three AI reads at a time

macro-labor

4 items

Auren's Substack 2026-05-17-3

if you can't get a job today, it's your fault

NACE revised class-of-2026 hiring up from 1.6% to 5.6% in six months, and the displacement camp and the Hoffman camp are both reading that number correctly because they're arguing different things: aggregate hiring is stable, composition is rotating from credential to portfolio. The kids running the old playbook are losing a fight nobody else is in. Any hiring funnel still sorted by US News rankings is already a stranded asset.

# tags
ai-labor-displacementcredential-disruptionskill-revaluationhiringmacro-labornarrative-arbitragefounder-betpm-bifurcationai-economicswhitespace-adjacent
◆ entities
Auren HoffmanNACEIBMFlex CapitalTufts UniversityDePaul UniversityUS News
→ threads
ai-labor-displacementcredentialing-collapse
⟷ links
2026-05-10-12026-04-06-12026-03-18-12026-05-04-12026-04-05-12026-04-14-12026-05-08-32026-05-11-22026-05-10-22026-05-13-12026-05-15-12026-05-14-3
permalink
The Economist 2026-05-15-1

Is AI putting graduates out of work already?

The most AI-exposed graduate quintile lost 6.6 percentage points of full-time employment between 2022 and 2024, versus 1.5 for the least-exposed, and the class of 2025 most-exposed fields collapsed from 70% to 55%. The sharpest signal isn't the employment data, which is noisy and tech-cycle-confounded: it's computer programming enrollment down 26% in a single year, because prospective students choosing majors are pricing in lock-in years before the labor market clears. The class of 2030 just dropped programming as a major. Tomorrow's senior shortage is being built today.

# tags
ai-labor-displacementworkforce-bifurcationlabor-sharethe-economistprofessional-services-disruptionai-political-economymacro-laborpilot-to-scaleconsultingcurriculum-disruptionnarrative-analysisai-displacement
◆ entities
The EconomistErik BrynjolfssonMorgan FrankKevin HassettNACENational Student ClearinghouseHandshake
→ threads
AI labor displacementSoft-landing consensus breakProfessional services pyramid restructuring
⟷ links
2026-03-18-12026-03-21-22026-03-13-w32026-04-12-12026-04-05-12026-05-01-32026-03-31-m32026-04-15-32026-04-25-12026-05-07-12026-05-06-32026-05-07-22026-05-09-32026-05-11-22026-05-10-22026-05-14-3
permalink
Economic Forces 2026-05-08-3

You Are Not a Horse: AI and the Future of Labor Demand

The AI displacement debate keeps confusing labor share with labor demand. Albrecht's three-channel decomposition shows the horse outcome requires substitution dominating scale at task level, AI dominating every sector spending migrates to, and consumers stopping their drift toward human-intensive activities: all three must break simultaneously. The likely 2026 to 2030 steady state is total employment growing while productivity gains flow to capital, and most operating models are not designed to plan for both at once.

# tags
ai-economicsai-labor-displacementmacro-laborstructural-changelabor-shareconsensus-migrationrelational-sectorai-displacementeconomic-forcesbrian-albrechthicks-marshallcomparative-advantageleontiefo-ring-theorytrammellimasbessen
◆ entities
Brian AlbrechtEconomic ForcesWassily LeontiefMichael KremerJames BessenPhilip TrammellAlex ImasComin Lashkari MestieriEloundou Manning Mishkin RockAnthropicOpenAIBLSHicks-MarshallO-Ring theory
→ threads
ai-economicsai-labor-displacementmacro-labor
⟷ links
art_20260503_klein-nyt-opinion-why-the-ai-job-apocalyart_20260424_garicano-the-task-is-not-the-job-bundle-art_20260428_brynjolfsson-mindfully-optimistic-augmenart_20260423_meta-10pct-layoffs-ai-capex-offset-discart_20260508_ai-is-distorting-practically-everything-art_20260424_prof-g-markets-yang-ai-job-crisis-entry-2026-03-13-w32026-04-12-12026-04-06-12026-05-05-32026-05-02-22026-04-05-12026-03-18-12026-04-12-32026-04-28-22026-04-22-12026-04-27-32026-04-30-22026-05-02-12026-05-03-3
permalink
The New York Times 2026-04-30-2

NYT Opinion: The A.I. Fear Keeping Silicon Valley Up at Night

The SF AI consensus is already bleak — the interesting thing is that the labs believe their own products break the career ladder for millions and are now actively shaping the political data before Congress asks. OpenAI's policy team has reportedly deprioritized research on environmental impact, the gender gap, and long-run forecasting; Anthropic put $20M behind a pro-labor congressional candidate while OpenAI's PAC spent $2M+ against him. By the time workforce hearings happen, the data infrastructure will already carry the labs' fingerprints.

# tags
ai-labor-displacementai-policyai-policy-captureai-political-economyanthropicopenainarrative-analysisregulatory-capturepost-work-economynytlabor-policyubiai-displacementai-economicsworkforce-bifurcationmacro-laborpost-midterm-thesis
◆ entities
Sam AltmanDario AmodeiJack ClarkChris LehaneGreg BrockmanAlex BoresDavid ShorAnthropicOpenAIAnthropic InstituteBlockJack DorseyMercor APEXGDPValBlue Rose ResearchLeading the Future PACCarl Benedikt FreyAnton Korinek
→ threads
ai-displacement-narrative-arcai-political-economyai-policy-capture-watch
⟷ links
2026-04-21-22026-04-07-32026-03-18-12026-04-14-12026-03-21-22026-04-05-12026-04-02-32026-03-13-w32026-04-29-2
permalink