Component for GenAI Original Forecast:Large Language Models (LLMs) are trained on a vast corpus of generally …

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AtScale broke the news in on Tuesday, January 6, 2026.
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