Remarks by Chairman Ben S. BernankeAt the Fifteenth Congressional District of Texas’ Fifth Regional Issues Conference, Washington, D.C., Washington, D.C.,June 13, 2006 Increasing Economic Opportunity: Challenges and Strategies I am pleased to be here to discuss some strategies for helping families, particularly lower-income families, improve their economic and financial well-being. Families today face a financial marketplace that is increasingly complex, with numerous products and service providers from which to choose. Today I will touch on several approaches for helping people of modest means take advantage of these financial opportunities while managing the risks and avoiding possible pitfalls. Today’s Financial Marketplace Technological advances have dramatically transformed the provision of financial products and services in recent years. To cite just one example, the expanded use of computerized credit-scoring models, by reducing the costs of making loans and by increasing the range of assets that lenders can sell on the secondary market, has made possible the extension of credit to a larger group of borrowers. Indeed, we have seen an increasingly wide array of products being offered to consumers across a range of incomes, leading to what has been called the democratization of credit. Likewise, technological innovation has enhanced financial services, such as banking services, and increased the variety of financial products available to savers.The range of providers in consumer financial markets has also increased, with the number of nonbank entities offering credit and other financial services having risen particularly quickly. For example, a recent study of alternative providers of financial services found the number of nonbank check-cashing establishments doubled in the United States between 1996 and 2001.1 Payday lending outlets, a source of credit that was almost non-existent a decade ago, now number more than 10,000. And data from the Survey of Consumers Finances, a triennial survey sponsored by the Federal Reserve Board, indicate that the share of households with a loan from a finance company increased from 13 percent in 1992 to 25 percent in 2004. Financial Challenges of Lower-Income FamiliesDespite the increased complexity of financial products and the wider availability of credit in many forms, U.S. households overall have been managing their personal finances well. On average, debt burdens appear to be at manageable levels, and delinquency rates on consumer loans and home mortgages have been low. Measured relative to disposable income, household net worth is at a fairly high level, although still below the peak reached earlier this decade. Families with low to moderate incomes, however, face special financial challenges. These families generally have less of a cushion to absorb unanticipated expenses or to deal with adverse circumstances, such as the loss of employment or a serious health problem. Results from the Survey of Consumer Finances show that the median net worth for households in the lowest income quintile--those whose income placed them in the bottom fifth of the population--was only $7,500 in 2004, well below the median for all survey respondents of $93,000.2 The Survey data also indicate that households in the lowest quintile were significantly less likely than the average respondent to maintain a checking or savings account; almost 25 percent of those families were "unbanked," compared to less than 10 percent of families in the other income quintiles. The reasons given for not having an account varied: Some respondents said they would not write enough checks to make having an account worthwhile, but others were dissuaded by minimum balance requirements or said that they did not have enough money to justify opening an account. In some cases, a lack of knowledge about the services that banks offer or even a distrust of banks is likely a factor. The Survey also found that lower-income households are less able than others to manage their debts. A greater fraction of these households had debt-to-income ratios of 40 percent or more or had a payment past due at least sixty days. The data also reveal that only 40 percent of families in the lowest quintile own a home, compared with a homeownership rate of 69 percent among all families surveyed. Finally, the data on retirement account ownership show an even larger gap, with only 10 percent of lowest-quintile families holding a retirement account, whereas 50 percent of all families responding to the survey reported participation in some type of retirement savings plan. How can these disparities be addressed? Some general approaches to helping families of modest means build assets and improve their economic well-being include community economic development, financial education, and programs that encourage saving and investment. In the remainder of my remarks, I will discuss each of these approaches briefly and offer some insights into their effectiveness based on research and experience.Community Economic Development In my time with the Federal Reserve, I have had a number of opportunities to meet with community economic development leaders--representatives of groups working to assist lower-income families become homeowners, start small businesses, better manage their finances, and save for the future. In fact, my first trip as a Federal Reserve Board member was to Brownsville, Texas, where I saw how a grassroots nonprofit organization is helping to build communities and to provide residents with the chance to build wealth through homeownership. The Community Development Corporation (CDC) of Brownsville works with multiple funding partners--governments at all levels, financial institutions, foundations, and corporations--to construct housing and to design innovative loan products that enable low-income families to qualify for mortgage credit. For example, because of the mix of funding sources, mortgage loans can be offered with features such as down‑payment assistance or a below-market interest rate. The CDC of Brownsville also offers a program that allows prospective homeowners to acquire "sweat equity" in a property by working on construction teams to help build their own new home and those of other participating families. As in the case of many community development organizations, the Brownsville CDC has also made financial education a critical element of its efforts to help lower-income residents improve their financial status. For example, participation in financial counseling or in an education program is typically required for a borrower to obtain a loan through the CDC or through one of its lending partners. However, the broader aim of these programs is to improve borrowers’ prospects for longer-term success in maintaining their credit and handling their overall finances. Since 1994, through this combination of leveraged financing arrangements and borrower education, the CDC of Brownsville has helped make homeownership possible for more than 2,500 low-income families. I cite the Brownsville example because of the opportunity that I had to learn about their work (and I recently had a similar opportunity to see some impressive community development efforts in the Anacostia neighborhood of the District of Columbia). But this localized approach to community development and wealth-building is playing out in neighborhoods throughout the country, in most cases through strategies tailored to the distinct needs of the particular community.Financial Education and Financial LiteracyFinancial education has not only been integral to community development but has also begun to play a larger role in the broader consumer market. Clearly, to choose wisely from the wide variety of financial products and providers available, consumers must have at least basic financial knowledge. People who understand the financial aspects of purchasing a home or starting a business, or who appreciate the importance of saving for children’s education or retirement, will almost certainly be economically better off than those without that vital information. Financial literacy can be acquired through many channels: in school, on the job, through community programs and counseling, or through self-education and experience.Studies generally find that people receiving financial education or counseling have better financial outcomes. For example, research that analyzed data on nearly 40,000 mortgage loans targeted to lower-income borrowers found that families that received individual financial counseling were less likely later to become delinquent on their mortgage payments.3 Similarly, another study found that borrowers who sought and received assistance from a credit counseling agency improved their credit management, in particular, by reducing the number of credit accounts on which they carried positive balances, cutting overall debt, and reducing delinquency rates.4 More broadly, the research shows that financial knowledge is correlated with good financial outcomes; for example, individuals familiar with basic financial concepts and products have been found to be more likely to balance their checkbook every month, budget for savings, and hold investment accounts.5 Studies that establish an association between financial knowledge and good financial outcomes are encouraging, but they do not necessarily prove that financial training and counseling are the causes of the better outcomes. It could be, for example, that counseling is associated with better financial outcomes because the consumers who choose to seek counseling are the ones who are already better informed or more motivated to make good financial decisions. In medicine and other fields, researchers gain a better understanding of what causes what by doing controlled studies, in which some subjects are randomly assigned a particular treatment while others do not receive it. To translate this idea to the analysis of the effects of financial counseling, the Federal Reserve Board’s Division of Consumer and Community Affairs is collaborating with the Department of Defense to conduct a three-year study of the effects of financial education. This study will evaluate the impact of various educational programs on the financial decisions of soldiers and their families. It includes a treatment group of those receiving financial education, with the programs each family receives and when they receive it being determined randomly, and a control group of similar soldiers and their families who have not received this formal financial education. Because assignments of individuals to programs will be random, any observed changes in behavior can be more reliably attributed to the type and amount of counseling received. Among other things, the results of this study should help us better understand whether financial education leads to changes in behavior for participants in general or only for those at critical teaching moments, such as the period before making a major financial decision such as choosing a mortgage.I would like to say just a few words about the Federal Reserve’s broader role in promoting consumers’ understanding of financial products and services. Beyond conducting surveys of consumers and doing research, we work in a number of ways to support consumers in their financial decisionmaking. For example, through our consumer protection rule-writing authority, the Federal Reserve sets requirements that specify the information that must be disclosed to consumers about the terms and fees associated with credit and deposit accounts. These disclosures provide consumers with the essential information they need to assess the costs and benefits of financial services and compare products among different providers. We are currently reviewing many of our disclosures and plan to use focus groups and other methods to try to make these disclosures as clear and as user-friendly as possible. The Federal Reserve System also works to promote financial education and financial literacy through various outreach and educational activities. We provide a great deal of substantive financial information, including interactive tools for economic education, on our education website www.federalreserveeducation.org. The website links to a wide variety of financial education resources at the local, regional, and national levels.Additionally, the Federal Reserved Board collaborates with educational and community development organizations to support their efforts. Our national partners include the Jump$tart Coalition for Personal Financial Literacy, the Conference of Mayors’ DollarWi$e Campaign, Operation HOPE, the American Savings Education Council, and America Saves, among others. At the regional level, the twelve Federal Reserve Banks work with organizations to support financial education and financial literacy. For example, the Federal Reserve Bank of Cleveland has worked with community financial educators to form regional networks that combine resources and share best practices. The Federal Reserve Bank of Chicago sponsors "MoneySmart Week," partnering with banks, businesses, government agencies, schools, community organizations, and libraries to host activities designed to help consumers learn how to manage money. The Federal Reserve Banks of San Francisco and Minneapolis have worked with leaders in the Native American community to develop financial education materials. My recent testimony to Congress on financial literacy provided information on many other projects and programs. 6 The Federal Reserve will continue to make financial education a priority.Strategies to Encourage SavingEven if people know that they would be better off if they saved more or budgeted more wisely, we all know from personal experience that translating good intentions into action can be difficult. (Think about how hard it is to keep New Year’s resolutions.) The field of behavioral economics, which studies economic and financial decisions from a psychological perspective, has cast new light on consumer behavior and led to recommendations about how to improve people’s financial management. For example, studies of individual choices in 401(k) savings plans strongly suggest that workers do not pay adequate attention to their saving and investment decisions. Notably, despite the tax advantages of 401(k) contributions and, in some cases, a generous employer match, one-quarter of workers eligible for 401(k) plans do not participate. Studies have found, however, that if firms change the presentation of the plan from an "opt-in" choice to an "opt-out" choice, in which workers are automatically enrolled unless they actively choose to remain out of the plan, participation rates increase substantially.7 The impact of changing from "opt-in" to "opt-out" is particularly evident for younger and lower-income workers, who may have less financial expertise.In addition, participants in savings plans evidently do not understand the various investment options that are offered. A survey by the investment management firm, The Vanguard Group, found that many plan participants cannot assess the risk inherent in different types of financial assets; for example, many did not appreciate that a diversified equity mutual fund is generally less risky than keeping most of one’s wealth in the form of the employer’s stock.8 Indeed, employees appear to invest heavily in their company’s stock despite the fact that their income is already tied to the fortunes of their employer. More than one-quarter of 401(k) balances are held in company stock, and this high share arises not only from an employer match but from voluntary purchases as well.9These insights into consumer behavior have prompted some changes in the design of retirement plans and in education programs focused on saving for retirement. More employers now feature automatic enrollment in their 401(k) plans in an effort to boost participation. Also, some have set the default investment option to a diversified portfolio that is rebalanced automatically as the worker ages or have set contribution rates to rise automatically over time in line with salary increases.However, although these changes in program design may boost saving and improve investment choices, they are not a substitute for continued financial education. Employers, including the Federal Reserve Board, offer financial education at the workplace to help their workers gain a better understanding of retirement savings options. Helping people appreciate the importance of saving and giving them the tools they need to translate that knowledge into action remain major challenges.ConclusionLet me close by observing that many factors influence consumer financial behavior. Financial education is clearly central to helping consumers make better decisions for themselves and their families, but policymakers, regulators, nonprofit organizations, and financial service providers must all help ensure that consumers have the tools and the information they need to make better decisions. Success can only come through collaborative efforts. I see much interest today in increased collaboration toward these objectives, both in Washington and around the country.Thank you for the opportunity to speak with you today. I encourage you to continue working together to help provide increased economic opportunity in your communities, and I wish you the best of luck in your efforts. --------------------------------------------------------------------------------Footnotes1. Kenneth Temkin and Noah Sawyer (2004), "Analysis of Alternative Financial Service Providers (781 KB PDF)," report prepared for the Fannie Mae Foundation by the Urban Institute Metropolitan Housing and Communities Policy Center. 2. Brian K. Bucks, Arthur B. Kennickell, and Kevin B. Moore (2006), "Recent Changes in U.S. Family Finances: Evidence from the 2001 and 2004 Survey of Consumer Finances (448 KB PDF)," Federal Reserve Bulletin. 3. Abdighani Hirad and Peter M. Zorn (2001), "A Little Knowledge Is a Good Thing: Empirical Evidence of the Effectiveness of Pre-Purchase Homeownership Counseling (466 KB PDF)," paper presented at "Seeds of Growth - Sustainable CommunityDevelopment: What Works, What Doesn’t and Why?" 4. Gregory Elliehausen, E. Christopher Lundquist, and Michael E. Staten (2003), "The Impact of Credit Counseling on Subsequent Borrower Credit Usage and Payment Behavior (305 KB PDF" (January), paper presented at "Seeds of Growth - Sustainable Community Development: What Works, What Doesn’t and Why?" 5. Jeanne M. Hogarth and Marianne A. Hilgert (2003), "Patterns of Financial Behaviors: Implications for Community Educators and Policymakers (1.7 MB PDF)," paper presented at "Seeds of Growth - Sustainable Community Development: What Works, What Doesn’t and Why?" 6. Chairman Ben S. Bernanke, Financial Literacy, Testimony Before the Committee on Banking, Housing, and Urban Affairs, U.S. Senate, May 23, 2006. 7. Brigitte Madrian and Dennis Shea (2001), "The Power of Suggestion: Inertia in 401(k) Participation and Savings Behavior," Quarterly Journal of Economics, vol. 116 (November), pp. 1149-87. 8. The Vanguard Group (2002), "Expecting Lower Market Returns in the Near Term," Vanguard Participant Monitor. 9. Jeffrey R. Brown, Nellie Liang, and Scott Weisbenner (2006), "401(k) Matching Contributions in Company Stock: Costs and Benefits for Firms and Workers," Journal of Public Economics, vol. 90 (August), pp. 1315-46.
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타이거 우즈 탄 차량 전복·체포
[서울=뉴스핌] 이웅희 기자·한지용 인턴기자 = '골프 황제' 타이거 우즈(50)가 또 '음주 또는 약물 운전'(DUI·Driving Under the Influence) 혐의에 연루돼 체포됐다.
미국 ABC 방송과 AP통신 등에 따르면 우즈는 28일(한국시간) 미국 플로리다주 마틴 카운티 주피터 아일랜드 인근 도로에서 차량을 운전하던 중 사고를 일으킨 뒤 경찰에 체포돼 구금됐다.
[서울=뉴스핌] 박상욱 기자 = 타이거 우즈. [사진=로이터] 2026.03.19 psoq1337@newspim.com
사고는 이날 오후 2시를 넘긴 시점에 발생했다. 우즈가 몰던 차량은 왕복 2차선 도로에서 다른 차량과 충돌한 뒤 전복된 것으로 전해졌다. 우즈는 큰 부상을 입지 않은 것으로 확인됐다.
다만 현장에 출동한 경찰은 우즈의 상태를 확인하는 과정에서 음주 또는 약물 영향 아래 운전을 했다고 의심했고, 곧바로 체포했다. 현재까지 우즈가 술에 취한 상태였는지, 약물 복용에 따른 것인지는 명확히 밝혀지지 않았다.
우즈의 교통사고는 이번이 처음이 아니다. 그는 2021년 2월 미국 캘리포니아주 로스앤젤레스 인근에서 차량 전복 사고를 당해 다리 등에 중상을 입고 장기간 재활 치료를 받은 바 있다. 당시 경찰은 과속과 운전 부주의를 사고 원인으로 지목했으며, 음주나 약물 정황은 없다고 결론 내렸다.
타이거 우즈. [사진=로이터]
또한 우즈는 2017년에도 DUI 혐의로 체포된 전력이 있다. 당시 그는 도로변에 정차된 차량 운전석에서 잠든 채 발견됐으며, 진통제 복용 상태였다고 진술했다. 이후 법정에서 혐의를 인정하고 벌금과 보호관찰, 사회봉사 등의 처분을 받았다.
우즈는 지난해 9월 일곱 번째 허리 수술을 받은 후 선수 생활 연장을 준비해 왔다. 우즈는 다음달 9~12일 열리는 마스터스 출전 여부를 아직 고민 중인 것으로 알려졌다. 또 다음해 열리는 아일랜드 라이더 컵의 미국 단장직 승낙 여부도 이달말까지 결정해야 하는 상황이다.
football1229@newspim.com
2026-03-28 08:59
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'삼전닉스' 흔든 구글 '터보퀀트'
[서울=뉴스핌] 서영욱 기자 = 구글이 공개한 새 기술 '터보퀀트(TurboQuant)가 인공지능(AI) 반도체 시장에 파장을 일으키고 있다. KV(key-value) 캐시를 압축해 메모리 사용량을 최대 6분의 1 수준으로 줄이면서 비용과 속도를 동시에 개선한 것이 핵심이다. 다만 비용 하락이 AI 확산을 자극하는 '제번스 역설'이 작동할 경우, 고대역폭메모리(HBM)와 같은 고성능 메모리 수요는 오히려 확대될 수 있다는 전망이 나온다.
[AI 인포그래픽=서영욱 기자]
◆메모리 6분의 1로…속도까지 끌어올린 '터보퀸트'27일 반도체업계에 따르면 구글이 지난 24일(현지시간) 공개한 '터보퀀트'는 대규모언어모델(LLM)의 핵심 병목으로 꼽히는 메모리 사용량을 획기적으로 줄이는 기술로, 비용과 속도를 동시에 개선할 수 있는 해법으로 주목을 받는다.
LLM은 문장을 생성할 때 이전 대화 내용을 'KV 캐시' 형태로 저장해 활용한다. KV 캐시는 모델이 이미 처리한 단어들의 정보를 임시로 저장해두는 일종의 '작업 메모리'로, 같은 계산을 반복하지 않고 다음 문장을 빠르게 생성하도록 돕는 역할을 한다.
대화가 길어질수록 이 캐시가 기하급수적으로 늘어나며 GPU 메모리를 빠르게 소모한다. 그동안 업계는 연산 성능을 높이는 데 집중해왔지만, 실제 서비스 환경에서는 메모리 한계가 속도 저하와 비용 상승의 주요 원인으로 지목돼 왔다.
터보퀀트는 이 지점을 겨냥한 기술이다. 핵심은 데이터를 저장하는 방식을 바꿔 같은 정보를 훨씬 적은 용량으로 담아내는 데 있다. 기존에는 복잡한 수치 데이터를 그대로 저장했다면, 터보퀀트는 이를 '크기(magnitude)와 방향(direction)'으로 단순화해 표현한다. 구조 자체를 바꿔 압축 효율을 끌어올린 셈이다.
여기에 압축 과정에서 발생할 수 있는 오차를 최소한의 정보로 보정하는 방식이 더해졌다. 극히 적은 추가 데이터로 오류를 보정해 정확도를 유지하는 구조다. 이 덕분에 기존 압축 기술의 한계였던 성능 저하 문제를 피할 수 있었다.
구글에 따르면 터보퀀트를 적용하면 KV 캐시 메모리를 최대 6분의 1 수준으로 줄일 수 있다. 저장 용량도 기존 16~32비트에서 약 3비트 수준까지 낮아진다. 메모리 사용량이 줄어들면서 연산 속도도 함께 개선돼, 일부 환경에서는 최대 8배까지 처리 속도가 향상된 것으로 나타났다. 특히 별도의 재학습 없이 기존 모델에 적용할 수 있다는 점도 장점으로 꼽힌다.
◆메모리주 급락에도…"수요 감소는 과도한 우려"터보퀀트가 공개되자 글로벌 금융시장이 출렁였다. 메모리 사용 효율이 크게 개선될 경우 향후 반도체 수요가 위축될 수 있다는 우려가 반영되면서 메모리 관련 종목이 일제히 하락했다. 미국 증시에서는 마이크론을 비롯한 메모리 업체 주가가 급락했고, 국내에서도 삼성전자와 SK하이닉스 주가가 동반 약세를 보였다.
다만 반도체업계에서는 이를 구조적 수요 감소로 해석하기에는 이르다는 분석이 우세하다. 터보퀀트가 메모리 사용량을 줄이는 것은 사실이지만, 이는 개별 AI 모델 단위의 효율 개선일 뿐 전체 수요 감소로 직결되지는 않는다는 것이다. 오히려 비용 절감을 통해 AI 서비스 확산을 가속화할 경우 전체 메모리 수요는 증가할 수 있다는 관측도 나온다.
특히 고대역폭메모리(HBM)와 같은 고성능 메모리는 단순 저장 용량보다 데이터 처리 속도와 대역폭이 핵심 경쟁력인 만큼, 터보퀀트와 직접적인 대체 관계에 있지 않다는 분석도 제기된다. 메모리 효율화 흐름과는 별개로 고성능 메모리 수요는 성장세를 이어갈 가능성이 크다는 분석이다.
지난 18일 오전 경기 수원시 영통구 수원컨벤션센터에서 열린 '제57기 삼성전자 정기주주총회'에서 주주들이 HBM4, HBM4E 메모리를 보고 있다. [사진=뉴스핌DB]
◆효율 높일수록 수요 늘어…'제번스 역설' 재현할 수도효율이 높아질수록 오히려 수요가 늘어나는 '제번스의 역설'이다. 기술 발전으로 비용이 낮아지면 활용 범위가 확대되고, 결과적으로 전체 수요가 증가하는 현상이다.
이 같은 흐름은 과거 산업 사례에서도 확인된다. 1990년대 인터넷 확산 초기에는 이메일과 디지털 문서 도입으로 종이 사용량이 줄어들 것이라는 전망이 우세했지만, 실제로는 PC와 프린터 보급, 웹 문서 출력 증가가 맞물리며 오히려 종이 사용량이 급증한 바 있다.
업계에서는 이를 효율 개선이 수요 감소로 이어지지 않고 오히려 전체 수요를 확대시키는 '리바운드 효과'의 대표 사례로 보고 있다. AI 역시 유사한 경로를 따를 가능성이 크다는 분석이다.
실제 최근 사례에서도 유사한 흐름이 나타났다. 저비용·고효율 AI 모델을 내세운 딥시크(DeepSeek) 공개 당시 반도체 업종 주가가 단기 급락했지만, 이후 AI 수요 확대 기대가 반영되며 빠르게 회복세를 보였다.
김일혁 KB증권 연구원은 "터보퀀트로 메모리 사용 효율이 개선되더라도 수요 감소로 직결되기보다는 AI 활용 확대를 통한 수요 증가 요인으로 작용할 가능성이 크다"고 분석했다. 이어 "컨텍스트 윈도우 확대와 AI 에이전트 확산, 온디바이스 AI 성장 등이 맞물리면서 메모리 수요는 구조적으로 확대될 것"이라고 덧붙였다.
syu@newspim.com
2026-03-27 16:54












