There’s a number that stopped me in my tracks recently. U.S. manufacturers spent about $32 billion training and upskilling their people—a 22% jump from 2019—and the average worker now logs close to five more training hours a year than they did back then, climbing from 42.9 hours to 47.6 (Manufacturing Institute survey).

That’s a serious investment, and it’s the right instinct.…

Ask a leadership team how many hours went into last quarter’s operating review. Then ask how many of those hours went into a problem the team had already solved once before. Watch how the room reacts to the second question.

That reaction is the tell. Most organizations don’t have language for it, much less a number, because they’ve never separated a new problem from an old one…

Product compliance is moving beyond certificates and restricted-substance checks. PFAS restrictions, digital product passports, artificial intelligence, supply-chain transparency, and sustainability increasingly require manufacturers to connect regulatory knowledge with reliable product, material, and supplier data.

When I began…