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Author:Aylward, James 

Journal Article
Can the Income-Expenditure Discrepancy Improve Forecasts?

Gross domestic income and gross domestic product?GDI and GDP?measure aggregate economic activity using income and expenditure data, respectively. Discrepancies between the initial estimates of quarterly growth rates for these two measures appear to have some predictive power for subsequent GDP revisions. However, this power has weakened considerably since 2011. Similarly, the first revision to GDP growth has less predictive power in forecasting subsequent revisions since 2011. One possible explanation is that evolving data collection and estimation methods have helped improve initial GDP and ...
FRBSF Economic Letter

Journal Article
How Much Did the CARES Act Help Households Stay Afloat?

Widespread job losses starting in mid-March last year forced many households to rely more heavily on nonemployment income and liquid assets on hand to continue buying what they needed. Federal assistance through the Coronavirus Aid, Relief, and Economic Security Act helped boost household resilience—the ability to sustain consumption despite the loss of employment income. Data suggest that the aid increased household resilience by 15 weeks, chiefly through enhanced unemployment insurance benefits. Among racial groups, this benefited Black and Hispanic households the most, raising median ...
FRBSF Economic Letter , Volume 2021 , Issue 18 , Pages 06

Journal Article
Rising Wildfire Risk for the 12th District Economy

The growing risk from natural disasters is a key economic effect of climate change. Severe wildfires are a leading example, and they are particularly important for the western states that make up the 12th Federal Reserve District. Analyzing data on wildfire hazard and economic activity confirms that these states are substantially more exposed to wildfire risk than the rest of the country. This gap in regional wildfire risk is likely to grow over time as climate change continues.
FRBSF Economic Letter , Volume 2020 , Issue 19 , Pages 5



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