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Studies · CA Air Quality · Investigation 09

Where Should $2B Go — Transport or Wildfire?

California spends billions on vehicle electrification to clean the air. But wildfire smoke is 77% of the state’s PM2.5 burden. A 10% wildfire reduction avoids 661 deaths (Di CRF) or 2,196 (Krewski CRF); the $2B accelerated transport program avoids 626 (Di) or 2,001 (Krewski). Under Di the two are close per dollar; under Krewski, wildfire wins decisively.

77%
Wildfire Share
661–2,196
Deaths / 10% Cut
626
Net Deaths / T2 $2B (Di)
11%
On-Road Share
Cross-Sector ROI

Wildfire Dominates the PM2.5 Budget

California’s PM2.5 comes overwhelmingly from wildfire smoke. On-road transport is 11%. Residential sources are 1.2%. Power generation is 0.1%. The entire controllable fraction — everything electrification can touch — is only 12.3% of total PM2.5 exposure.

Wildfire
77%
Dominant source. Largely outside electrification policy.
On-Road Transport
11%
Primary target of $2B electrification investment.
All Other Controllable
1.3%
Residential, EGU, area sources combined.

Policy attention goes to the 12% that can be electrified. The question here is what happens if a fraction of that attention goes to the 77% instead.

Head-to-Head Comparison

Wildfire Treatment vs Transport Electrification

We compare wildfire PM2.5 reduction scenarios against the transport and building electrification policies at 2035. Transport and building deaths are net — after the regional ozone chemistry (LA-Basin disbenefit, Central Valley benefit) is accounted for. Wildfire has no ozone interaction. We report both CRFs: Di (conservative) and Krewski (higher risk per µg/m³).

Intervention Deaths (Di) Deaths (Krewski) Cost ($B) $/Death (Di)
T1 Baseline (ACC II) 455 1,450 $0 Free
T2 Accelerated 626 2,001 $2.0B $3.20M
5% Wildfire Reduction 330 1,099 $0.8–2.5B $2.5–7.5M
10% Wildfire Reduction 661 2,196 $1.7–5.0B $2.5–7.5M
20% Wildfire Reduction 1,172 3,857 $3.3–9.9B $2.82–8.45M
B2 Accelerated (Building) 57 180 $2.0B $34.9M

Di deaths come from the point-estimate ozone-PM2.5 integration. Krewski-CRF deaths scale by the Krewski/Di ratio (~3.2) observed in the Monte Carlo. Wildfire cost range: $500–$1,500/acre across 1.65–9.9M acres annually. Transport cost from CEC scenario definitions. Under Di, wildfire 10% (661 deaths) edges ahead of Transport T2 (626); under Krewski, wildfire dominates. See Inv 08 for the CRF burden-scale analysis — Di and Krewski agree on T2 as the optimal transport scenario, but the age-threshold difference rescales the burden ~4×.

Regional Breakdown

Wildfire Dominates Every Region

The wildfire share is not just a statewide average. In every major air basin, wildfire PM2.5 exceeds on-road transport by at least 6:1. Sacramento is the most extreme: wildfire is 90% of PM2.5 while on-road is just 6%.

Region Wildfire % On-Road % Wildfire / On-Road
LA Basin 74% 12% 6:1
San Joaquin Valley 75% 14% 6:1
Bay Area 87% 6% 14:1
Sacramento 90% 6% 15:1
Rest of CA 81% 11% 8:1
Finding
Wildfire is 77% of California’s PM2.5 exposure. A 10% wildfire reduction avoids 661 net deaths (Di CRF) or 2,196 (Krewski) — comparable to the $2B accelerated transport program (626 Di / 2,001 Krewski). Under Di, wildfire edges ahead per dollar; under Krewski, wildfire dominates 3–4×. The biggest untapped air quality lever in California is fire management — especially if Krewski is closer to the truth.

This is not an argument against electrification. T1 baseline (ACC II) is free and avoids 455 deaths (Di); it should proceed regardless. The question is where the marginal $2B goes. Wildfire treatment is now a co-leading candidate, and choosing between it and transport turns on which CRF you trust. See Inv 08 (CRF Policy Flip).

Di et al. 2017 CRF · CARB emissions inventory · InMAP source-receptor matrix · Census tract population · Wildfire PM2.5 from MODIS/GlobFire · Prescribed burn cost literature ($33–100/acre) · Linear scaling (conservative)