Applying the System Asset Pricing Model
Decision Accounting
Applying the System Asset Pricing Model to Global Maritime Shipping: Measuring the System Welfare Cost of Unpriced Externalities in the World's Trade
core
Core Claim
Each dollar of shipping revenue destroys $1.34 in system welfare
Global maritime shipping earns 969B in annual revenue but imposes 1.30 trillion in welfare costs through six channels: climate damage, premature mortality, ecotoxicity, invasive species, noise, and governance failure. The system beta βW = 1.34 means the industry destroys more welfare than it creates.
- 250,000 annual premature deaths from ship exhaust (Sofiev et al. 2018)
- ~1 Gt CO₂/year → 190B in climate damages at EPA SCC 190/tCO₂
- Scrubber loophole transfers $50–80B/year in ecotoxicity from air to ocean
framework
SAPM Framework
System beta is the ratio of welfare cost to private payoff
SAPM applies CAPM logic to society: private payoff (Π = 969B) is the asset return, system welfare cost (ΔW = 1.30T) is systematic risk. βW = ΔW/Π = 1.34. The system-adjusted payoff ΠSA = Π − βW·Π = −$388B, meaning shipping is a net welfare destroyer.
- Break-even mitigation rate μ* = 1 − 1/βW = 25.4%
- Kappa ratio κ = net profit / ΔW = 32B / 1.30T = 0.025
- System welfare ratio SW = ΔW/Π = 1.34
channels
Six Channels
Air pollution mortality dominates, accounting for 60%+ of total welfare cost
The six independently estimated channels: climate (190B), premature mortality (814B), scrubber ecotoxicity (50–80B), invasive species (81B), underwater noise (15–20B), and governance failure (127B+). Mortality alone exceeds 750B at income-adjusted VSL of 3–4 million.
- Post-IMO 2020, 250,000 deaths/year remain from residual PM₂.₅ and SOx
- Scrubber washwater discharges 35M tons of toxic effluent into marine habitats
- Ballast water invasive species cost $81B/year (Diagne et al. 2021)
governance
Governance Failure
Flag-of-convenience arbitrage is a priced externality channel
73% of global fleet operates under flags of convenience, enabling effective tax rates below 2%, labor exploitation (6,223 seafarers abandoned in 2025), and systematic obstruction of IMO climate regulation. This channel is estimated at $127B+ in foregone tax revenue, enforcement costs, and delayed decarbonization.
- 31% of IMO national delegations include direct corporate representatives (InfluenceMap 2017)
- Maersk paid 1.9% effective tax on $18B profit in 2022
- IMO Carbon Intensity Indicator can be gamed by sailing in circles
montecarlo
Monte Carlo Results
βW median 1.34 with 90% CI [1.1, 1.6]; probability βW < 1 is 0.0000%
From 100,000 Monte Carlo draws across all six channels, the median βW is 1.34. The 90% confidence interval [1.1, 1.6] shows that even at the lower bound, shipping destroys more welfare than it creates. The probability that βW < 1 is effectively zero.
- Channel-specific betas: mortality 0.84, climate 0.20, ecotoxicity 0.07
- Sensitivity: doubling or halving SCC changes βW by only ±0.10
- Break-even requires internalizing 25.4% of externalities
theory
Pigou/Coase Failure
Standard externality tools fail for multi-channel, multi-jurisdictional shipping
Pigouvian taxation fails because no single tax captures all six channels—regulatory whack-a-mole shifts pollution (e.g., scrubber loophole). Coasean bargaining fails because property rights over atmosphere and ocean are undefined, transaction costs are astronomical, and the IMO is institutionally captured.
- IMO 2020 sulfur cap reduced atmospheric SOx but permitted ocean discharge
- 250,000 annual deaths are not parties to any bargain
- Flag-of-convenience states vote to protect registration revenue, not global welfare
policy
Policy Break-Even
μ* = 25.4% is achievable with existing instruments, no tech breakthroughs needed
A global carbon levy at $190/tCO₂, phase-out of open-loop scrubbers, mandatory ballast water treatment, and vessel speed reduction to 'Blue Speeds' would approximately close the welfare gap. Current instruments (EU ETS, IMO 2020) internalize only 3–5%.
- EU ETS covers ~2–4% of global externality
- FuelEU Maritime mandates GHG intensity cuts but does not price mortality
- Wind-assisted propulsion (Pyxis Ocean) demonstrated 14% fuel savings
crossdomain
Cross-Domain Position
Shipping has high absolute welfare cost but moderate βW due to huge revenue denominator
Among SAPM-calibrated domains, maritime shipping shows a distinctive profile: high ΔW ($1.30T), moderate βW (1.34), and extremely low κ (0.025) because welfare destruction subsidizes consumer freight rates rather than concentrated profit. Essential infrastructure systems occupy this welfare-cost profile.
- κ = 0.025: industry retains 2.5 cents per dollar of welfare destroyed
- SW = 1.34: welfare costs consume 140% of gross revenue
- PSF is concave and declining at current operating point
classification
Classification
Shipping is a Private Pareto Violation (PPV) – Institutional
Welfare costs are contemporaneous, measurable, and attributable through established epidemiological and economic pathways. The governance failure channel satisfies the institutional capture criterion: the regulator's decision structure is compromised by industry participation. No impossibility theorem applies—the barrier is political, not physical.
- PPV–Institutional classification under Private Pareto Theorem
- Costs are non-consented: coastal populations bear mortality risk without compensation
- Internalization possible through existing governance instruments
change
What Changes
The question is governance, not technology: shipping can break even by pricing 25% of its externalities
The paper shows that the welfare gap is measurable, attributable, and closable with known policies. The barrier is institutional capture of the IMO by flag states and corporate lobbies. The result reframes maritime regulation from a technical challenge to a governance challenge: the tools exist, the will does not.
- βW = 1.34 gives a single, falsifiable target for policy
- μ* = 25.4% is a concrete break-even condition for policy bundles
- The paper's companion data repository enables independent replication