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Christian Lindke's avatar

When I was getting my MBA, one of the major incentive problems we discussed was Bond Rating firms who were paid by the people who were issuing the bonds. It creates an odd incentive loop and as the financial crash showed, you get more of what you pay for and that can have consequences. Of course, we also discussed how having the purchasers of the Bonds pay the rating agencies creates its own incentive issues as the incentive will be to maximize purchaser interests over issuer interests. The solution to that problem is very difficult and the signal, the information needed to really judge the worth of a bond, can get lost if things get too complex within the bond.

Of course, in the end, most of the Mortgages (even the bad ones) within the structured items paid out. The range of actual foreclosures was either approximately 4% or 2.25% (https://finmasters.com/foreclosure-rate/#Foreclosure-Rates-in-the-United-States), much higher than normal, but not a high risk investment by any stretch. The "shorters" made out like bandits, but if you held on you didn't do so bad either. The negative values of the homes eventually faded, etc., which shows that mortgages work best as what they are designed (long term investments) as opposed to mark to market day traded commodities. I'm still a fan of MBS instruments, they diversify risk in $1,000 packets instead of centralizing the risk for single entities, but clearly the information needs to accurately what is in the MBS and when bundling them that can get dicey.

In this case, unlike the Bond case, I don't know that it would be a misalignment of incentives to have the employers be the ones who pay for grade evaluation. They are the stakeholders who benefit from the information directly and while the may want the best student for the lowest cost (that's a wage issue), they still want the best student who receives the best instruction. The incentive structure, and the financing, seem to me to align in a manner similar to a typical pricing structure.

When education is about learning and being "cultured", and not job training, then the incentive is on the student end. They want the grades to accurately reflect their learning and will pay for the best. However, once those grades and institution are tied to later financial success on prestige alone built from earlier eras of status and knowledge seekers, the incentive flips. They want the money and prestige from the degree, but don't want to work and are willing to pay a premium...a government subsidized premium. The universities care little because their donors come from the graduates who got the higher paying, higher status, positions without effort and are grateful. It is in their interest to provide that to those paying for the privilege. You see this reflected in the shift away from paying for more professors and toward paying for more administrators, social benefits (resort like gyms), and accomodation programs and staff. Gotta have those stress reducing puppy petting days funded by your university and staffed by accomodation administrators. You need more people to manage the students' experience and fewer doing research (research positions have value, but only so much) or educators. After all, if everyone is getting an A it's okay to have a 500 student class (which is an absurd class size and I know there are bigger).

You get more of what you pay for and students have been paying for nice accommodations, staff who police speech on campus or anything that disrupts the pleasant experience of the customer, and As. The incentive and what is being paid for are aligning, but in a way that is bad for so many stakeholders.

This isn't due to AI though. Harvey Mansfield has been complaining about it for decades. AI just provides a wonderful lens through which to criticize it because AI has such a bad name in certain circles right now. Used correctly, with a knowledge base, AI can be great. If you know what questions to ask, and how to push back, you can learn a lot from AI. It can be a great teacher, editor, and assistant. If you use it as a replacement for your own work, it's terrible and will spiral into enshitification as more of it's learning corpus is slop. Using AI as a substitute for knowledge will let the random error eventually take over in repeated "simulations" of answers, just as all Grok goblins look the same (they don't, but they look pretty close). Of course, if you are already paying for an A regardless of effort (Hi Harvard and Yale), what does it matter if you use AI to cut study time and maximize your socialization time? That's the current incentive model. Just ask the students what the benefit of Harvard is. It wasn't knowledge they talked about, it was the network. They viewed all the knowledge they worked hard for in High School as sufficient, even as that level of knowledge only really opens the door to more challenging ideas.

Joel Hughes's avatar

“I teach at a public university, so let me say this part plainly: the students being routed into the unaccountable version of the signal are precisely the students the public version was invented for.” I also teach at a public university. You are correct.

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