Estimating Economic Impacts of Multi-Hazards in USGS HayWired Scenario Using REMI

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Estimating Economic Impacts of Multi-Hazards in USGS HayWired Scenario Using REMI PRELIMINARY RESULTS Presented by: Cynthia Kroll, Bobby Lu, ABAG and MTC REMI User s Conference, Charleston, South Carolina 10.25.2017

A SAFRR Project (USGS): HayWired SAFRR Project: Science Application for Risk Reduction

The HayWired Scenario Hayward fault rupture, Mag 7, 2018 o o Most urbanized fault in the US Epicenter, Oakland Connectedness theme o Earthquake sequence o Wired & wireless world o Lifelines interdependencies o Fire following earthquake o Communities at risk o Digital economy

Economics Portion of HayWired Disaggregation of HAZUS industry impacts (Marin Economics) CGE Model (USC, Adam Rose) Commuter Analysis (Strategic Economics) REMI analysis Anne Wein, USGS, Project Manager

HayWired: Estimates of Ground Shaking I Not felt Not felt except by a very few under especially favorable conditions. II Weak Felt only by a few persons at rest,especially on upper floors of buildings. III Weak Felt quite noticeably by persons indoors, especially on upper floors of buildings. Many people do not recognize it as an earthquake. Standing motor cars may rock slightly. Vibrations similar to the passing of a truck. Duration estimated. IV Light Felt indoors by many, outdoors by few during the day. At night, some awakened. Dishes, windows, doors disturbed; walls make cracking sound. Sensation like heavy truck striking building. Standing motor cars rocked noticeably. V Moderate Felt by nearly everyone; many awakened. Some dishes, windows broken. Unstable objects overturned. Pendulum clocks may stop. VI Strong Felt by all, many frightened. Some heavy furniture moved; a few instances of fallen plaster. Damage slight. VII Very strong Damage negligible in buildings of good design and construction; slight to moderate in well-built ordinary structures; considerable damage in poorly built or badly designed structures; some chimneys broken. VIII Severe Damage slight in specially designed structures; considerable damage in ordinary substantial buildings with partial collapse. Damage great in poorly built structures. Fall of chimneys, factory stacks, columns, monuments, walls. Heavy furniture overturned. IX Violent Damage considerable in specially designed structures; well-designed frame structures thrown out of plumb. Damage great in substantial buildings, with partial collapse. Buildings shifted off foundations. X Extreme Some well-built wooden structures destroyed; most masonry and frame structures destroyed with foundations. Rails bent.

HayWired: Liquefaction and Landslides

-122 40' -122 30' -122 20' -122-121 50' -121 40' HayWired: Mainshock Damage Footprint (HAZUS) Percent of buildings extensively or completely damaged by Shaking Liquefaction Landslide Fire 38 20' 38 10' 38 37 50' 37 40' 37 30' 37 20' PetalumaSONOMA MARIN P a c i f i c O c e a n Novato SanRafael SAN FRANCISCO HayWired Scenario Rupture Highways City Boundary Central Business District Preserved Land Percentageof all occupancy class Daly City Napa NAPA Richmond SAN MATEO Oakland Alameda Vallejo Berkeley South San Francisco SanMateo Fairfield SanLeandro RedwoodCity building squarefoot that is extensively or completely damaged (by shaking, liquefaction, landslides, fire) displayed in developed area of 2010 census tracts. 60% - 63.69% 20% - 59.99% 10% - 19.99% S an P a bl o B a y S an F r a nc is c o B ay Hayward SOLANO Concord ALAMEDA Fremont Pittsburg Milpitas PaloA lmtoountain View Sunnyvale Santa Clara Walnut Creek CONTRA COSTA UnionCity Antioch Livermore Pleasanton Cupertino SANTA CLARA SanJose 37 10' 2% - 9.99% 0% - 1.99% 0 5 10 km

HayWired: Aftershocks 16 M5+ aftershocks in 2 years Contribute 20% of building losses 12% from 3 aftershocks M6.0-6.4 8% from 13 aftershocks M5.0-5.9 Some areas more damaged by aftershocks than M7 Repeat liquefaction damage is possible

ABAG REMI Model ABAG Regional Control in REMI Model 1.7.8 ABAG REMI subregions: o East Bay: Alameda, Contra Costa; each of these two counties is bisected by the Hayward Fault; in the Haywired scenario, the epicenter of the HayWired mainshock earthquake is in the city of Oakland, Alameda county in the East Bay o South Bay: Santa Clara; the Hayward fault rupture extends into the northern part of the county o West Bay: Marin, San Francisco, San Mateo; landslides occur in Marin and Liquefaction occurs in San Mateo and San Francisco o North Bay: Napa, Solano, Sonoma; strong to extreme shaking occurs throughout these counties. o Rest of California: Remaining 49 California counties

HayWired Direct Loss from HAZUS* Results Capital stock (building and building contents) loss: $83 Billion (2015$) Sub Regions Residential Non-Residential Share of Residential Stock Share of Non- Residential Stock East Bay 24.7 17.4 8.52% 12.21% North Bay 1.3 1.1 1.36% 2.31% West Bay 5.7 5.8 2.31% 4.07% South Bay 13.3 8.4 4.56% 8.35% Rest of California 4.6 0.8 0.18% 0.06% Source: ABAG from REMI 1.7.8 and HAZUS results *HAZUS results were used to calculate the share of loss, which was applied to REMI baseline projections

HayWired Direct Loss Results from HAZUS 3-year total direct output loss: $24.55 Billion (2015$) Sub Regions 1 st year 2 nd year 3 rd year East Bay 16.89 0.04 0.01 North Bay 1.69 0.01 0.00 West Bay 0.08 0.00 0.00 South Bay 4.28 0.01 0.00 Rest of California 1.54 0.00 0.00 Source: ABAG from REMI 1.7.8 and HAZUS results *HAZUS results were used to calculate the share of loss, which was applied to REMI baseline projections

Economic Analysis Elements for REMI Elements Description Expected Results Building Damage Output Loss Employment Change Population Change Government Spending Government Revenue Sources Business Costs Buildings with extensive or complete damage in HAZUS output Direct output loss resulting from building and contents damage Employment loss due to disruption, gains from recovery efforts Complex mix direct loss from damage, indirect from employment loss, other moves Disaster relief has some boosts to the economy, but may be offset by cuts in other services Simulate a tax increase Production cost is likely to increase for a period of time due to factors such as increase in insurance premiums, and transportation costs New investment, and induced employment growth Employment, GDP, population loss in short term Mixed. Temporary decline in most sectors, increase in construction, some others. Long term uncertain Migration mixed recovery workers in, non-economic outmigration. Negative nonpecuniary effects on population, labor force, jobs Government spending will increase employment, output and income, to the extent that it is exogenous Sales tax may have modest increase on output, employment Decrease in output and employment for some time

HayWired Scenario Simulation Impact in REMI Residential and Non-residential Capital Stock Loss in 2018 Direct Output Loss by Industry in 2018, 2019 and 2020 Insurance Cost Increase for Businesses for 20 years Non-Pecuniary (Amenity) Aspects Loss from Casualties in 2018 Local and State Government Spending Decrease + Increase in Intermediate Demand from Disaster Recovery Investment (Local, State and Federal) for 10 years Sales Tax Increase for 10 years

1-1. Residential and Non-residential Capital Stock Loss in 2018 Sub Regions Residential Non-Residential East Bay 24.7 17.4 North Bay 1.3 1.1 West Bay 5.7 5.8 South Bay 13.3 8.4 Rest of California 4.6 0.8

1-2. Capital Stock Loss Impacts on Employment by Sector 30 Accommodation and Food Administrative and Waste Management 25 Arts, Entertainment, and Recreation Construction Educational 20 Finance and Insurance Forestry, Fishing, and Related Activities 15 Health Care and Social Assistance Information Management of Companies and Enterprises 10 Manufacturing Mining Other Services, except Public Administration 5 Professional, Scientific, and Technical Real Estate and Rental and Leasing Retail Trade 0-5 Transportation and Warehousing Utilities Wholesale Trade Government Farm

Thousands Thousands 1-3. Capital Stock Loss Impacts on Population 8 Net Economic Migrants 35 Total Population 6 4 30 25 2 0-2 -4 East Bay North Bay West Bay South Bay 20 15 10 5 0 2018 2020 2022 2024 2026 2028 2030 2032 2034 2036 2038 2040 East Bay North Bay West Bay South Bay

2-1. Direct Output Loss by Industry in 2018, 2019 and 2020 HAZUS estimated direct output loss for 3 years Taking into account overall repair time and cost, and recaputure factor for buildings in each occupancy class Loss in second and third year concentrates in accommodation sector and nursing homes Bay Area: $25 Billion loss (2016$) 3.2% of Bay Area 2016 GDP

2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 Thousands 2-2. Direct Output Loss Impacts on Employment by Sector 5 0-5 -10-15 -20-25 -30-35 -40-45 Forestry, Fishing, and Related Activities Mining Utilities Construction Manufacturing Wholesale Trade Retail Trade Transportation and Warehousing Information Finance and Insurance Real Estate and Rental and Leasing Professional, Scientific, and Technical Services Management of Companies and Enterprises Administrative and Waste Management Services Educational Services Health Care and Social Assistance Arts, Entertainment, and Recreation Accommodation and Food Services Other Services, except Public Administration Government Farm

Thousands Thousands 2-3. Direct Output Loss Impacts on Population 20 Net Economic Migrants 10 Total Population 10 0-10 -20-30 -40 0-10 -20-30 -40-50 -50 East Bay North Bay West Bay South Bay East Bay North Bay West Bay South Bay

2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 Thousands 3-1. Insurance Cost Increase Impact on Employment by Sector 0.5 0-0.5-1 -1.5-2 Forestry, Fishing, and Related Activities Mining Utilities Construction Manufacturing Wholesale Trade Retail Trade Transportation and Warehousing Information Finance and Insurance Real Estate and Rental and Leasing Professional, Scientific, and Technical Services Management of Companies and Enterprises Administrative and Waste Management Services Educational Services Health Care and Social Assistance Arts, Entertainment, and Recreation Accommodation and Food Services Other Services, except Public Administration Government Farm

2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 Thousands 3-2. Insurance Cost Increase Impact on Total Population 0-2 -4-6 -8-10 -12-14 South Bay West Bay North Bay East Bay -16-18

4-1. Non-Pecuniary (Amenity) Aspects Loss Total Number of Deaths: 2025 Bay Area Air Quality Management District Estimated Value of Health Endpoint for Mortality: $8.8M (2015$) Total Value of Amenity Loss: $17.82B Time of day Day (2 p.m.) Night (2 a.m.) Commute (5 p.m.) Casualties severity level Total Casuality Level 1 (First aid only) 13029 Level 2 3059 Level 3 464 Level 4 (Death) 840 Total 17392 Level 1 (First aid only) 8562 Level 2 1549 Level 3 180 Level 4 (Death) 341 Total 10632 Level 1 (First aid only) 11305 Level 2 3034 Level 3 1342 Level 4 (Death) 844 Total 16525

2018 2020 2022 2024 2026 2028 2030 2032 2034 2036 2038 2040 Thousands Thousands 4-2. Non-Pecuniary (Amenity) Aspects Loss Impacts on Employment and Population Employment Population 0 0-5 -20-10 -15-40 -60-80 -20-100 -25-120 East Bay North Bay West Bay South Bay East Bay North Bay West Bay South Bay

5-1. Disaster Relief Federal post-disaster recovery spending coverage (CNN, 2017): 72% of Hurricane Katrina, $114.5B of $160B estimated loss 80% of Hurricane Sandy, $56B of $70B estimated loss Assumption: Government aids from all levels covers two thirds of estimated loss, $52B Local and State Government is responsible for 1/4 of government aids, the rest is exogenous federal spending into the region REMI Translation: $13B (2015$) decrease in local and state government spending (2015$) in 10 years $52B (2015$) increase in intermediate demand of Construction sector in 10 years

2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 Thousands 5-2. Disaster Relief Impacts on Employment by Sector 60 50 40 30 20 10 0-10 -20 Forestry, Fishing, and Related Activities Mining Utilities Construction Manufacturing Wholesale Trade Retail Trade Transportation and Warehousing Information Finance and Insurance Real Estate and Rental and Leasing Professional, Scientific, and Technical Services Management of Companies and Enterprises Administrative and Waste Management Services Educational Services Health Care and Social Assistance Arts, Entertainment, and Recreation Accommodation and Food Services Other Services, except Public Administration Government Farm

Thousands Thousands 5-3. Disaster Relief Impacts on Population 20 15 10 5 0-5 -10 Net Economic Migrants 45 40 35 30 25 20 15 10 5 0 Total Population East Bay North Bay West Bay South Bay East Bay North Bay West Bay South Bay

6-1. Three Quarters Per Cent Sales Tax Increase Annual Increase in Sales Revenue: East Bay: $25.6M North Bay: $10.9M West Bay:$22.6M South Bay:$22.6M Bay Area Total: $81.7M Source: Calculated Using CA BOE Data

2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 Thousands 6-2. Sales Tax Increase Impacts on Employment by Sector 0.06 0.04 0.02 0.00-0.02-0.04-0.06-0.08-0.10-0.12-0.14 Forestry, Fishing, and Related Activities Mining Utilities Construction Manufacturing Wholesale Trade Retail Trade Transportation and Warehousing Information Finance and Insurance Real Estate and Rental and Leasing Professional, Scientific, and Technical Services Management of Companies and Enterprises Administrative and Waste Management Services Educational Services Health Care and Social Assistance Arts, Entertainment, and Recreation Accommodation and Food Services Other Services, except Public Administration Government Farm

Thousands 6-3. Sales Tax Increase Impacts on Population 0 Total Population -0.2-0.4-0.6-0.8-1 -1.2 South Bay West Bay North Bay East Bay -1.4-1.6 2018 2020 2022 2024 2026 2028 2030 2032 2034 2036 2038 2040

Thousands 7-1. Combined Impacts on Employment 50 40 30 20 10 0-10 -20-30 -40-50 2018 2020 2022 2024 2026 2028 2030 2032 2034 2036 2038 2040 Forestry, Fishing, and Related Activities Mining Utilities Construction Manufacturing Wholesale Trade Retail Trade Transportation and Warehousing Information Finance and Insurance Real Estate and Rental and Leasing Professional, Scientific, and Technical Services Management of Companies and Enterprises Administrative and Waste Management Services Educational Services Health Care and Social Assistance Arts, Entertainment, and Recreation Accommodation and Food Services Other Services, except Public Administration Government Farm

2018 2020 2022 2024 2026 2028 2030 2032 2034 2036 2038 2040 2018 2020 2022 2024 2026 2028 2030 2032 2034 2036 2038 2040 Thousands Thousands 7-2. Combined Impacts on Population Net Economic Migrants Total Population 60 0 40 20 0-20 -40-20 -40-60 -80-60 -80-100 -100-120 -140-120 -140-160 -160 East Bay North Bay West Bay South Bay East Bay North Bay West Bay South Bay

Remaining Limitations, Questions and Next Steps Limitations and Questions Model assumptions that labor substitutes for capital stock Avoiding double counting of capital stock impacts. Sales tax measure tiny relative to stimulous. What else would be feasible in the model? How do we estimate and factor in productivity loss so that it results in further output decrease? Next Steps HayWired aspects Resilience due to ability to work remotely Relocation due to ability to work remotely Disruption or stimulus due to changes in wireless services? Household, community and transportation disruptions Real estate prices