Sifan Liu

Sifan Liu - Research

Sifan Liu is a former Senior Research Analyst in the Brookings Metropolitan Policy Program. Liu conducted research on policies and practices that drive inclusive local economic development. Liu has led analytical work on the impact of COVID-19 on small business owners, the role of high-growth startups in regional prosperity, the local value of economic development incentives, and the labor market impacts of digitalization.

Bartender Nicole DeVito restocks the outdoor bar at Farmers Fishers Bakers, a restaurant on the Georgetown Waterfront in Washington, D.C., on May 29, 2020 amid the Coronavirus pandemic. After shifting metrics for reopening in recent weeks, today the District of Columbia began the first stage of economic reopening allowing restaurants and other business to operate in limited capacity despite the COVID-19 outbreak. (Graeme Sloan/Sipa USA)No Use UK. No Use Germany.

New data shows small businesses in communities of color had unequal access to federal COVID-19 relief

Sifan Liu and Joseph Parilla

Thursday, September 17, 2020

Sifan Liu - Research

The geography of AI

From relief to recovery: Using federal funds to spur a small business rebound | Conclusion

From relief to recovery: Using federal funds to spur a small business rebound | Stage 2: Recovery

From relief to recovery: Using federal funds to spur a small business rebound | Stage 1: Relief

From relief to recovery: Using federal funds to spur a small business rebound

From relief to recovery: Using federal funds to spur a small business rebound | The four types of small businesses

Birmingham’s tipping point: Achieving inclusive prosperity in the post-pandemic economy

How family sustaining jobs can power an inclusive recovery in America’s regional economies

New data shows small businesses in communities of color had unequal access to federal COVID-19 relief

An Atlanta organization’s mission to bring racial equity to the tech ecosystem