The role of data scientists is shifting as they increasingly prepare data for AI applications. While many still focus on conventional analytics, there’s a growing need for expertise in AI tools and methods. Interestingly, a significant number of organizations continue to rely on rule-based systems, suggesting that the knowledge engineer role may still hold relevance today.