Opinions and Analysis

Technical analyses, opinion articles, and best practices from experts and specialized sources.

4 Articles

The Semantic Layer as a Strategy for Reducing Data Risks

Opinions and Analysis

The Semantic Layer as a Strategy for Reducing Data Risks

The article argues that standardizing metric definitions, business rules, and access points within a single semantic layer can reduce the risks of conflicting numbers, weak governance, and failed change implementation across analytics and artificial intelligence tools. However, it emphasizes that this layer does not fix poor-quality data and cannot replace an organization’s commitment to standardizing definitions.

2026-07-31