LAYER 3 · FINANCIAL IMPACT
LAYER 3 · FINANCIAL IMPACT
Layer 3 · Financial Impact
All Physicians · US Total · Metro. FTE gaps translated into health-system P&L impact, preventable hospitalizations, life-years lost, and macro GDP drag. Every coefficient has a citation — see Methodology. Switch archetype, override assumptions, or swing parameters ±20% to stress-test the model.
2035 shortage FTE
-352,720
2035 health-system impact
−$117.8B
2035 preventable admits
14,108,800
2035 GDP drag
−$805.2B
Green bar = impact shrinks if the parameter falls 20%. Red bar = impact grows if the parameter rises 20%. Rows sorted by total swing magnitude.
Default values are literature-backed (Kaufman Hall, NSI, AHRQ, Commonwealth Fund). Override any field to stress-test the model live. Changes apply to the KPI cards, cumulative strip, tornado, and state table above.