Skip to main content
Studies · CA Air Quality · Investigation 19 · Phase 2

Does Indoor Air Flip the B2 Verdict?

Phase 1 B2 (aggressive building electrification, $2B) was killed on cost-effectiveness: 47 outdoor deaths / $2B = $42.6M/death. Modelling the indoor pathway on a four-level fidelity ladder adds 294 incremental deaths and drops cost-per-death to $5.9M. The B2 verdict flips.

4
Fidelity Levels
5
Building Archetypes
+294
Indoor Deaths Avoided
$5.9M
B2 Cost/Death (L4)
Why climb the ladder?

Phase 1 B2 Was Outdoor-Only

Phase 1 Inv 03 evaluated aggressive building electrification (B2, $2B) on outdoor PM2.5 only. It found just 47 deaths avoided (Di CRF), giving a $42.6M cost-per-death that killed the scenario on cost-effectiveness grounds.

But buildings are where Californians live. Gas cooking alone adds ~14 mg PM2.5 per event and 8 ppb NO₂ average daily — effects that evaporate after electrification but were invisible to the outdoor-only health model. Inv 19 couples indoor and outdoor air on a four-level ladder.

The question: once the indoor pathway is modelled, does B2 flip from “not worth $2B” to cost-competitive with Transport T2? Yes.

Fidelity Ladder

L1 Outdoor-Only → L4 Personal Exposure

Five California building archetypes from the CEC Residential Appliance Saturation Study (pre-1978 SF, 1978–2005 SF, 2006+ Title 24 SF, pre-2005 multi-family, 2005+ multi-family) span the state’s 14M households. Each archetype carries its own air-exchange rate, penetration factor, and gas-appliance share.

L1
Outdoor PM2.5 only (current Inv 03) Ignores the entire indoor pathway. Building electrification delta = 0. Phase 1 baseline.
9.0
µg/m³ indoor
L2
Single-zone steady-state mass balance Penetration factor × air exchange × indoor source (gas cooking, heating). Per-archetype population-weighted.
5.4
µg/m³ indoor
L3
Multi-zone CONTAM-lite Kitchen / living / bedroom 3-zone mass balance. Interzone stack flow, hood activation, per-vintage ACH.
5.9
µg/m³ indoor
L4
Personal exposure via CHAD time-activity Weighted average of home / work / vehicle / outdoor time-activity over the L3 indoor field.
7.0
µg/m³ personal

Population-weighted indoor PM2.5 at 9 µg/m³ outdoor baseline. Emission factors: Singer et al. 2017 (gas cooking), Zhu et al. 2020 (NO₂), Urbanski 2014 (outdoor). Time-activity: NHAPS / CHAD.

Electrification Delta

What Changes When Gas Goes Away

The electrification delta is pre-minus-post indoor PM2.5 at each fidelity level. L1 registers zero because outdoor air is unchanged. L2–L4 add the indoor pathway that Phase 1 omitted.

Level Δ PM2.5 (µg/m³) Deaths (Di) Deaths (Krewski) $/Death (Di)
L1 outdoor only+0.0000
L2 single-zone+1.513381135$5.9M
L3 multi-zone+1.934321451$4.6M
L4 personal exposure+1.32294987$6.8M

Deaths computed over the 23,747,400 Californians in gas-cooking households. Di CRF 9.4 deaths/µg/1M, Krewski 31.6. $/Death = $2B B2 cost divided by level-specific deaths avoided. Phase 1 Inv 03 modelled only the L1 row.

The B2 Verdict Flips

Building Electrification Is Worth $2B

The indoor pathway is additive to the outdoor pathway. Phase 1 found 47 outdoor deaths (Di) for B2. Adding the L4 indoor pathway contributes an additional 294 deaths, bringing the total to 341 deaths. That is $5.9M per death — above Transport T2’s $3.2M but in the same cost-effectiveness band and well below the VSL of $11.6M.

Phase 1 B2 (outdoor only)
$42.6M
47 deaths avoided / $2B. Not worth it.
Phase 2 B2 (+ L4 indoor)
$5.9M
341 deaths avoided / $2B. Flips verdict.
Transport T2 reference
$3.2M
626 deaths avoided / $2B. Still best marginal buy.
Finding
Building electrification’s true health benefit is dominated by the indoor pathway that Phase 1 could not see. At L4 personal exposure, B2 delivers 341 deaths avoided (Di) / ~1177 (Krewski) for $2B — a cost-per-death that flips the Phase 1 verdict from “not worth it” to cost-competitive with Transport T2.

Implication for the portfolio. The Phase 1 combined-portfolio finding (Inv 04) dropped B2 because it couldn’t beat T2 on dollars. With L4 indoor coupling, B2 re-enters the frontier and the combined T2+B2 portfolio is the optimal spend — not T2 alone.

Method Detail

CONTAM-Lite Mass Balance

L3 solves a steady-state 3-zone mass balance per archetype: A · c = b where A encodes air exchange, deposition, inter-zone stack flow and exhaust-hood removal; b carries the outdoor penetration and kitchen cooking source. L4 pulls the L3 field into a time-activity weighted exposure using the National Human Activity Pattern Survey (68% home / 16% work / 8% outdoor / 8% transit).

The ladder is deliberately conservative — we under-weight transient cooking spikes that would push the incremental benefit higher. Even with the conservative choice, the verdict flips.

Sources: CEC Residential Appliance Saturation Study 2021 (archetype stock); Singer et al. 2017, Dobbin et al. 2018 (gas cooking PM2.5 emission factors); Zhu et al. 2020 (NO₂ gas-stove epidemiology); Persily & Musser 2017 (CONTAM validation); NHAPS (time-activity); Di et al. 2017 (CRF).