2021 Speeches

Governor Michelle W. Bowman
Engagement, Research and Policy: Integrating Indigenous Voices into Economic Inclusion at the Federal Reserve
November 2021
("In recent years, the Board of Governors has organized gatherings like the Native American Financial Institution Conference, which promotes Indian Country economic research, and ensures that Indigenous-led institutions are served through collaborations like the Partnership for Progress with minority depository institutions.

Our regional banks also support Indian Country in many ways. Six years ago, the Federal Reserve Bank of Minneapolis formalized decades of Indian Country work and founded The Center for Indian Country Development, or CICD. Today, the CICD is a national leader in qualitative and quantitative research highlighting economic and credit conditions in Native communities. CICD's practice is guided by a tribal leadership council, and active engagement with American Indian, Alaska Native, and Native Hawaiian community leaders.")

Chair Jerome H. Powell
Opening Remarks
November 2021
("It was with this in mind that my colleagues and I on the Federal Open Market Committee, as part of last year's update to the Fed's monetary policy framework, defined maximum employment as a broad and inclusive goal. This innovation recognizes that a strong labor market delivers broad-reaching benefits and extends those benefits in particular to low- and moderate-income communities. While monetary policy does not target any particular group of people, when we assess whether we are at maximum employment, we purposely look at a wide range of indicators, and we are attentive to disparities in the labor market, rather than just the headline numbers.

Diversity and inclusion play a role in policymaking as well. As policymakers working on behalf of the entire public, we benefit greatly by seeking out and listening to the perspectives and experiences of people who represent the diverse landscape of the economy. We regularly meet with a broad range of groups as we assess the economy. And as we worked to update our monetary policy framework, we hosted a series of listening events across the country before and during the pandemic, and these conversations factored importantly into our thinking and our new framework.")

Chair Jerome H. Powell
Opening Remarks
November 2021
("The pandemic widened deep-rooted inequities in our economy. Along racial, gender, and socioeconomic lines, those least able to bear it, unfortunately, were those who were most affected. Women make up the majority of frontline workers, who have been under substantial strain—and subject to personal risks—during the pandemic. Additionally, women took on the majority of caring responsibilities, for older relatives and children alike. As schools closed and childcare services shuttered during the worst of the pandemic, that added responsibility and stress made working more difficult for some and took many away from their jobs. These burdens are real and have been an additional challenge during an already challenging time.

In a reversal of previous recessions, women suffered more from job losses in the COVID-19 recession than men. In April 2020, the unemployment rate for women was 16.1 percent, compared with 13.6 percent for men. The gap persisted until September of that year, and while it has since reversed, it does not account for the many women who left the workforce entirely.

Increased childcare responsibilities during the pandemic also affected many parents' working lives. Mothers of small children were more likely to exit the labor force during the pandemic compared with previous periods. These increases were larger among mothers who earned less before the pandemic.

This issue was widespread and had significant financial consequences on many households. The Federal Reserve's 2020 Survey of Household Economics and Decisionmaking shows that the pandemic disrupted childcare or in-person schooling for nearly 70 percent of parents, with 25 percent of mothers reporting they did not work or worked less as a result. Many faced substantial financial difficulty. Only 37 percent of mothers who reported not working or working less because of childcare or schooling disruptions would cover a $400 expense with cash or its equivalent.

As households and the economy continue to recover, the lessons learned during this era will help inform how policymakers and communities work to bridge those gaps. Long-standing disparities weigh on the productive capacity of our economy, which can only realize its full potential if everyone has a solid chance to contribute to, and to reap the benefits of, broad-reaching prosperity.")

Governor Michelle W. Bowman
The Lack of New Bank Formations is a Significant Issue for the Banking Industry
October 2021
("By serving communities, households, and businesses that may be underserved by larger institutions, community banks play a key role in advancing diversification in the U.S. banking system. First and foremost, community banks provide critical financial services to their communities and to many customers who might have limited geographic access to banking services. Because community bankers are active participants and leaders in their communities, they typically know their customers and their needs better than a banker at a branch of a larger institution. Community banks draw upon this knowledge and conduct "relationship" lending versus relying on automated underwriting models that are typical in larger institutions. Therefore, community banks are more willing to underwrite loans to creditworthy customers based on an assessment of qualitative factors that automated models do not consider. Since community bankers are part of the fabric of their communities, they better understand the local market and economic conditions in the area compared to larger institutions that are not resident within the community.

Collectively, community banks are critical in advancing the health and stability of the U.S. economy as evidenced by their participation in the Small Business Administration's Paycheck Protection Program (PPP). Community banks made 4.7 million PPP loans, totaling $429 billion, which accounted for nearly 60 percent of the program's total loan amount. In comparison with the banking industry as a whole, these banks provided more loans to traditionally underserved communities and population segments: community banks provided 87 percent of total PPP loans to minority-owned businesses, 81 percent to women-owned businesses, and 69 percent to veteran-owned businesses.")

Governor Michelle W. Bowman
Welcoming Remarks
October 2021
("When considering the level of employment, I tend to focus on both the unemployment rate and the labor force participation rate. Let's start with the unemployment rate. The economic and social distancing restrictions imposed at the onset of the pandemic resulted in enormous job losses, with the unemployment rate surging from 3.5 percent in February, which was a 50-year low, to 14.8 percent in April 2020. Women were affected more than men, which is a change from previous recessions, when men typically suffered greater job losses than women. In February 2020, the unemployment rate for women was slightly lower than for men, but by April it had risen to 16.1 percent, compared to 13.6 percent for men. That difference continued only until September, but this statistic does not reveal the fact that many women were leaving the workforce, and therefore not counted in unemployment. Their labor force participation fell more than the participation rate for men and at last count, there were two million fewer women in the labor force than before the pandemic. The difference in employment for men and women held true across some minority groups.")

Governor Michelle W. Bowman
The View from Here: The Outlook for the U.S. Economy and Implications for Monetary Policy
October 2021
("For example, during my visit to South Dakota over the past few days, I have had the opportunity to tour parts of the Pine Ridge Reservation and discuss community development efforts and economic conditions with a number of tribal and community leaders. It is concerning to see that South Dakota's tribal communities, particularly those on rural reservations, are experiencing a slower employment recovery than in other parts of the country. I also heard firsthand about the challenges that some Native Americans, especially those living on reservations, face in accessing reliable financial services and finding affordable credit and housing.

Understanding the barriers to financial inclusion is particularly important to ensuring that our financial system works for everyone. For this reason, I am pleased that the Federal Reserve recently joined the Central Bank Network for Indigenous Inclusion, an international network of central banks committed to engaging with Indigenous peoples and understanding and addressing their unique economic and financial challenges. I will serve as the Board's representative to this group and look forward to continuing our outreach and work in this area.")

Governor Lael Brainard
Financial Inclusion and Economic Challenges in the Shadow of the Pandemic: A Conversation with Tribal Leaders
October 2021
("Tribal nations have long been a critical source of economic opportunity and stability. For the U.S. economy overall, tribes provided over 1.1 million jobs prior to the pandemic. Here in Oklahoma, when looking at how the economic activity of tribes compares with different industries in the state, tribes would rank 9th in output, at over $7 billion, and 11th in job creation—greater than either the construction or utilities industries. By one estimate, tribal government activities supported nearly 100,000 jobs in the state and brought nearly $5 billion in wages and benefits to Oklahoma workers as of 2017. Oklahoma tribes also contributed nearly $43 million for the construction and maintenance of Oklahoma roads, bridges, and other transportation infrastructure that are used by all Oklahomans.

The resilience of Native communities was evident in the strong response of tribal nations to the pandemic. As early as April 2020, just a month after the pandemic swept across the U.S., tribal nations were proactively offering COVID-19 testing for the general public. Once vaccines began to roll out in early 2021, tribal nations distributed them under a prioritized and phased timeline developed in accordance with Centers for Disease Control and Prevention guidance. This assistance from tribal nations helped make Oklahoma one of the top 10 states for vaccine rollout.

But the pandemic added to sharp economic disparities that are longstanding. Prior to the pandemic, the median household income for American Indian and Alaska Native (AI/AN) households was about $20,000 lower than for non-Hispanic White households. Native American women faced particularly large disparities with 18 percent living in poverty before the pandemic—about 12 percentage points higher than White women. About 59 percent of AI/AN women overall are considered financially fragile. Such disparities were only exacerbated by the pandemic. The Federal Reserve Bank of Minneapolis's Center for Indian Country Development, a research institute dedicated to tribal economic development, estimates that the employment-to-population ratio for AI/AN households is 2.5 percentage points lower than the national average in August 2021, down from June 2020, when the gap was over 4 percentage points.")

Governor Lael Brainard
Navigating Delta Headwinds on the Path to a Full Recovery
September 2021
("While I am hopeful for improvements in the September employment report with the return to in-person education, the effects of Delta have likely prolonged caregiving constraints. For example, through last week there had been just over 2,000 school closures for COVID across nearly 470 school districts in 39 states. While the disruptions last just under six days on average, the possibility of further unpredictable disruptions could cause some parents to delay their plans to return to the labor force. Similarly, COVID-related challenges have reduced the availability of day care, preschool, and after-school care, further complicating parental return-to-work decisions. Research has shown that the pandemic has taken a significant toll on the labor market status of many mothers, particularly Black and Hispanic mothers, mothers with younger children, and mothers with lower incomes.")

Chair Jerome H. Powell
Monetary Policy in the Time of COVID
August 2021
("The pandemic recession—the briefest yet deepest on record—displaced roughly 30 million workers in the space of two months. The decline in output in the second quarter of 2020 was twice the full decline during the Great Recession of 2007–09. But the pace of the recovery has exceeded expectations, with output surpassing its previous peak after only four quarters, less than half the time required following the Great Recession. As is typically the case, the recovery in employment has lagged that in output; nonetheless, employment gains have also come faster than expected.

The economic downturn has not fallen equally on all Americans, and those least able to shoulder the burden have been hardest hit. In particular, despite progress, joblessness continues to fall disproportionately on lower-wage workers in the service sector and on African Americans and Hispanics.")

Governor Michelle W. Bowman
Welcoming Remarks
August 2021
("Yet while the spread of the virus universally upended our personal lives, our employment situations frequently dictated our ease of adaption. In November of last year, for instance, almost half of workers with a college degree or more said that they worked entirely from home, according to the Board's Survey of Household Economics and Decisionmaking (SHED). At the same time, only 10 percent of workers with a high school degree or less said that they worked entirely from home. Additionally, people who lost jobs were typically those who earned less or had less education. Hispanic and Black workers were hit harder than others, on average, reversing the recent improvements they had been seeing. Early in the pandemic, many workers experienced layoffs but expected to return to their jobs. Unfortunately, not all have had the opportunity to do so.")

Governor Lael Brainard
Assessing Progress as the Economy Moves from Reopening to Recovery
July 2021
("While we are seeing progress on employment, joblessness remains high and continues to fall disproportionately on African Americans and Hispanics and lower-wage workers in the services sector.

Last December, the Committee indicated that asset purchases would continue until substantial further progress toward our employment and inflation goals had been achieved. The June data showed that there is a shortfall of 6.8 million jobs relative to the pre-pandemic level and 9.1 million jobs relative to the pre-pandemic trend, respectively. The employment-to-population (EPOP) ratio is 3.2 percentage points short of its pre-pandemic level for prime-age workers, a group that is not affected by the elevated level of early retirements during the pandemic. Thus, as of June, we had closed between one-fourth and one-third of the employment shortfall relative to last December according to a variety of measures.

Although the EPOP ratio for Black individuals has improved more strongly than the overall ratio over the course of 2021, closing about 40 percent of the December gap, it remains more than 3 percentage points below its pre-pandemic level and more than 2 percentage points below the current level of the EPOP ratio for white individuals.

Currently, it is difficult to disentangle the effects on labor supply of caregiving responsibilities brought on by the pandemic, fears of contracting the virus, and the enhanced unemployment insurance that was designed in part to address such constraints. Importantly, I expect to be more confident in assessing the rate of progress once we have data in hand for September, when consumption, school, and work patterns should be settling into a post pandemic normal.")

Governor Michelle W. Bowman
Building Economic Resilience in Communities
June 2021
("We know that economic downturns are hardest for lower-income people, those with less education, and some minority groups. I believe that government responses to the pandemic—the lockdowns, school closures, and economic restrictions on businesses—significantly widened differences by income, education, race, and gender, and those disparities have persisted during the recovery. For example, we know that those with a high school education or less were among the hardest hit in the downturn last spring, and I am concerned about those individuals falling behind. In 2020, 20 percent of prime-age adults with less than a bachelor's degree experienced a layoff, 8 percentage points higher than for those with at least a bachelor's degree.

It seems that women, and especially minority women, have shouldered a larger share of adverse labor market impact because of limited child care options and the need to assist school-aged children with remote learning during the pandemic. The impact of COVID-19 has been especially hard for Black and Hispanic women in the workforce. Over 3.5 percent of Black and Hispanic women dropped out of the labor force altogether, compared with 1.7 percent of women overall.

We also see divergent outcomes for small business owners across race and ethnicity. In the Federal Reserve's 2021 Small Business Credit Survey, 52 percent of Asian-owned, nonemployer small businesses reported their financial conditions as poor, compared with 38 percent of Hispanic-, 36 percent of Black-, and 28 percent of White-owned firms.

The Federal Open Market Committee views the maximum level of employment as a broad-based and inclusive goal. Thus, these gaps in employment and other measures of economic wellbeing can be interpreted to show that more progress is needed to reach maximum employment. The goal is to promote an economy in which all can contribute to and share in the benefits of economic growth.")

Governor Lael Brainard
Remaining Steady as the Economy Reopens
June 2021
("Constraints related to schooling and childcare are ongoing, and these have disproportionately affected Black and Hispanic mothers and mothers in lower-income households. …The shortfall in the prime-age EPOP ratio is around 5 percentage points for Black and Hispanic workers relative to their October 2019 peaks.")

Governor Lael Brainard
Private Money and Central Bank Money as Payments Go Digital: an Update on CBDCs
May 2021
("Today 5.4 percent of American households lack access to bank accounts and the associated payment options they offer, and a further 18.7 percent were underbanked as of 2017. The lack of access to bank accounts imposes high burdens on these households, whose financial resilience is often fragile. At the height of the pandemic, the challenges associated with getting relief payments to hard-to-reach households highlighted that it is important for all households to have transactions accounts. The Federal Reserve's proposals for strengthening the Community Reinvestment Act emphasize the value of banks providing cost-free, low-balance accounts and other banking services targeted to underbanked and unbanked communities. And a core goal of FedNow is to provide ubiquitous access to an instant payments system via depository institutions.

CBDC may be one part of a broader solution to the challenge of achieving ubiquitous account access. Depending on the design, CBDC may have the ability to lower transaction costs and increase access to digital payments. In emergencies, CBDC may offer a mechanism for the swift and direct transfer of funds, providing rapid relief to those most in need. A broader solution to financial inclusion would also need to address any perceived barriers to maintaining a transaction account, along with the need to maintain up-to-date records on active accounts to reach a large segment of the population.

To explore these broader issues, the Federal Reserve is undertaking research on financial inclusion. The Federal Reserve Bank of Atlanta is launching a public–private sector collaboration as a Special Committee on Payments Inclusion to ensure that cash-based and vulnerable populations can safely access and benefit from digital payments.15 This work is complemented by a new Federal Reserve Bank of Cleveland initiative to explore the prospects for CBDC to increase financial inclusion. The initiative will identify CBDC design features and delivery approaches focused on expanding access to individuals who do not currently use traditional financial services.")

Governor Christopher J. Waller
The Economic Outlook and Monetary Policy
May 2021
("The unemployment rate is still 2.5 percentage points higher than it was in February 2020, and we know that it is even worse for some groups—nearly 10 percent for Black workers and nearly 8 percent for Hispanics.")

Governor Lael Brainard
Patience and Progress as the Economy Reopens and Recovers
May 2021
("At the time of the April jobs report, nearly two-thirds of students had yet to return to fully in-person schooling, and this share had only increased by 8 percentage points since March. Consistent with this, the labor force participation rate of women ages 25 to 45 was unchanged in April, after an increase in March that coincided with a surge in education hiring and school reopening. Similarly, April saw a small increase in the number of women who reported that they wanted a job but were out of the labor force for family responsibilities, following a large decline in March. Recent research shows that the pandemic has taken a particularly significant toll on the labor market status of many Black and Hispanic mothers and mothers with lower incomes.

… While labor market conditions have improved in aggregate, significant disparities persist. Although the prime-age EPOP ratio has increased for all racial groups over the past four months, the ratio for Black prime-age workers, at 72.1 percent, is still over 6 percentage points lower than the white prime-age EPOP ratio, while the gap for Hispanic prime-age workers relative to white workers is almost 5 percentage points.

Job losses are disproportionately concentrated in low-wage, high-contact sectors, suggesting that the workers least able to shoulder the economic effect of job loss have faced the greatest challenges.")

Chair Jerome H. Powell
Community Development
May 2021
("The economic downturn has not fallen evenly on all Americans, and those least able to bear the burden have been the hardest hit.

The pain is all the greater in light of the gains we had seen in the years prior to the pandemic. COVID swept in as the United States was experiencing the longest expansion on record. Unemployment was at 50-year lows, and inflation remained under control. Wages were moving up, particularly for the lowest-paid workers. Long-standing racial disparities in unemployment were narrowing, and many who had struggled for years were finding jobs. It was not until the later years of that expansion that its benefits had started to reach those on the margins. During our Fed Listens events, we met with people around the country and heard repeatedly about the life-changing gains of the strong labor market, particularly at the lower end of the income spectrum. Just a few months later, those stories changed to ones of job losses, overextended support services, and businesses built over generations closing their doors for good.

While the recovery is gathering strength, it has been slower for those in lower-paid jobs: Almost 20 percent of workers who were in the lowest earnings quartile in February of 2020 were not employed a year later, compared to 6 percent for workers in the highest quartile. The Fed's latest Survey of Household Economics and Decisionmaking—or SHED report—which will be published later this month, will show that, for prime-age adults without a bachelor's degree, 20 percent saw layoffs in 2020 versus 12 percent for college-educated workers. And more than 20 percent of Black and Hispanic prime-age workers were laid off compared to 14 percent of white workers over the same period.

Small businesses have also faced immense difficulties. Fed research found that 80 percent of those surveyed reported a decline in revenue, with two-thirds of those businesses experiencing losses of at least 25 percent. A recent Federal Reserve special report looked specifically at the impact on businesses owned by people of color, who reported greater challenges. For example, 67 percent of both Asian- and Black-owned firms and 63 percent of Hispanic-owned firms had to reduce their operations compared to 54 percent for their white counterparts.

Our upcoming SHED report notes that 22 percent of parents were either not working or working less because of disruptions to childcare or in-person schooling. Black and Hispanic mothers—36 percent and 30 percent, respectively—were disproportionately affected. In a similar vein, labor force participation declined around 4 percentage points for Black and Hispanic women compared to 1.6 percentage points for white women and about 2 percentage points for men overall. The Fed is focused on these long-standing disparities because they weigh on the productive capacity of our economy. We will only reach our full potential when everyone can contribute to, and share in, the benefits of prosperity.

Achieving broadly shared prosperity will take action from across society, from fiscal and other government policy to private-sector initiatives to the work everyone here does. The Fed can contribute as well. Using our monetary policy tools, the Fed promotes maximum employment and price stability—two foundations of a strong, stable economy that can improve economic outcomes for all Americans. We view maximum employment as a broad and inclusive goal. Those who have historically been left behind stand the best chance of prospering in a strong economy with plentiful job opportunities. Our recent history highlights both the benefits of a strong economy and the severe costs of a weak one.

Supervisory tools also have a role to play. As part of our policy responsibilities, the Board of Governors enforces both the Fair Housing Act and the Equal Credit Opportunity Act, the federal fair lending laws that prohibit discrimination in lending. Violations of the fair lending laws, along with other illegal credit practices, are taken into account during bank evaluations under the Community Reinvestment Act (CRA). We see our robust supervisory approach as critical to addressing racial discrimination, which can limit consumers' ability to improve their economic circumstances, including through access to homeownership and education.

The Fed's community development function plays a role as well, studying what works, convening stakeholders on both the national and District level, and helping financial institutions find opportunities to invest and expand credit opportunities in low- and moderate-income communities.

The economic landscape has changed, and efforts to provide access and credit to communities must change with it. Last year, the Fed issued a proposal for a strengthened, modernized CRA framework, with the objective of building broad support among both external stakeholders and participating agencies. Our goal is to strengthen the core purpose of meeting the credit needs of low- and moderate-income communities.")

Governor Lael Brainard
Remaining Patient as the Outlook Brightens
March 2021
("Although the unemployment rate has moved down 1/2 a percentage point since December, the K-shaped labor market recovery remains uneven across racial groups, industries, and wage levels. The employment-to-population (EPOP) ratio for Black prime-age workers is 7.2 percentage points lower than for white workers, while the EPOP ratio is 6.2 percentage points lower for Hispanic workers than for white workers—an increase in each gap of about 3 percentage points from pre-crisis lows in October 2019.

Workers in the lowest-wage quartile continued to face staggering levels of unemployment of around 22 percent in February, reflecting the disproportionate concentration of lower-wage jobs in services sectors still sidelined by social distancing. The leisure and hospitality sector is still down almost 3.5 million jobs, or roughly 20 percent of its pre-COVID level. This sector accounts for more than 40 percent of the net decline in private payrolls since February 2020. Overall, with 9.5 million fewer jobs than pre-COVID levels, we are far from our broad-based and inclusive maximum-employment goal.")

Governor Lael Brainard
How Should We Think about Full Employment in the Federal Reserve's Dual Mandate
February 2021
("Disaggregating the overall unemployment rate reveals that workers in the lowest wage quartile face Depression-era rates of unemployment of around 23 percent. In part, this rate likely reflects the concentration of lower-wage jobs in service industries that are strongly reliant on in-person contact, or at least in-person work, while a larger proportion of higher-wage jobs are currently being performed remotely or with reduced levels of in-person contact.

There is also important information in the disaggregation of unemployment by different racial and ethnic groups. Figure 1 shows the prime-age unemployment rate overall and on a disaggregated basis. There are notable persistent gaps between different racial and ethnic groups, and the sizes of those gaps tend to vary over the business cycle.

For example, historically, the ratio of the Black unemployment rate to the white unemployment rate is around 2 for prime-age workers. On average, a 1 percentage point increase in the white unemployment rate is accompanied by a 2 percentage point increase in the Black unemployment rate. This gap narrows considerably the longer an expansion progresses. At the beginning of 2015, a time when many economists believed the overall unemployment rate had reached its "normal" rate, the gap between the Black and white prime-age unemployment rates stood just under 5 percentage points, roughly at its average level since 1972. By September 2019, that gap had reached a historical minimum of 1.7 percentage points, and the gap between the Hispanic and white prime-age unemployment rates had fallen to 0.3 percentage point.

The unemployment gaps between racial and ethnic groups widened again during the pandemic. Currently, for prime-age individuals, the gaps between the white unemployment rate and the Black and Hispanic unemployment rates are roughly 4 percentage points and 3 percentage points, respectively.")

Governor Michelle W. Bowman
Economic Inclusion in Lower-Income Communities
February 2021
("At the Federal Reserve, our community development mission is to promote economic growth and financial stability across the country, particularly in vulnerable communities. The ability to access quality education and training to build workforce skills is critical for low-income workers seeking greater opportunity for themselves and their families. Likewise, reducing the disparities in labor market opportunities among individuals in our society helps to support broader economic growth and financial stability.

These issues have taken on even greater importance over the past year. The COVID-19 pandemic has upended our personal and professional lives and continues to cause economic hardship for many Americans. While the economy has recovered substantially from the effects of the pandemic, it is concerning to see signs that the improvements have been uneven, with some households continuing to struggle with unemployment and facing financial difficulty.

Information from the Federal Reserve Board's Survey of Household Economics and Decisionmaking, or SHED, provides evidence of these disparities. In the July 2020 responses to the SHED, many households reported major employment disruptions due to COVID-19, including layoffs, reductions of hours, or unpaid leave. By mid-summer, many of the affected individuals had returned to work, and many were receiving unemployment insurance benefits and other financial assistance. Even so, unemployment remained very high in July, and 23 percent of SHED respondents said they were either 'just getting by' or 'finding it difficult to get by.' Not surprisingly, those experiencing employment disruptions disproportionately reported that they were likely to have difficulty paying their bills.

The survey showed that employment disruptions and financial challenges disproportionately affected people of color and low-income families. And, unlike during previous recessions, a larger share of working women than men were laid off from their jobs.")

Chair Jerome H. Powell
Getting Back to a Strong Labor Market
February 2021
("A strong labor market that is sustained for an extended period can deliver substantial economic and social benefits, including higher employment and income levels, improved and expanded job opportunities, narrower economic disparities, and healing of the entrenched damage inflicted by past recessions on individuals' economic and personal well-being.

… At the end of 2015, the Black unemployment rate was still quite elevated, at 9 percent, despite the relatively low overall unemployment rate. But that disparity too began to shrink; as the expansion continued beyond 2015, Black unemployment reached a historic low of 5.2 percent, and the gap between Black and white unemployment rates was the narrowest since 1972, when data on unemployment by race started to be collected. Black unemployment has tended to rise more than overall unemployment in recessions but also to fall more quickly in expansions. Over the course of a long expansion, these persistent disparities can decline significantly, but, without policies to address their underlying causes, they may increase again when the economy ultimately turns down.")

Governor Lael Brainard
Full Employment in the New Monetary Policy Framework
January 2021
("Lifting the lives of working people is at the heart of economic policymaking. The deep and disparate damage caused by the pandemic, coming just over a decade after the financial crisis, underscores the vital importance of full employment, particularly for low- and moderate-income workers and those facing systemic challenges in the labor market.")

Governor Lael Brainard
Supporting Responsible Use of AI and Equitable Outcomes in Financial Services
January 2021
("To harness the promise of machine learning to expand access to credit, especially to underserved consumers and businesses that may lack traditional credit histories, it is important to be keenly alert to potential risks around bias and inequitable outcomes. For example, if AI models are built on historical data that reflect racial bias or are optimized to replicate past decisions that may reflect bias, the models may amplify rather than ameliorate racial gaps in access to credit. Along those same lines, the opaque and complex data interactions relied upon by AI could result in discrimination by race, or even lead to digital redlining, if not intentionally designed to address this risk. It is our collective responsibility to ensure that as we innovate, we build appropriate guardrails and protections to prevent such bias and ensure that AI is designed to promote equitable outcomes. As Rayid Ghani notes, "…[A]ny AI (or otherwise developed) system that is affecting people's lives has to be explicitly built to focus on increasing equity and not just optimizing for efficiency…[W]e need to make sure that we put guidelines in place to maximize the chances of the positive impact while protecting people who have been traditionally marginalized in society and may be affected negatively by the new AI systems.'")

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Last Update: March 03, 2023