vida: extract claims from 2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration

- Source: inbox/queue/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration.md
- Domain: health
- Claims: 0, Entities: 0
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>

domains/health/ai-cognitive-worker-displacement-creates-second-wave-deaths-of-despair.md

@@ -11,7 +11,7 @@ sourced_from: health/2025-pmc-ai-recessionary-pressures-population-health.md
 scope: causal
 sourcer: PMC / Academic
 supports: ["after-a-threshold-of-material-development-relative-deprivation-replaces-absolute-deprivation-as-the-primary-driver-of-health-outcomes"]
-related: ["americas-declining-life-expectancy-is-driven-by-deaths-of-despair-concentrated-in-populations-and-regions-most-damaged-by-economic-restructuring-since-the-1980s", "AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics", "AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks", "profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one", "divergence-ai-labor-displacement-substitution-vs-complementarity", "technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution"]
+related: ["americas-declining-life-expectancy-is-driven-by-deaths-of-despair-concentrated-in-populations-and-regions-most-damaged-by-economic-restructuring-since-the-1980s", "AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics", "AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks", "profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one", "divergence-ai-labor-displacement-substitution-vs-complementarity", "technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution", "ai-cognitive-worker-displacement-creates-second-wave-deaths-of-despair"]
 ---
 
 # AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes
@@ -25,3 +25,10 @@ What makes this a 'second wave' is the population affected. Manufacturing displa
 The authors argue that beyond a certain threshold of AI-capital-to-labor substitution, a self-reinforcing loop of economic decline could emerge that market forces alone cannot correct. This requires proactive fiscal intervention and progressive social policies to distribute AI benefits equitably. Without intervention, AI productivity gains will not compensate for the health harms—they will accelerate them.
 
 Confidence is speculative because the mechanism is predicted rather than empirically documented at scale. However, the underlying displacement → despair pathway is empirically established from the manufacturing era, and the cognitive worker displacement is already beginning.
+
+
+## Extending Evidence
+
+**Source:** IMF Jan 2026 / PWC data cited in Atlanta Fed paper
+
+The Fed data reveals that AI adoption follows an education and skill gradient: higher education levels significantly more likely to demand AI-related skills, while young workers in highly AI-exposed occupations with low complementarity face displacement risk. Areas with higher literacy, numeracy, and college attainment see more AI skill demand. This creates a bifurcated labor market where AI enhances high-skill workers (0.8% productivity gain) while threatening entry-level positions in exposed occupations (0.4% gain or displacement), potentially setting up conditions for cognitive worker displacement similar to manufacturing's deaths of despair.

domains/health/glp-1-access-structure-inverts-need-creating-equity-paradox.md

@@ -88,3 +88,10 @@ Coverage expansion data shows 43% of 5,000+ employee firms now cover GLP-1s for
 **Source:** DistilINFO April 2026
 
 Coverage withdrawal is concentrated among regional health systems (Allina, RWJBarnabas, Ascension, Hennepin) and state employee plans (Ohio, Idaho, Louisiana, Massachusetts), while large sophisticated employers maintain coverage with behavioral mandates. This creates a new layer of access inversion where mid-market and public sector populations lose coverage entirely.
+
+
+## Extending Evidence
+
+**Source:** Atlanta Fed / FRBSF, March 2026
+
+The AI productivity concentration pattern mirrors the GLP-1 access inversion: AI gains concentrate in high-skill, high-education populations (0.8% vs 0.4%) who are least burdened by chronic disease, while chronic disease concentrates in low-skill populations who see minimal AI productivity benefit. This creates a double inversion where both therapeutic access (GLP-1) and economic productivity gains (AI) flow away from populations with highest disease burden, compounding health-wealth divergence.

inbox/archive/health/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration.md

@@ -7,10 +7,13 @@ date: 2026-03
 domain: health
 secondary_domains: [ai-alignment]
 format: research
-status: unprocessed
+status: processed
+processed_by: vida
+processed_date: 2026-04-30
 priority: medium
 tags: [ai, productivity, workforce, economic-research, high-skill-concentration, federal-reserve]
 intake_tier: research-task
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content