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Author:Li, Huiyu 

Journal Article
Disruptions to Starting a Business during COVID-19

Applications to start new businesses tanked from mid-March through May, contracting more severely than during the 2008–2009 financial crisis. Since then, however, applications have recovered so strongly that the total number filed in 2020 should be similar to that for 2019, even if applications growth reverts to the average lows experienced during the early days of the pandemic. This should result in only a modest loss of new businesses and is not likely to cause much additional strain on overall jobs and productivity gains.
FRBSF Economic Letter , Volume 2020 , Issue 25 , Pages 01-05

Working Paper
Productivity in the World Economy During and After the Pandemic

This paper reviews how productivity has evolved around the world since the pandemic began in 2020. Productivity in many countries has been volatile. We conclude that the broad contours of productivity growth during this period have been heavily shaped by predictable cyclical patterns. Looking at U.S. industry data, we find little evidence that the sharp rise in telework has had a notable impact, good or bad, on productivity. Stepping back, the data so far appear consistent with a continuation of the slow-productivity-growth trajectory that we faced before the pandemic.
Working Paper Series , Paper 2023-29

Journal Article
Future Output Loss from COVID-Induced School Closures

The COVID-19 pandemic has caused massive disruptions to the U.S. educational system. Research on school closures—particularly combined with parental income loss—implies that children are likely to attain lower levels of lifetime education compared with pre-pandemic trends. Projections show learning disruptions could lower the level of annual economic output ¼ percentage point on average over the next 70 years. The effect is small the first 5–10 years then peaks at a loss of ½ percentage point in about 25 years, when the children reach prime working age.
FRBSF Economic Letter , Volume 2021 , Issue 04 , Pages 01-05

Working Paper
BLP Estimation Using Laplace Transformation and Overlapping Simulation Draws

We derive the asymptotic distribution of the parameters of the Berry et al. (1995, BLP) model in a many markets setting which takes into account simulation noise under the assumption of overlapping simulation draws. We show that, as long as the number of simulation draws R and the number of markets T approach infinity, our estimator is ?m = ?min(R,T) consistent and asymptotically normal. We do not impose any relationship between the rates at which R and T go to infinity, thus allowing for the case of R
Working Paper Series , Paper 2019-24

Journal Article
What's Holding Back Business Formation?

The pace of business start-ups in the United States has declined over the past few decades. Economic theory suggests that business creation depends on the available workforce, and data analysis supports this strong link. By contrast, the relationship between start-ups and labor productivity is less well-defined, in part because entrepreneurs face initial costs that rise with productivity, specifically their own lost income from alternative employment. Overall, policies that incorporate improving labor availability may help to boost new business growth.
FRBSF Economic Letter

Working Paper
The Impact of COVID on Potential Output

The level of potential output is likely to be subdued post-COVID relative to its previous estimates. Most clearly, capital input and full-employment labor will both be lower than they previously were. Quantitatively, however, these effects appear relatively modest. In the long run, labor scarring could lead to lower levels of employment, but the slow pre-recession pace of GDP growth is unlikely to be substantially affected.
Working Paper Series , Paper 2021-09

Journal Article
Labor Productivity in a Pandemic

U.S. labor productivity has grown quickly during the pandemic compared with the past decade. However, this rapid pace is unlikely to be sustained. Similar to the Great Recession, the primary reasons for strong productivity growth now are cyclical effects that are likely to unwind as the economy continues to recover. For example, the number of workers has fallen, so capital per worker has risen—raising labor productivity in the short term. What effect the pandemic itself might have on productivity remains uncertain.
FRBSF Economic Letter , Volume 2021 , Issue 22 , Pages 01-05

Journal Article
Is Slow Still the New Normal for GDP Growth?

Estimates suggest the new normal pace for U.S. GDP growth remains between 1% and 1%, noticeably slower than the typical pace since World War II. The slowdown stems mainly from demographic trends that have slowed labor force growth, about which there is relatively little uncertainty. A larger challenge is productivity. Achieving GDP growth consistently above 1% will require much faster productivity growth than the United States has typically experienced since the 1970s.
FRBSF Economic Letter

Journal Article
Nonmanufacturing as an Engine of Growth

In official statistics, manufacturing is the top contributor to U.S. productivity growth despite its shrinking share of employment. However, official numbers tend to understate growth among new producers that improve on existing producers, which is more prevalent outside of manufacturing. Accounting for such missing productivity growth shows that it plays a larger role in sectors such as retail trade and services. Also, the relative contribution of manufacturing to productivity growth has dropped significantly. These findings suggest that nonmanufacturing may be an increasingly important ...
FRBSF Economic Letter

Working Paper
The Impact of COVID on Productivity and Potential Output

The U.S. economy came into the pandemic, and looks likely to leave it, on a slow-growth path. The near- term level of potential output has fallen because of shortfalls in labor that should reverse over time. Labor productivity, to a surprising degree, has followed an accelerated version of its Great Recession path with initially strong growth followed by weak growth. But, as of mid-2022, it appears that the overall level of labor and total factor productivity are only modestly affected. The sign of the effect depends on whether we use the strong income-side measures of pandemic output growth ...
Working Paper Series , Paper 2022-19

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