Applying the System Asset Pricing Model
Decision Accounting
Applying the System Asset Pricing Model to Pharmacy Benefit Management: Measuring the System Welfare Cost of the U.S. Rebate Intermediary
core-claim
Core claim
PBM rebate system destroys 6.30 in welfare per 1 of profit
The Big Three PBMs earn 27.6B/yr in profit while imposing ≈174B/yr in system welfare costs. System beta βW = 6.3 (90% CI: 4.8–8.1).
- βW = ΔW / Π: welfare destroyed per dollar of industry revenue
- Monte Carlo (100,000 draws): 99.4% of specs show welfare-negative
- System-adjusted payoff Π = −66B × (1 − 6.3) = −146.3B/yr
sapm-basics
SAPM vs CAPM
System Asset Pricing Model maps CAPM to welfare
CAPM prices risk against market portfolio; SAPM prices payoff against welfare portfolio. βW > 1 means welfare loss exceeds private gain.
- CAPM: E[Ri] = Rf + βi(E[Rm] − Rf)
- SAPM: Π = Π − βW · Π = Π(1 − βW)
- PBM βW = 6.3: each dollar of industry revenue associated with $6.30 welfare loss
channels
Six channels
Welfare cost flows through six distinct channels
Channel-weighted βW = 6.3. Morbidity channel dominates (100–528 B/yr).
- 1. Rebate trap & formulary distortion: $36–60 B/yr deadweight loss
- 2. Patient out-of-pocket extraction: $2.5–3.2 B/yr via list-price coinsurance
- 3. Independent pharmacy destruction: 40M Americans in pharmacy deserts
- 4. Medication non-adherence: 100–528 B/yr avoidable morbidity
- 5. List-price inflation: $350B cumulative gross-to-net bubble
- 6. Governance capture: 17.5M/yr lobbying shields 62.7B DIR fees
morbidity
Morbidity dominates
Non-adherence costs exceed total PBM revenue by 3.6×
100,000 preventable deaths per year from cost-related non-adherence. Lower bound of $100B exceeds PBM industry revenue.
- Risk of dying from unaffordable Rx is 10× homicide risk
- Avoidable healthcare costs: $100–528 B/yr
- Channel 4 alone makes system deeply welfare-negative
monte-carlo
Monte Carlo
99.4% of simulations confirm welfare negativity
100,000 Monte Carlo draws propagate uncertainty across all six channels. βW never below 2.8 even under most charitable assumptions.
- Median βW = 6.3; 90% CI [4.8, 8.1]
- P(βW < 1) = 0.0000%
- Marginal βW at current scale = 9.1 (exceeds average 6.3)
efficiency
Break-even efficiency
PBMs would need 86% efficiency to break even — they achieve 13%
Break-even system efficiency μ* = 0.86. Current estimated efficiency μ ≈ 0.13 — a factor of 6.6 gap.
- μ*: share of intermediation margin converted to welfare gains
- At μ = 0.86, βW = 1.21 (welfare-neutral)
- Current μ = 0.13: PBMs retain 5 per 100 for genuine cost-containment
pigou-coase
Pigou & Coase fail
Standard correction mechanisms don't work for PBM intermediation
Pigouvian tax fails because externality is the business model itself. Coasean bargaining fails due to engineered opacity and undefined property rights.
- Externality is not a byproduct — it is the production itself
- Information asymmetry: PBM contracts shielded by NDAs
- Who 'owns' the rebate? Manufacturer, PBM, plan sponsor, or patient?
cross-domain
Cross-domain rank
PBM rebate system ranks 5th highest among 10 SAPM domains
βW = 6.3 places it above Bitcoin mining (5.0) and below monoculture agriculture (8.6).
- PFAS contamination: βW = 35.2 (highest)
- Frontier AI deployment: βW = 7.4
- Auto emissions: βW = 1.21 (lowest among calibrated)
policy
Policy validation
2026 FTC settlement and CAA confirm MST prediction
FTC's Express Scripts settlement mandates WAC-neutral formularies and delinked compensation. CAA 2026 requires compensation delinking by 2028.
- Missing System Theorem: βW > 1 activities admit Pareto-improving reallocation
- FTC settlement: first institutional implementation of corrective reallocation
- CAA 2026: structural reform, not marginal tax
implications
What it changes
PBM rebate system is a regulatory artifact, not a force of nature
Created by 1987 Anti-Kickback safe harbor, sustained by ERISA preemption. High reversibility: welfare cost can be eliminated in 24–36 months.
- No impossibility theorem blocks reform — this is institutional PST
- Reform requires political will, not technological breakthrough
- βW trajectory under reform: projected decline to <2 by 2032