Benjamin Steiger’s research while affiliated with Columbia University and other places

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Publications (7)


County-days of exposure to climate-driven events in California, 2018–2019. Percentages calculated out of total county-days (n = 42,340) from 2018 to 2019. AW, anomalously warm; PO, power outage; WBZD, wildfire burn zone disaster. Events are not mutually exclusive.
Distribution of daily co-occurring climate-driven events by California county, 2018–2019. AW, anomalously warm; PO, power outage; WBZD, wildfire burn zone disaster.
Climate-driven events and the Social Vulnerability Index (SVI). The x-axis is county SVI. The y-axis is number of days. The dots are counties. The dashed line represents the best linear fit. Panels are labeled with Spearman ρ.
Co-occurring climate events and environmental justice in California, 2018–2019
  • Article
  • Full-text available

February 2025

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13 Reads

Brittany Shea

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Gabriella Y Meltzer

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Benjamin B Steiger

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[...]

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Climate change will increase the frequency of extreme weather events. This means climate-driven events like wildfires and power outages will likely co-occur more often, potentially magnifying their health risks. We characterized three types of climate-driven events—anomalously warm temperatures, wildfire burn zone disasters, and long power outages—in 58 California counties during 2018–2019. We defined county-day anomalously warm temperatures when daily average temperatures exceeded 24 °C and the 85th percentile of the long-term county average. We defined county-day wildfire burn zone disasters when an active wildfire burn zone intersected a county, burned 1+ structures, killed a civilian, or received a Federal Emergency Management Agency Fire Management Declaration, and overlapped with a community. For a subset of the 38 counties (66%), long power outage county days were identified using PowerOutage.us data when an outage affected >0.5% of county customers for 8+ h. Co-occurring events were when 2+ of these events occurred on the same county day. Using the CDC/ATSDR Social Vulnerability Index (SVI), we determined whether co-occurring events disproportionately affected vulnerable populations. Nearly every county (97%) experienced at least one day of anomalously warm temperatures, 57% had at least one wildfire burn zone disaster day, and 63% (24/38 counties with available data) had at least one long power outage day. The most common co-occurring events (anomalously warm temperatures and wildfire burn zone disasters) impacted 24 (41%) counties for 144 total county-days. We did not find a clear connection between co-occurring events and social vulnerability. We observed an inverse correlation between co-occurring wildfire burn zone disasters and long power outage days with SVI, and a positive correlation between co-occurring anomalously warm and long power outage days with SVI. This analysis can inform regional resource allocation and other state-wide planning and policy objectives to reduce the adverse effects of climate-driven events.

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Co-occurring climate events and environmental justice in California, 2018-2019

January 2025

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2 Reads

Climate change will increase the frequency of extreme weather events. This means climate-driven events like wildfires and power outages will likely co-occur more often, potentially magnifying their health risks. We characterized three types of climate-driven events—anomalously warm temperatures, wildfire burn zone disasters, and long power outages—in 58 California counties during 2018–2019. We defined county-day anomalously warm temperatures when daily average temperatures exceeded 24°C and the 85th percentile of the long-term county average. We defined county-day wildfire burn zone disasters when an active wildfire burn zone intersected a county, burned 1+ structures, killed a civilian, or received a FEMA Fire Management Declaration, and overlapped with a community. For a subset of the 38 counties (66%), long power outage county days were identified using PowerOutage.us data when an outage affected > 0.5% of county customers for 8+ hours. Co-occurring events were when 2+ of these events occurred on the same county day. Using the CDC/ATSDR Social Vulnerability Index (SVI), we determined whether co-occurring events disproportionately affected vulnerable populations. Nearly every county (97%) experienced at least one day of anomalously warm temperatures, 57% had at least one wildfire burn zone disaster day, and 63% (24/38 counties with available data) had at least one long power outage day. The most common co-occurring events (anomalously warm temperatures and wildfire burn zone disasters) impacted 24 (41%) counties for 144 total county-days. We did not find a clear connection between co-occurring events and social vulnerability. We observed an inverse correlation between co-occurring wildfire burn zone disasters and long power outage days with SVI, and a positive correlation between co-occurring anomalously warm and long power outage days with SVI. This analysis can inform regional resource allocation and other state-wide planning and policy objectives to reduce the adverse effects of climate-driven events.



Quantifying the intersecting threats of wildfire and oil and gas development in the western United States

November 2023

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38 Reads

The recent increases in wildfire activity in the western United States has coincided with the proliferation of oil and gas development and substantial population growth in the wildland-urban interface. Drilling and operating oil and gas wells is already associated with emissions of harmful pollutants and higher risks of adverse health outcomes for nearby residents. Perturbation from climate-driven disasters such as wildfire could exacerbate these risks and introduce new hazards. Here, we examined historical threats of wildfires for oil and gas wells, the extent to which wildfires are projected to threaten wells as climate change progresses, and exposure of human populations to these wells. Between 1984 and 2019, we found that 102,882 oil and gas wells were located in wildfire burn areas and cumulatively 348,853 people were exposed (resided ≤ 1 km from these wells). During this period, we observed a five-fold increase in the number of wells in wildfire burn areas and a doubling of the population exposed. Approximately 2.9 million people currently reside within 1 km of the 118,409 wells in high wildfire risk areas, with disproportionately high exposure for communities of color. These trends are projected to worsen, with 87,261 additional wells projected to be in high wildfire risk areas by late century. Policymakers have an opportunity to proactively address expected wildfire impacts on oil and gas development and nearby communities by prioritizing wildfire-threatened wells for retirement, monitoring wells for leaks of flammable gases, and restricting drilling in areas projected to have high future wildfire risk.


Wildfire Exposure and Health Care Use Among People Who Use Durable Medical Equipment in Southern California

May 2023

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28 Reads

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5 Citations

Epidemiology

Background: People using electricity-dependent durable medical equipment (DME) may be vulnerable to health effects from wildfire smoke, residence near wildfires, or residence in evacuation zones. To our knowledge, no studies have examined their healthcare utilization during wildfires. Methods: We obtained 2016-2020 counts of residential Zip Code Tabulation Area (ZCTA) level outpatient, emergency department (ED), and inpatient visits made by DME-using Kaiser Permanente Southern California members 45+. We linked counts to daily ZCTA-level wildfire PM2.5 and wildfire boundary and evacuation data from the 2018 Woolsey and 2019 Getty wildfires. We estimated the association of lagged (up to 7 days) wildfire PM2.5 and residence near a fire or in an evacuation zone and healthcare visit frequency with negative binomial and difference-in-differences models. Results: Among 236,732 DME users, 10 µg/m3 increases in wildfire PM2.5 concentration were associated with reduced rate (RR = 0.96, 95% CI: 0.94, 0.99) of all-cause outpatient visits one day after exposure and increased rate on 4 of 5 subsequent days (RR range 1.03-1.12). Woolsey Fire proximity (<20km) was associated with reduced all-cause outpatient visits, while evacuation and proximity were associated with increased inpatient cardiorespiratory visits (proximity RR = 1.45, 95% CI: 0.99, 2.12, evacuation RR = 1.72, 95% CI: 1.00, 2.96). Neither Getty Fire proximity nor evacuation was associated with healthcare visit frequency. Conclusions: Our results support the hypothesis that wildfire smoke or proximity interrupts DME users' routine outpatient care, via sheltering in place. However, wildfire exposures were also associated with increased urgent healthcare utilization in this vulnerable group.


HOLC grade, fossil fuel power plant locations and neighbourhood racial/ethnic composition
a–l, Maps of Los Angeles, CA (a–c), Chicago, IL (d–f), New York, NY (g–i), and Richmond, VA (j–l) show HOLC grade (a,d,g,j), the location of fossil fuel power plants and total nameplate capacity of plants within 5 km of each HOLC neighbourhood in MW (b,e,h,k) and racial/ethnic composition in 2020 (c,f,i,l). Map data © OpenStreetMap contributors, map layer by Esri.
Upwind fossil fuel power plants sited within 5 km by historical red-lining grade
a, The percent of HOLC-graded neighbourhoods with one or more upwind plant within 5 km. b, The mean (± standard deviation) number of upwind plants within 5 km across n = 8,871 HOLC-graded neighbourhoods by period of first operation.
Association between historical red-lining grade and the likelihood of a fossil fuel power plant being sited upwind
Points are adjusted effect estimates from regression models controlling for the presence of power plants before 1940 and region and stratified by period of the power plants' first operation. Error bars correspond to 95% CIs. Models include all HOLC-graded neighbourhoods. X axes are log scaled. PR is prevalence ratio from Poisson regression models; IRR is incidence rate ratio from negative binomial models. Dotted lines denote the null of no association. Grey shading distinguishes the outcomes.
Distribution of upwind present-day power plant emissions within 5 km of HOLC-graded neighbourhoods
a, Tons of 2019 NOx. b, Tons of 2019 SO2. c, Tons of 2018 PM2.5. The box corresponds to the 25th percentile and 75th percentile; the middle line corresponds to the median; and the whiskers extend to the 5th and 95th percentile.
Association between historical red-lining grade and present-day power plant emissions
Points are GMRs obtained from log-linear regression models controlling for the presence of power plants before 1940 and region. Error bars correspond to 95% CIs. Models include only HOLC-graded neighbourhoods with operational upwind power plants within 5 km. X axes are log scaled. Dotted lines denote the null of no association.
Historical red-lining is associated with fossil fuel power plant siting and present-day inequalities in air pollutant emissions

December 2022

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99 Reads

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48 Citations

Nature Energy

Stationary sources of air pollution are disproportionately located in communities of colour, but the causes for this disparity are unclear. Here we assess whether racialized appraisals of investment risk (‘red-lining’) undertaken by the US federal Home Owners’ Loan Corporation in the 1930s influenced the subsequent siting of fossil fuel power plants. Across 8,871 neighbourhoods in 196 US urban areas, we observed a stepwise correlation between risk grade, number of power plants and cumulative quantity of power plant emissions upwind and within 5 km. Controlling for pre-existing power plants, neighbourhoods deemed ‘hazardous’ (D grade, ‘red-lined’) had a higher likelihood of a fossil fuel power plant being sited between 1940 and 1969 (72%), 1970 and 1999 (20%) and 2000 and 2019 (31%), and higher average present-day emissions of nitrous oxides (82%), sulfur dioxide (38%) and fine particulate matter (63%) compared with ‘declining’ (C-graded) neighbourhoods. Our results suggest racism in the housing market contributed to inequalities in present-day power plant emissions burdens.


Citations (3)


... From the aspect of the financial market, the wildfire can be caused by the resource exploitation and pollution in the production activities of those companies relying on oil and gas which may reduce the recovery capability of forests [12]. When the wildfire breaks out, the supply chain of certain companies may be disrupted, leading to negative impacts on their production and revenues. ...

Reference:

The Influence of 2020 California Wildfire on ESG Investment in Equilibrium Based on Sustainable Investment Model
Wildfires increasingly threaten oil and gas wells in the western United States with disproportionate impacts on marginalized populations
  • Citing Article
  • June 2024

One Earth

... Standard and consistent methods in climate change-related geospatial exposure measures and consideration of biological plausibility to chronic disease outcomes will promote etiologically relevant approaches, facilitate comparison of study results, enable effective synthesis and critical appraisal of epidemiologic research, and be valuable as we try to learn more about how climate change impacts cancer outcomes. A promising start is demonstrated in emerging work that considered how to meaningfully measure wildfire exposure: PM 2.5 directly emitted from wildfires, proximity to a wildfire (within 20 km), and proximity to a wildfire evacuation zone boundary (102). More research is needed on this topic, which is of high public health significance. ...

Wildfire Exposure and Health Care Use Among People Who Use Durable Medical Equipment in Southern California
  • Citing Article
  • May 2023

Epidemiology

... Historically redlined neighborhoods were often located near highways, airports, and industrial zones, which are all significant sources of air pollution. Furthermore, recent studies have documented associations between historical redlining and elevated exposure to air pollution in low-income and minoritized communities [22][23][24]. Historical redlining has also been associated with a lack of green spaces and tree cover in these communities, further exacerbating the effects of air pollution [22,25,26]. ...

Historical red-lining is associated with fossil fuel power plant siting and present-day inequalities in air pollutant emissions

Nature Energy