Classical forum hall with golden accents

credentials

2 essays in the Forum tagged "credentials".

← All essays
Watching the Cracks

The Saleability of Human Hours: Labor, AI, and the Mengerian Inversion Already Underway

The April 2026 jobs report looked healthy on the surface: 115,000 jobs added, unemployment steady at 4.3%, with monthly job growth averaging 76,000 across the year so far against the roughly 15,000 a month 2025 averaged once the benchmark revisions were in. Underneath the aggregate, the composition is shifting in ways the headline number cannot capture. Tech-sector job-cut announcements reached 52,050 in Q1 2026 alone, and AI was cited in 27,645 announced cuts across all industries — roughly 13% of the quarter's total, a share rising quarter over quarter. Healthcare, transportation, warehousing, and skilled trades grew. Ford CEO Jim Farley reported 5,000 open mechanic positions his company cannot fill at salaries reaching $120,000. Top-of-scale data-center electricians clear $280,000 where sustained overtime is available, and construction needs to attract 349,000 new workers in 2026 alone. The framework's reading: this is not a labor market in cyclical adjustment. It is the Mengerian saleability spectrum of human labor being structurally reordered in real time, with white-collar work AI can substitute losing saleability while physical work AI cannot perform gains it. The aggregate "labor market" is the wrong unit of analysis. This essay applies Menger's six saleability criteria to labor itself, engages Anthropic CEO Dario Amodei's "white-collar bloodbath" prediction directly, and traces what the inversion means for households navigating it.

labor marketsAIMengersaleabilityCantillonskilled tradeswhite collarcredentialsDario AmodeiFekete
Watching the Cracks

The Credential That Could Not Compound: College Costs, Closures, and What AI Reveals About the Degree

Hampshire College announced its permanent closure on April 14, 2026. Anna Maria College followed nine days later. Eight nonprofit colleges have announced closures so far in 2026, on top of the sixteen closure announcements Inside Higher Ed tracked in each of 2025 and 2024 — forty-eight institutions in total since March 2020, affecting more than 52,000 students. The headline causes are demographic and financial. The framework's reading is that the underlying cause is older and more structural: college tuition has compounded at approximately 5.92% annually since the BLS began tracking it in 1977, against overall inflation of 3.51% and wage growth substantially below tuition for the entire period. The credential that the financial premise required to continue growing in value has, in framework terms, run out of saleability runway — and the arrival of AI as a substantively comparable substitute for many of the cognitive tasks the degree was supposed to certify removes the last structural prop holding the system together.

collegetuitionHampshire Collegedemographic cliffAIMengerFeketesaleabilitycredentialshigher education