Atlas · Human Capital · Intervention Timing

Where intervention bends the curve

For high-risk attributes (125 valued), every published run carries two scenarios — extractionist and liberation. The gap between them is what intervention actually changes. Below: four examples.

Four high-feudalism-risk attributes, dual-scenario decomposed

Each attribute carries a feudalism indicator (path of least resistance, no intervention) and a human agency score (room interventions create). The two scenarios below each attribute are not predictions — they're branch points the methodology forces us to disclose.

Quantitative Reasoning (cognitive)

Feudalism indicator: 0.92 · Human agency: 0.12

Extractionist scenario
P10 quantitative workers are displaced en masse from retail, basic bookkeeping, cashier roles, and manual data entry with zero economic safety net. Capital owners capture 100% of productivity gains from AI-powered POS systems, inventory management, and automated accounting. This population—disproportionately older workers, immigrants with education gaps, and those with learning disabilities in mathematics—becomes structurally unemployable in their current roles. Without aggre…
Liberation scenario (requires intervention)
AI handles all quantitative drudgery, freeing P10 workers from the cognitive strain of tasks they found difficult and error-prone. With UBI or guaranteed income, they pursue work aligned with their actual strengths: physical crafts, caregiving, hospitality, creative arts. Society recognizes that forcing people with low quantitative aptitude into quantitative roles was itself a form of cruelty—we made them do what they were worst at because capitalism demanded it. Liberation m…

Verbal Reasoning (cognitive)

Feudalism indicator: 0.82 · Human agency: 0.18

Extractionist scenario
Content mills, customer service centers, administrative departments, and entry-level professional services firms replace P50 verbal workers with AI at 90-95% cost reduction. Displaced workers flood labor markets, depressing wages across all sectors. Employers capture the entire productivity surplus. Within 3-5 years, millions of workers whose primary economic value was median verbal reasoning face structural unemployment or underemployment at minimum wage physical labor. Weal…
Liberation scenario (requires intervention)
Organizations redeploy P50 verbal workers into roles that combine verbal reasoning with physical presence or emotional labor — in-person customer relationships, community liaison roles, hybrid administrative positions requiring embodied work. Universal Basic Income or negative income tax provides floor as AI handles routine communication. Workers pursue meaning in non-market activities (caregiving, community building, creative exploration without commercial pressure). Society…

Quantitative Reasoning (cognitive)

Feudalism indicator: 0.90 · Human agency: 0.10

Extractionist scenario
P25 quantitative workers are among the first to experience mass unemployment. Their jobs — data entry clerks, basic bookkeepers, retail cashiers using calculators, administrative assistants doing basic spreadsheets — are eliminated with no comparable replacement. Capital holders deploy AI to cut labor costs, pocket the savings, and offer no transition pathway. This population either drops into gig economy precarity (delivery, rideshare, manual labor at commodity rates) or bec…
Liberation scenario (requires intervention)
AI handles all quantitative drudgery, freeing P25 workers from soul-crushing data entry and calculation work. Society recognizes that (1) not everyone needs to be good at math, and (2) human value isn't reducible to economic productivity. Universal basic income or equivalent programs provide baseline security. P25 workers shift into roles where human presence, empathy, creativity, or embodiment is the value proposition — roles that don't require above-average quantitative rea…

Verbal Reasoning (cognitive)

Feudalism indicator: 0.92 · Human agency: 0.08

Extractionist scenario
P10 verbal workers are already in precarious employment (gig economy customer service, low-tier administrative support, basic transcription mills). As AI replaces them at 95%+ substitutability within 1-2 years, they face mass displacement with no cognitive reskilling path—verbal reasoning cannot be trained from P10 to P50 in adults. Capital holders deploy AI customer service, eliminate human CSRs entirely, capture 100% of productivity gains. These workers flood into remaining…
Liberation scenario (requires intervention)
AI-as-prosthetic becomes freely available: P10 verbal workers gain access to AI tools that perform their language comprehension/generation FOR them, allowing them to handle complex verbal tasks via human-AI teaming. Basic income provides economic floor while they transition to physical/embodied work. Society recognizes that P10 verbal was never a meaningful differentiator of human worth—these individuals contribute through physical labor, in-person community roles, and lived …

Why publish both scenarios

A single-point forecast hides the policy-sensitive branch. Forcing dual-scenario disclosure makes intervention-cost reasoning legible: what does it cost to move from the extractionist path toward the liberation path is a quantifiable question once both endpoints are written down.

Source atlas_human_capital_valuations (125 attributes)
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