Retraining

Across Kyle’s reading, retraining is the proposed but stubbornly under-delivering answer to automation-driven job displacement — the policy hope that displaced workers can be reskilled into the new economy, repeatedly undercut by the empirical record. Janesville is the central case study: Amy Goldstein documents that GM workers laid off after the plant closure who went back to school at Blackhawk Technical College actually fared worse on employment and pay than those who didn’t, despite a bipartisan “retraining gospel” embraced by Paul Ryan and Obama alike — the retrained were earning roughly a third less than before, versus 8 percent less for those who skipped it. The War on Normal People reinforces the finding from the policy side: retraining programs “as currently practiced, tend to show few, if any benefits.”

The Expertise Economy frames the scale problem — “there are few precedents in which societies have successfully retrained such large numbers of people,” and the speed is the novelty: workforce transitions that historically took decades or centuries are now compressed. 21 Lessons for the 21st Century pushes this furthest: Yuval Noah Harari argues retraining won’t be a one-time event but “a cascade of ever-bigger disruptions,” with the very idea of a job — or even a profession — for life becoming antediluvian by 2050, and notes the mental-balance cost of perpetual reinvention.

The two people-pages attached to this concept hold the more optimistic counter-positions: Banu Ozkazanc-Pan sees reskilling (e.g. teaching displaced workers to code) as a short-term fix globally but transformative for the individual, and Mark Cuban proposes data labeling and expanded national-service programs as an absorption path for displaced low-skilled workers.

Quick Capture links — June 18, 2026

Links Kyle saved to this topic on June 18, 2026 (manual capture batch).

• https://www.cnbc.com/amp/2019/08/24/linkedin-apprentice-programs-train-food-workers-teachers-athletes.html — CNBC: LinkedIn apprentice programs train food workers, teachers, athletes. Education

Where this appears

• Janesville — the central empirical finding: retrained GM workers fared worse than those who didn’t retrain
• The War on Normal People — retraining programs show “few, if any benefits” as currently practiced
• The Expertise Economy — few precedents exist for retraining people at this speed and scale
• 21 Lessons for the 21st Century — retraining as a perpetual demand, not a one-time effort, with mental-balance costs
• Our Towns — community-level workforce-transition terrain
• Recession Proof — referenced in the workforce-resilience context
• Banu Ozkazanc-Pan — reskilling as a short-term global fix, transformative for the individual
• Mark Cuban — data labeling and national-service programs as absorption paths
• Education / Future of Work / MBA Degrees — the surrounding skill-and-credential debate