NRDC β€” Natural Resources Defense Council
UC Berkeley Rausser College of Natural Resources
UC BERKELEY · NRDC CAPSTONE · 2026

Rethinking California’s Transportation
Policy Landscape

from incumbent stagnation to climate accountability
By  Forrest Pasturel · MCS Candidate, UC Berkeley Rausser College of Natural Resources · In partnership with NRDC
Split image: congested smoggy LA freeway on left versus clean empty road on right β€” visualizing the difference smart transportation policy can make
vs.
TODAY

Congestion. Smog. No accountability.

CALIFORNIA'S FUTURE

Clean air. Accountable investment. Communities first.

Left: I-110 South, Los Angeles — peak-hour congestion under today’s system. Right: The same corridor during COVID-19 low-traffic period, visualizing what accountability could make permanent. Source: Los Angeles Times.
The Scale of the Problem
The Crisis in Numbers

Transportation Is California's Biggest Climate Problem

Transportation is the single largest source of climate pollution in California, responsible for roughly 38% of statewide greenhouse gas emissions in recent inventory years (CARB, 2023). Despite two decades of clean-vehicle mandates and fuel-efficiency standards, the sheer volume of driving continues to undermine progress toward the state's climate goals.

  • 360 million metric tons COβ‚‚e total statewide emissions (2023)
  • Transportation alone: ~137 MMT, more than industry, electricity, and buildings combined
CARB 2023 GHG inventory pie chart showing transportation at 38% of California's 360.4 MMT CO2e total emissions
View CARB GHG Inventory Data ↗
California GHG emissions by sector, 2023. Transportation = 38% — more than industry, electricity, and buildings combined. Source: CARB GHG Inventory ↗

Driving Is Going in the Wrong Direction

Vehicle miles traveled (VMT) dropped sharply during the COVID-19 pandemic and rebounded above pre-pandemic levels by 2022. The statewide trend is heading the wrong way: VMT is now rising relative to 2005 baselines, while GHG reductions are stalling. Per-capita driving remains well above the trajectory needed for California's climate targets.

  • Statewide VMT is now ~2% above the 2005 baseline (vs. targets requiring deep cuts)
  • Sprawl-oriented development and continued highway expansion are key drivers
CARB SB 150 dashboard line chart showing statewide VMT and GHG compared to SB 375 targets, 2005 to 2022
View CARB SB 150 Dashboard ↗
Statewide VMT rebounded above pre-pandemic levels while GHG reductions stalled — both remain short of SB 375 targets. Source: CARB SB 150 Dashboard ↗

Pollution Falls Hardest on Disadvantaged Communities

The costs of all this driving are not shared equally. Census tracts identified as disadvantaged communities (DACs) by CalEnviroScreen 4.0 (the top 25% most burdened statewide) are disproportionately exposed to traffic-related NOβ‚‚, PMβ‚‚.β‚…, diesel particulate matter, and ozone. The health consequences follow: higher rates of asthma, cardiovascular disease, and premature death.

  • DAC tracts face 2–3Γ— higher pollution burdens than the statewide median
  • The overlap between high-VMT corridors and DAC communities is stark and measurable
Maps showing NO2, PM2.5, and ozone pollution overlapping disadvantaged communities across SF Bay, LA, Sacramento, and Fresno
Traffic-related NOβ‚‚, PMβ‚‚.β‚…, and ozone fall hardest on disadvantaged communities across major CA metro areas (UC Berkeley, Science Advances, 2024).

Freeways Were Built Through These Communities, Not For Them

Many of today's most-burdened communities sit along highways and freight corridors that were deliberately routed through low-income and minority neighborhoods in the mid-20th century. Historical redlining maps make the pattern unmistakable: freeways like SR-99 and the Pasadena Freeway were sited through census tracts that were 76–100% households of color, while less-impacted alternatives existed.

  • This legacy shapes pollution exposure, housing value, and health outcomes today
  • SB 375 set regional GHG targets; SB 1087 can give them real implementation teeth
Split image: 1940s HOLC redlining map of Sacramento overlaid with SR-99 and US-50 freeway routes, next to modern aerial
SR-99 and US-50 were built through historically redlined neighborhoods in Sacramento, a legacy that shapes today's pollution burdens (UCLA/UC Davis ITS, 2023).

This didn’t happen overnight. The roots of today’s pollution crisis go back nearly a century.

Historical Context

How We Got Here: The Historical Roots of Today's Pollution Burden

The communities that bear the heaviest traffic pollution today are largely the same communities that federal housing policy targeted a century ago. The pattern is not accidental.

1930s

Redlining Concentrates Risk

Federal housing maps graded Black and immigrant neighborhoods as "hazardous," denying residents loans and concentrating poverty. These same neighborhoods would later be targeted for freeway construction.

Source: Greenbelt Alliance / HOLC maps
1950s–70s

Freeways Built Through Communities of Color

I-880, I-980, SR-99, and I-5 were routed through redlined neighborhoods, not despite who lived there, but because of it. Over 500 homes were demolished for the I-5 expansion alone in communities where 96% of households were already severely housing cost-burdened.

Source: Greenlining Institute, 2025
2018–2024

Displacement Continues

850+ homes and businesses were demolished by highway expansion in just five years. More than 200 additional expansions remain in the pipeline.

Source: Greenlining Institute / Caltrans SB 695 data
Today

The Burden Persists

Communities near I-710, I-105, SR-99, and I-80 still rank in the top 25% of CalEnviroScreen pollution burden, a direct legacy of where freeways were built and for whom.

Source: CalEnviroScreen 4.0 (OEHHA)
Equity Deep Dive

🏠 Segregation by Design: How Redlining Built Today's Pollution Crisis

California's transportation pollution crisis didn't happen by accident. The neighborhoods bearing the heaviest pollution burdens today are overwhelmingly the same neighborhoods that federal housing policy deliberately targeted for disinvestment in the 1930s, and that highway planners deliberately routed freeways through in the 1950s and 1970s. This is a story with a beginning, a middle, and a present that is still unfolding.

Then vs. Now: Redlining and Pollution Burden

HOLC Grades: A – Best B – Still Desirable C – Declining D – Hazardous  |  High pollution burden Freeway corridor (I-710, I-105, SR-99, I-880, I-980, I-5, I-10, I-110)

With few exceptions, present-day pollution burden in Oakland and Los Angeles corresponds directly to the 1937–39 HOLC redlining maps. The areas graded “Hazardous” are today predominantly communities of color with the highest CalEnviroScreen scores. This is not a coincidence.
Fill color shows CalEnviroScreen 4.0 Pollution Burden percentile (OEHHA) — high pollution burden defined as ≥ 75th percentile statewide.
Sources: HOLC via Mapping Inequality (Univ. of Richmond, 2023); CalEnviroScreen 4.0 (OEHHA). Oakland narrative: Segregation by Design.

Destruction by the Numbers

5,000
Homes destroyed by the Cypress Freeway (I-880) alone in West Oakland
Segregation by Design, 2024
850+
Homes & businesses demolished by California highway expansion, 2018–2024
Greenlining Institute, 2025
74%
Of HOLC "Hazardous" neighborhoods are low-to-moderate income TODAY, 80+ years later
NCRC / Mapping Inequality, 2023
64%
Of HOLC "Hazardous" neighborhoods are majority-minority communities TODAY
NCRC / Mapping Inequality, 2023

How We Got Here

1937

Federal Maps Designate Communities of Color as "Hazardous"

The Home Owners' Loan Corporation grades Oakland and LA neighborhoods A through D for mortgage eligibility. Grade D ("Hazardous") areas are overwhelmingly Black and immigrant. Residents in these areas are denied federally-backed home loans, unable to build the generational wealth the government was simultaneously providing to white families in Grade A neighborhoods.

Source: Mapping Inequality, Univ. of Richmond

These maps show the same pattern repeated across California's major cities — Grade D "Hazardous" neighborhoods (red) later became the primary routes for highway construction, concentrating both displacement and pollution burden in communities of color.

Los Angeles HOLC risk classification map showing Grade D Hazardous neighborhoods in red overlaid with highway corridors including I-5, I-10, I-105, I-110, and I-710
Los Angeles I-5, I-10, I-105, I-110, and I-710 run directly through Grade D "Hazardous" communities
San Francisco HOLC risk classification map showing Grade D Hazardous neighborhoods overlaid with I-80, I-101, and I-280 highway corridors
San Francisco I-80, I-101, and I-280 routed through the city's most heavily redlined eastern neighborhoods
Fresno HOLC risk classification map showing Grade D Hazardous neighborhoods overlaid with SR-99 and SR-41 highway corridors
Fresno SR-99 bisects the city's redlined core — the same corridor now ranking in the 90th–99th percentile CalEnviroScreen
Stockton HOLC risk classification map showing Grade D Hazardous neighborhoods overlaid with I-5 and SR-99 highway corridors
Stockton I-5 and SR-99 converge through Stockton's redlined neighborhoods, creating persistent diesel and freight pollution burdens

Source: UCLA Luskin Center for Innovation, Addressing the Discriminatory Impacts of Redlining and Highway Development in California (2024). Download full report β†—

1950s–1960s

Freeways Are Routed Through the Same Neighborhoods

Highway planners build I-880, I-980, and I-580 directly through West Oakland's Black neighborhoods, the same areas the HOLC had redlined. The Cypress Freeway destroys 5,000 homes. I-980 creates a concrete wall between West Oakland and downtown. These were not random routing decisions: planners explicitly used freeways as barriers between differently graded areas.

Source: Segregation by Design
Aerial black and white photograph of I-710 freeway construction cutting through East Los Angeles communities, circa 1960s
Aerial view of I-710 (Long Beach Freeway) construction through East Los Angeles, c. 1961. Nearly 11,000 residents were displaced along the I-710 corridor alone — homes and neighborhoods cleared to make way for concrete. Source: Kelly-Holiday Mid-Century Aerial Collection / LA Public Library
1960s–1970s

Urban Renewal Compounds the Damage

What the freeways didn't destroy, urban renewal projects finished. West Oakland's 7th Street corridor, once called the "Harlem of the West" with jazz clubs, Black-owned banks, and walkable transit-connected neighborhoods, is systematically dismantled. The Key System streetcar network, the spine of transit-oriented Black Oakland, is replaced with car infrastructure.

Source: Greenbelt Alliance
2018–2024

Highway Expansion Continues in the Same Communities

Despite outlawing overt redlining in 1968, California's highway expansion program demolishes 850+ homes and businesses, with 90% of them concentrated in communities that still rank in the 90th to 99th percentile of CalEnviroScreen. The I-5 expansion alone demolishes 569 structures in a community where 96% of households are severely housing cost-burdened.

Source: Greenlining Institute, Homes Before Highways (2025)
Today

The Burden Is Still Concentrated in the Same Places

Oakland's formerly redlined flatlands have 4% tree canopy coverage compared to 50%+ in the hills. During heat waves, these neighborhoods run 12°F hotter. They have among the highest asthma rates in California. And 200+ more highway expansions are planned statewide, with no requirement to prove climate performance or community benefit. SB 1087 is a chance to change that.

Sources: Greenbelt Alliance; Greenlining Institute
BEFORE — Pre-1955
West Oakland 7th Street before freeway construction, pre-1955 β€” streetcar, pedestrians, thriving Black commercial corridor known as the Harlem of the West
West Oakland's 7th Street — the “Harlem of the West.” Jazz clubs, Black-owned banks, a working streetcar line, and a walkable community thriving before freeway construction arrived. Source: Oakland History Center / Public Archive
TODAY — Present Day
Row of diesel semi-trucks queued near Port of Oakland cranes β€” present-day industrial pollution burden in West Oakland
West Oakland today — diesel freight trucks queue near the Port of Oakland, one block from where the streetcar once ran. The neighborhood has among the highest diesel particulate matter exposure and asthma rates in California. Source: Bay Area news archive
📖 Data & Methodology
HOLC redlining polygons sourced from the Mapping Inequality project (University of Richmond Digital Scholarship Lab, Robert K. Nelson et al., 2023), cross-walked to 2020 census tracts. CalEnviroScreen 4.0 data from OEHHA. Freeway impact statistics from Greenlining Institute's Homes Before Highways report (2025). Historical Oakland narrative sourced from Greenbelt Alliance (Shepard, 2025) and Segregation by Design (Susaneck, 2024). National HOLC outcome statistics from NCRC and ArcGIS analysis of Mapping Inequality data.
850+
Homes and businesses demolished by California highway expansion since 2018 alone
Real Projects, Real People

Case Studies: The Human Cost of Highway Expansion

These are not hypothetical scenarios. Each project below was built, funded with public dollars, and completed in the last decade.

Division of the Barrios and Chavez Ravine β€” community mural depicting the displacement of Mexican-American families from Chavez Ravine by freeway construction and urban renewal in Los Angeles
"Division of the Barrios & Chavez Ravine" Community mural depicting the forced displacement of Mexican-American families from Chavez Ravine — a thriving community bulldozed in the 1950s for the 110 Freeway and Dodger Stadium. Their story is California's story: infrastructure built on communities of color, without their consent. Source: SPARC LA / Great Wall Institute β†—
I-5 Β· Los Angeles
569
homes & businesses demolished

The surrounding community ranks in the 98th percentile of CalEnviroScreen pollution burden. 96% of households in the area were already severely housing cost-burdened before demolition began.

Cost: $1.8 billion, completed 7 years late
Most destructive expansion 2018–2024
SR-99 Β· Fresno
11
local businesses demolished

Community ranks in the 90th–99th percentile of CalEnviroScreen. 72% of households severely housing cost-burdened. The expansion increased heavy truck traffic in California's already highest-pollution region.

Cost: $146 million
Small businesses erased
I-405 Β· Los Angeles
23
homes & businesses demolished

Traffic and commute times increased after the expansion. 96% of households severely housing cost-burdened. $2.16 billion spent, and congestion got worse.

Cost: $2.16 billion
Billions spent, traffic got worse
These are incumbent, car-dominated transportation infrastructure projects with no requirement to prove climate performance or community benefit.
Greenlining Institute, Homes Before Highways (2025) β†—

These projects were funded under the current system. No law required them to prove climate performance. SB 375 was supposed to change that.

Understanding the Challenge

Plans Without Power

California had a good idea. But a map of good intentions doesn't guarantee where the money actually goes.

What SB 375 Was Supposed to Do

Signed in 2008, SB 375 required every major region to create a Sustainable Communities Strategy, a long-range blueprint connecting land use, transportation, and greenhouse gas reduction into one plan. The goal was to steer housing and growth toward places where people wouldn't need to drive as much, and to pair that growth with transit investments that move people efficiently.

On paper, those strategies look good. Many include ambitious targets for reducing vehicle miles traveled and emissions. The problem is that meeting the targets is optional in practice, because funding decisions happen through a separate, largely disconnected pipeline.

The Implementation Gap

SB 375 tells regions what to plan for, but it doesn't control where the money goes. A region can adopt a plan promising fewer car trips, then approve a ten-lane highway project funded with state and federal dollars that directly contradicts it. No one is legally required to reconcile the two.

Low-income neighborhoods and communities of color already carry a disproportionate share of traffic-related air pollution. The investments that could help them most, including transit access, safe sidewalks, and clean-air corridors, remain chronically underfunded. The equity map above shows where the concentration of VMT-driven pollution overlaps with the most overburdened communities.

Other states faced the same gap between plans and spending. Here’s how they closed it.

Lessons from Elsewhere

Four State Stories

Other states have grappled with the same disconnect between plans and spending. They've found ways to close it. Here is what they did and what California can take from each.

Colorado

Putting a Climate Check on the Budget

Colorado's transportation planners faced a familiar frustration: projections showed greenhouse gas emissions rising, but the project pipeline kept feeding the problem. Congestion-relief arguments made it easy to justify highway expansions, even when those expansions would generate more driving in the long run.

To break that cycle, Colorado established a GHG budget lock for its transportation program. Under this approach, a project can only receive funding if it either keeps emissions flat or comes with meaningful offsets: new transit capacity, protected bike lanes, signals that reduce idling, or contributions to climate mitigation programs. If a road widening is going to put more miles on the road, it has to bring something to the table to balance that out.

The practical effect is a shift in the conversation at the project-selection table. Engineers and planners must answer a climate question before a project moves forward, not after. That built-in accountability changes which investments get prioritized over time.

See the VMT chart β†’ In the "Potential VMT Reductions by Policy Approach" chart, Colorado's budget lock would appear as a scenario where VMT growth slows meaningfully compared to baseline, because funding is no longer available for net-emission-increasing projects without genuine mitigation attached.

Impact Snapshot

  • VMT: Highway projects that would generate net new driving must include offsets: creating a natural brake on expansions that increase vehicle miles traveled.
  • GHG: Emissions impacts are built into funding decisions; a project cannot ignore its climate footprint to advance in the pipeline.
  • Health & Equity: By limiting unmitigated highway growth, communities near busy corridors are less likely to see pollution loads rise without corresponding benefit investments.
CDOT Greenhouse Gas Standard β†—
Minnesota

Pairing Highway Expansion with a 20-Year Reckoning

Minnesota zeroed in on the decision that matters most: the moment a state chooses to make a highway physically bigger. That is typically the point of no return, because new road capacity tends to generate new driving no matter what else surrounds it.

Minnesota's capacity trigger policy requires that when a project would add significant road capacity beyond a set threshold, it must undergo a formal 20-year greenhouse gas impact assessment before approval. That assessment has real teeth: if the analysis shows the project will meaningfully increase VMT and emissions, it must be redesigned, paired with genuine offsets, or canceled.

This forward-looking requirement forces decision-makers to reckon with the full trajectory of a project, not just its ribbon-cutting moment. It also creates an opening for communities to engage before money is committed and concrete is poured.

See the VMT and GHG charts β†’ Minnesota's capacity trigger would appear in both charts as a scenario where the largest VMT-generating projects, specifically new highway lanes through urban corridors, either disappear from the pipeline or arrive substantially scaled back. Fewer new lane-miles means less induced demand; less induced demand means a lower GHG trajectory.

Impact Snapshot

  • VMT: Capacity-triggering analyses directly connect new road space to induced driving , a link that traditional traffic studies routinely overlook.
  • GHG: Projects with unacceptable emission projections can be redesigned or stopped; the assessment isn't informational only; it has decision-forcing power.
  • Health & Equity: Communities near high-traffic corridors gain a documented, public record of projected pollution burdens before a project proceeds.
MnDOT GHG Impact Guidance β†—
Virginia

Scoring Projects So the Math Is Public

Virginia needed a way to change the fundamentals of how projects compete for money, and to do it transparently, so communities and advocates could see exactly why one project won and another lost.

The answer was SMART SCALE, a statewide scoring system that grades transportation projects across dimensions like congestion reduction, greenhouse gas performance, land use quality, and multimodal access before any dollars are committed. Projects that perform well on climate and equity metrics climb the list. Projects that primarily move more cars, without reducing system-level emissions, face a steeper climb.

Because scores are public, the process creates accountability. Local officials, community groups, and journalists can see how trade-offs were made. Land use and environmental quality are now routine parts of the conversation, not afterthoughts.

See the GHG chart β†’ Virginia's scoring system would appear as a sustained, gradual downward pressure on the GHG trajectory. Not a dramatic single-year cut, but a consistent shift in the project mix toward transit and multimodal investments that compound over a 10–20 year horizon.

Impact Snapshot

  • VMT: Scoring rewards projects that locate people near destinations. shorter trips, fewer miles, rather than those that simply expand road capacity.
  • GHG: Environmental quality is an explicit scoring category, so climate-poor projects face a real competitive disadvantage.
  • Health & Equity: Multimodal access scoring encourages investments in transit, walking, and biking that expand options for low-income households who depend on those modes.
Virginia SMART SCALE β†—
Massachusetts

Making Emission Targets Legally Binding

Massachusetts confronted the difference between an emissions goal and an emissions obligation. Goals are aspirational. Obligations have consequences.

Massachusetts established legally binding, annually declining COβ‚‚ limits on its transportation sector. The state Department of Transportation must hit those limits, not aspire to them. If targets are missed, corrective action is required. The agency cannot update a presentation deck and move on; it must change how it allocates investments to close the gap.

The result is a shift in institutional culture: climate becomes a constraint agencies build their programs around, the same way budget limits already work, rather than a consideration added late in the project review cycle.

See the GHG chart β†’ Massachusetts-style caps would appear as a hard ceiling on the GHG trend line, a reference ceiling the reformed scenario must stay below each year. Unlike the other tools, which reshape the project mix gradually, caps create an explicit accountability moment every annual reporting cycle.

Impact Snapshot

  • VMT: Agencies facing hard emission limits have strong incentives to favor projects that reduce driving over those that add capacity.
  • GHG: Annual, legally enforceable declining caps ensure that progress is real and measurable, not just projected in a plan.
  • Health & Equity: Corrective action requirements create recurring opportunities to direct investments toward communities bearing the heaviest pollution burdens.
MA 310 CMR / GWSA Implementation β†—
What the Evidence Shows
At a Glance

Key Takeaways

The visuals and stories below all point to the same conclusion: when investment rules have teeth, spending shifts. And so do emissions, driving rates, and health outcomes.

πŸ“‹

Plans β‰  Investments

SB 375 requires good plans. It doesn't require good spending. The gap between the two is where climate progress gets lost.

πŸ“‰

Policy Tools Reduce VMT

Budget locks, capacity triggers, and scoring systems all tend to shift money away from projects that generate new driving, which reduces vehicle miles traveled over time.

🌿

Hard Limits Work

Legally binding emission caps, like the ones Massachusetts established, change how agencies prioritize projects internally, not just what they promise in reports.

🏘️

Equity Is Central

Communities near highways bear the highest pollution burdens. Redirecting funds toward transit, walking, and infill housing delivers the greatest health gains in those places.

πŸ“„
Plans Only
πŸ’°
Funding Rules
πŸ—οΈ
Better Projects
🌱
Cleaner Air & Safer Streets

The mechanisms exist. The legislative window is open. Here’s what it looks like in California law.

From Lessons to Law

What This Could Mean for California

SB 375 gave California a map. SB 1087 is a chance to give that map a budget and real consequences for ignoring it.

All four states share a common thread: they moved beyond requiring good plans to requiring good investments. California's SB 1087 targets specific places in state law where similar guardrails could be inserted to close the implementation gap.

Translating these ideas to California doesn't mean copying another state's rulebook. California has its own regional structure, funding streams, and a far more diverse population of communities with varying needs. But the underlying mechanisms are portable. Here's what each approach could look like on the ground:

GHG Budget Lock Β· from Colorado

Require that any project receiving state transportation funds either avoids net new greenhouse gas emissions or pairs with mitigation: transit improvements, bike infrastructure, or demand management that demonstrably offsets the added impact.

β†— VMT Chart β†— GHG Chart
Capacity Trigger Β· from Minnesota

For highway projects that add capacity above a defined threshold, mandate a 20-year VMT and emissions impact analysis with decision-forcing outcomes: redesign, offset, or cancel. Prevents large-scale expansions from advancing without reckoning with induced demand.

β†— VMT Chart β†— GHG Chart
Climate & Equity Scoring Β· from Virginia

Require that state and regional funding programs use a transparent scoring rubric giving meaningful weight to GHG reduction, multimodal access, and benefits to disadvantaged communities. Published scores make trade-offs visible and accountable.

β†— GHG Chart β†— Equity Map
Enforceable Emission Caps Β· from Massachusetts

Establish annually declining COβ‚‚ limits for California's transportation sector with statutory corrective action requirements when targets are missed. Transform climate commitments from aspirations to obligations agencies plan around every year.

β†— GHG Chart

Together, these tools would shift the center of gravity in California's transportation program. Reformed investments track consistently lower on emissions over time, and the gap widens as the project mix changes. The gains land where they matter most: in communities closest to the problem and furthest from the investment.

29%
Potential VMT reduction achievable under a combined policy approach — enough to close California’s climate gap
Data & Evidence

Policy Performance at a Glance

The charts below are computed from documented parameters: Caltrans VMT growth rates, EMFAC2021 COβ‚‚ fleet-average factors, NCST induced-travel elasticities, and CalEnviroScreen-calibrated corridor burden scores. Values are illustrative scenario projections, not certified forecasts, and will be updated as corridor analyses mature.

Potential VMT Reductions by Policy Approach

Each tool changes the incentive structure so that fewer lane-miles get built, more transit gets funded, and total driving slows compared to trend.

Conceptual / illustrative data only. Values represent plausible scenario ranges, not modeled forecasts.

Potential GHG Emissions Reductions Over Time

Shifting transportation spending away from highway capacity expansions and toward transit, walking, biking, and infill housing takes time to register in emissions data, but the trajectory compounds. This chart shows a conceptual 20-year comparison: California's current emissions path under existing SB 375 planning rules versus scenarios where SB 1087 guardrails are in place. Reformed scenarios track lower over time, with steeper reductions as transit ridership builds, induced demand from new highway lanes is avoided, and more housing locates near jobs and services. The Massachusetts-style annual cap provides a reference for what staying "on track" would look like.

Conceptual / illustrative data only. Trajectories represent plausible scenario directions, not modeled forecasts.

What the Evidence Shows

A growing body of California-focused research quantifies how different policy levers affect driving levels. Land-use strategies that place housing near transit and jobs (compact development / TOD) consistently show 5–15% VMT reductions per household (Handy & Boarnet 2016; CARB SB 375 guidance). Pricing and TDM programs, such as congestion charges and employer commute incentives, yield 3–12% reductions (PPIC Driving Change, 2021). Meanwhile, the NCST Induced Travel Calculator documents that highway capacity expansions routinely generate 5–15% more driving on affected corridors within a few years (Caltrans/NCST, 2022). The chart below summarizes these literature-informed ranges.

Ranges are drawn from peer-reviewed and agency studies; they represent typical effect sizes, not project-specific forecasts. Sources: Handy/Boarnet 2016, PPIC 2021, Caltrans/NCST 2022, CARB SB 743 guidance.

Electrification alone will not get California to its climate targets. Vehicle technology (EVs and fuel standards) can deliver roughly 25–40% GHG reductions from current levels by 2045 (CARB Scoping Plan 2022). Adding a modest VMT reduction (~5%) pushes that to about 35–50%. An ambitious package combining technology with ~15% VMT cuts reaches 50–65%, far closer to California's carbon-neutrality targets. SB 1087 is designed to unlock that combined potential.

Illustrative ranges informed by CARB Scoping Plan 2022, PPIC, and NCST research. Not project-specific model outputs.

Health and Equity Impacts in Overburdened Communities

Disadvantaged communities, particularly those near major highways and freight corridors, face higher rates of traffic-related air pollution and the health consequences that follow: elevated asthma, cardiovascular disease, and premature death. The map and chart below compare estimated current pollution exposure with potential outcomes under SB 1087-style investment shifts across key California corridors.

309
High VMT + high pollution
hotspot tracts statewide
23.4 vs 22.5
Avg VMT (mi/day) in
DAC vs non-DAC tracts
3.35
Statewide avg GHG
(tons COβ‚‚ per person/yr)

Fill color shows a VMT index: each tract’s per-capita driving relative to the statewide average (100 = California average). Dashed outlines mark Disadvantaged Community (DAC) tracts as defined in CalEnviroScreen 4.0 (overall CES score ≥ 75th percentile). Thick outlines mark tracts that are both high-VMT and high-pollution (top 25% for both VMT index and CalEnviroScreen Pollution Burden percentile) — these 309 hotspot tracts are where the case for SB 1087 reform is most urgent.
High pollution burden defined as CalEnviroScreen 4.0 Pollution Burden score ≥ 75th percentile statewide (OEHHA definition of Disadvantaged Community threshold).
Data sources: CalEnviroScreen 4.0 (OEHHA) + tract-level per-capita VMT derived from regional estimates and Caltrans/Tracking California traffic data.

📍 What to look for: Orange-tinted tracts are where California’s driving burden and pollution burden overlap most severely — 309 census tracts statewide where per-capita VMT AND CalEnviroScreen pollution burden both rank in the top 25%. These are concentrated along I-710, I-105, SR-99, and I-80 — the same communities that historical redlining maps designated as “Hazardous” in the 1930s. Reformed SB 1087 investment rules would direct funding toward these communities first.

Conceptual / illustrative data only. Exposure index is relative, not derived from measured monitoring data.

Now it’s your turn. Adjust the levers and see what combination of policies it would take to hit California’s 2045 targets.

Interactive Tool

πŸŽ›οΈ Policy Lever Simulator: Design Your Own Reform Package

Use the sliders below to explore how different transportation and land use policies could affect how much Californians drive and how much carbon pollution results. Pull the levers, mix and match, and see what it would take to hit California's 2045 climate targets.

🟒 VMT-REDUCING POLICIES

Build more homes near transit stops
Compact Development / TOD Intensity
βˆ’15%0%
0%
Price highways to reduce peak-hour traffic
Pricing / Travel Demand Management (TDM)
βˆ’12%0%
0%
Allow denser, mixed-use neighborhoods
Zoning Reform / Land Use Intensification
βˆ’10%0%
0%

πŸ”΄ CAPACITY & MODE SHIFT

Expand and improve public transit
Transit Network Expansion / Frequency Improvements
βˆ’8%0%
0%
⚠️ Build more highway lanes
Highway Capacity Expansion (Induced Demand)
⚠️ This lever increases VMT (induced demand effect)
0%+15%
0%
Build protected bike lanes and safe sidewalks
Active Transportation / Non-Motorized Infrastructure
βˆ’5%0%
0%
Under your current settings, California's driving stays flat β€” no better than today.
Your Policy Mix Summary
24.3 mi
2045 Daily VMT/person
17.2 mi/day
2045 Target
7.1 mi/day
Target Gap

Where Your Policy Mix Takes California

Per-capita VMT projection based on literature-estimated effect sizes. Illustrative model β€” not a certified forecast.

Estimated Emissions Avoided vs. Business as Usual

Based on EMFAC2021 fleet average emission factor (0.338 kg COβ‚‚e/VMT). Illustrative only.
Methodology & Assumptions (for researchers and planners)

Policy Lever Effect Sizes

Lever VMT Range Literature Source Notes
Transit-Oriented Development βˆ’5% to βˆ’15% CARB Land Use-Related Policy Briefs (2025)
Handy & Boarnet (2014), UC Davis ITS and USC Price School of Public Policy
PPIC 2021
Per-household effect; aggregate depends on scale
Toll Pricing & TDM βˆ’4% to βˆ’12% Caltrans SB 743 Guidance
Boarnet et al. (2014), USC Price School of Public Policy
Strongest in congested urban corridors
Land Use Reform βˆ’7% to βˆ’12% CARB Land Use-Related Policy Briefs (2025)
CA HCD
Long-term structural effect; 10+ year lag
Public Transit Expansion βˆ’2% to βˆ’8% CARB Transportation-Related Policy Briefs (2025)
Volker & Handy 2022 (NCST)
Sabouri et al. (2024), MIT / University of Utah
Dependent on service quality and frequency
Highway Expansion 0% to +15% Duranton & Turner 2011 | (free NBER working paper)
NCST California Induced Travel Calculator
Handy, UC Davis ITS (2026)
Lee, Volker & Handy, UC Davis ITS (2026)
Millard-Ball & Rosen, UCLA ITS (2025)
Handy et al. (2014), UC Davis ITS and USC Price School of Public Policy
VMT elasticity β‰ˆ 1.0 (induced demand)
Active Transportation 0% to βˆ’5% Caltrans ATP
Fitch-Polse & Hung, UC Davis ITS (2025)
Handy, Gil Tal (UC Davis ITS) & Boarnet (USC Price School of Public Policy) (2014)
Primarily affects short trips (<3 mi)

Modeling Assumptions

  • Effects are modeled as linear and additive for illustrative purposes. In reality, policy interactions are nonlinear β€” combining transit with TOD yields compounding benefits, while highway expansion can partially offset other gains.
  • Induced demand from highway expansion is modeled using a VMT elasticity of ~1.0 (Duranton & Turner 2011): a 10% capacity increase β†’ ~10% more driving within a few years.
  • Phase-in: All effects phase in linearly over 20 years (2025–2045), reflecting implementation lag.
  • GHG conversion: CARB EMFAC2021 fleet-average factor of 0.338 kg COβ‚‚e/VMT. This factor will decline as EVs penetrate the fleet; this tool does not model fleet turnover.
  • Population held constant at 39 million.

Disclaimer: This tool is designed for policy communication and education. Effect sizes are drawn from peer-reviewed literature but do not constitute a certified traffic or emissions model. For official data, see CARB's SB 375 Dashboard.

What You Can Do
Get Involved

Questions Worth Asking

Real change happens when the right people ask the right questions at the right moment. Here is where to start, wherever you sit in this conversation.

For Community Members & Advocates

  • Are our transportation investments required to reduce driving and pollution, or just to move more cars?
  • Which highway projects near our community are in the pipeline, and have they gone through a climate and health impact review?
  • Does our regional plan have enforceable funding guardrails, or just aspirational targets?
  • What percentage of regional transportation spending goes to transit, walking, and biking in our community compared to road expansion?
  • Are communities near major corridors being considered as priority areas for clean air investment?

For Local & Regional Decision-Makers

  • Does our current project scoring system put real weight on VMT reduction and GHG performance β€” or do those factors get overridden in practice?
  • Are we required to show that our transportation investments align with our Sustainable Communities Strategy, or is that alignment optional?
  • How would our project pipeline change if we had to meet an annually declining emissions budget?
  • Which projects in our pipeline would survive a rigorous climate and equity scoring review, and which wouldn't?
  • Are we measuring and publishing the actual outcomes of completed projects: VMT generated, emissions impact, changes in air quality near corridors?

For State Policymakers

  • What specific language in SB 1087 would create enforceable investment guardrails, not just planning requirements?
  • Should California adopt a GHG budget lock for its state transportation program, similar to Colorado's?
  • What threshold should trigger a mandatory 20-year VMT impact assessment for highway capacity projects?
  • How would a statewide climate-and-equity scoring system interact with existing regional funding frameworks β€” and who sets the weights?
  • What corrective mechanisms would be triggered when transportation agencies miss their emission reduction targets?
NRDC β€” Natural Resources Defense Council
UC Berkeley Rausser College of Natural Resources
MCS Capstone Partnership · 2026

Supporting NRDC’s Mobility Choices Advocacy

📊

Visualizing the 81% Problem

NRDC’s 2023 report found over 81% of California’s $22B+ transportation budget goes to projects that maintain or expand VMT — not reduce it. This dashboard’s charts and simulator make that gap interactive and shareable for legislative briefings.

NRDC Report: California Is Short-Changing Climate-Friendly Mobility ↑
⚖️

A Tool for SB 1087 Stakeholder Briefings

The three reform scenarios — CAP Moratorium, VMT Neutral Rule, and Performance Floor — give NRDC concrete, scenario-specific evidence tools for the current SB 1087 legislative session. Each scenario is tied to a proven state precedent.

NRDC: California Has Led on Policy — Now It’s Time to Deliver ↑
🏘️

Spatial Evidence for Equity Advocacy

The HOLC redlining overlay, CalEnviroScreen hotspot map, and highway displacement case studies provide visual, data-backed evidence for NRDC’s reconnecting communities work — connecting historical disinvestment to present-day pollution burden.

NRDC: Reconnecting Communities ↑

Where This Dashboard Connects to NRDC’s Active Priorities

Dashboard Feature NRDC Policy Priority How It Helps
Policy Lever Simulator Shifting transportation spending from highway expansion to multimodal investment Lets advocates and policymakers model the VMT and GHG outcomes of different reform packages in real time — making the abstract argument concrete and interactive for legislative briefings
Four State Stories (CO, MN, VA, MA) Building the case for enforceable investment mandates to replace planning-only requirements Provides transferable legislative precedents that NRDC advocates can reference when proposing SB 1087 amendments — showing California is not breaking new ground but following proven paths
HOLC Redlining + CalEnviroScreen Map Repairing historical transportation investment harms in most-impacted communities Visualizes the spatial correlation between historical disinvestment and present-day pollution burden — supporting NRDC’s equity and environmental justice framing in coalition and community briefings
Highway Case Studies (I-5, SR-99, I-405) Opposing unmitigated highway capacity expansions that undermine California’s climate goals Provides specific, named, dollar-quantified examples of projects that passed without climate accountability — supporting NRDC’s legislative and legal advocacy arguments
Data Pipeline (CalEnviroScreen + Caltrans + EMFAC) Building transparent, reproducible evidence infrastructure for transportation accountability Open-source, forkable pipeline that any MPO, advocacy organization, or researcher can adapt — extending NRDC’s analytical reach beyond this single capstone
📋 About This Capstone Project
UC Berkeley Master of Climate Solutions

This dashboard was produced as a Master of Climate Solutions (MCS) capstone project at UC Berkeley’s Rausser College of Natural Resources (Spring 2026), in partnership with the Natural Resources Defense Council.

Project Sponsor: Zak Accuardi, Director of Mobility Choices, Climate & Energy, NRDC

Research Focus: Legislative pathways to transform California’s transportation investment framework — specifically, how SB 1087 (Cabaldon, 2026) can be amended to embed enforceable VMT and GHG accountability mechanisms into transportation funding decisions.

Key Outputs:

  • Three reform scenarios modeled on Colorado, Minnesota, Virginia, and Massachusetts precedents
  • Spatial data pipeline linking CalEnviroScreen 4.0, Caltrans VMT data, and EMFAC2021 emissions factors across 8,000+ California census tracts
  • Interactive Policy Lever Simulator for stakeholder education and legislative briefings
  • Historical equity analysis connecting 1937–39 HOLC redlining to present-day pollution hotspots

This dashboard is open-source and reproducible. The full codebase is available at: GitHub Repository ↑

All data sources, methodology, and assumptions are documented in the References section and within each chart’s methodology expander.

Forrest Pasturel, MCS Candidate, UC Berkeley
Forrest Pasturel
MCS Candidate, 2026
UC Berkeley Rausser College
of Natural Resources
UC Berkeley Master of Climate Solutions

Connect on LinkedIn ↑
About the Researcher

Forrest Pasturel

Transportation Policy · Urban Equity · Climate Solutions

Forrest Pasturel is a Master of Climate Solutions (MCS) candidate at UC Berkeley’s Rausser College of Natural Resources, where his research focuses on the intersection of transportation policy, land use reform, and equitable climate solutions in California. He previously worked as an Air Pollution Specialist and Legislative Analyst at the California Air Resources Board, and as a Legislative Analyst at the California Energy Commission.

His professional background spans urban policy, community development, and sustainable transportation advocacy. He is driven by a conviction that California’s transportation system, historically built at the expense of marginalized and underserved communities, can and must be reformed to deliver equitable, climate-aligned outcomes for all Californians, not just those with access to a car.

This capstone project, produced in partnership with NRDC under Zak Accuardi’s supervision, represents his effort to translate that conviction into actionable legislative analysis, open-source data infrastructure, and interactive public tools that advocates, planners, and policymakers can deploy in the current SB 1087 legislative window.


Transportation Policy Environmental Justice California Climate Law

AI Disclosure

This dashboard was developed with the assistance of AI tools. In the spirit of transparency and reproducibility, here is an honest account of how AI was and was not used in this project.

Artificial intelligence tools played a meaningful role in the research, analysis, and development of this dashboard — particularly in accelerating data processing and code generation tasks that would have taken significantly longer with traditional methods. All policy analysis, legislative interpretation, stakeholder research, and editorial judgment remain the work of the author.

βœ… How AI Was Used
  • Data pipeline development — processing 8,000+ CalEnviroScreen 4.0 census tract polygons and merging with Caltrans VMT and EMFAC2021 emissions data
  • Spatial analysis — generating initial map layers, identifying high-VMT and high-pollution hotspot tracts, and building the Leaflet.js equity maps
  • Dashboard code generation — HTML, CSS, and JavaScript for the interactive Policy Lever Simulator, scroll animations, and responsive layout
  • Iterative design refinement — color palette optimization, section reordering, and visual transition improvements
  • Literature synthesis — summarizing peer-reviewed research on VMT elasticities, TOD effects, and induced demand for the methodology table
βš–οΈ What Remained Human-Led
  • All policy analysis and legislative interpretation of SB 375, SB 1087, and the three reform scenarios
  • Stakeholder research and interviews with NRDC, regional planners, and policy experts
  • Selection and verification of all data sources, citations, and literature
  • Equity and environmental justice framing — all decisions about how to represent community harm and historical context
  • Editorial judgment on narrative arc, tone, and what to include or exclude
  • All final review and quality control of AI-generated outputs
πŸ› οΈ Tools & Models
  • Claude Opus / Sonnet Anthropic
    Data analysis, spatial map creation, dashboard code generation, and iterative design refinement throughout the project
    https://claude.ai β†—
  • Claude (via Claude.ai) Anthropic
    Research synthesis, prompt engineering for policy scenario development, and literature review acceleration
    https://claude.ai β†—
  • Google Antigravity Google
    Agentic coding environment used to implement, test, and deploy dashboard code with AI-assisted terminal and browser verification
  • Gamma AI Gamma
    Initial slide deck structure and layout for the capstone presentation
    https://gamma.app β†—
πŸ“‹ A Note on Accuracy and Verification
All AI-generated code, analysis, and content was reviewed, tested, and verified by the author before inclusion. Data figures cited in this dashboard are sourced from peer-reviewed research, government databases, and institutional reports — not generated by AI. The Policy Lever Simulator's effect size ranges are drawn from documented literature (see Methodology & Assumptions), not AI estimates. Where AI tools produced outputs that could not be independently verified, those outputs were discarded or revised.
"AI tools helped make this dashboard more comprehensive and more polished than would have been possible in a single-semester capstone. But the questions it asks — about who bears the burden of California's transportation system, and who should be held accountable — are human questions that required human judgment to frame, investigate, and answer."
— Forrest Pasturel, MCS Candidate 2026, UC Berkeley
References

Data Sources & Further Reading

Key datasets, tools, and policy documents behind the analysis on this page.