Families make one of the largest financial decisions of their lives on the strength of someone else’s story, usually told with affection by someone it worked for. Here is what the story leaves out, who pays for the gap, and the six questions any family can ask to close it.
In operations work, a quality control department is a tell. It means the company catches symptoms instead of tracing causes. Higher education is covered in the same tell: surveys that cast the wounded as lapsed customers instead of witnesses, trust committees where the winners examine the winners, and a quality seal that never tested the outcome families borrow against.
Reading, writing, arithmetic: the crisis coverage never leaves the three Rs. But the list is a reduction. The old core of schooling put logic at its gateway, and the slogan dropped it. Reasoning has no score, so it can have no crisis, so it is never deliberately taught. And AI just made the other three nearly free.
Michigan is one of the best universities in the country, and it answered a student distress problem by covering first-semester grades. The number its administrators were looking at is true, excellent, and aggregated at exactly the level where the actual problem disappears. This is how capable people miss a root cause, and it is the same error the college-ROI research made for twenty years.
Juniors learned the trade by doing the grunt work next to seniors. AI is cutting the grunt work and remote work is cutting the proximity, so the apprenticeship that quietly made partners is breaking, with nothing designed to replace it. Who becomes the next partner?
Michigan covered its grades and the internet answered in a day. Some replies were careful, most were not, and nobody could tell them apart. That is a market failure with a Nobel Prize behind it. It explains why good arguments go unread, why I chose to argue without standing anyway, and what anyone with an audience can do about it in about a minute.