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Data, Data and Yet More Data
William Poole*
President, Federal Reserve Bank of St. Louis

The Association for University Business and Economic Research (AUBER) Annual Meeting
University of Memphis
Memphis, Tenn.
Oct. 16, 2006

*I appreciate comments provided by my colleagues at the Federal Reserve Bank of St. Louis. Robert H. Rasche, senior vice president and director of research, provided special assistance. However, I take full responsibility for errors. The views expressed are mine and do not necessarily reflect official positions of the Federal Reserve System.


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Data, Data and Yet More Data

I am very pleased to be here today at the annual meeting of the Association for University Business and Economic Research. I’ve long had an interest in data, and I think that this topic is a good one for this conference. The topic is also one I’ve not addressed in a speech.

A personal recollection might be a good place to begin. In the early 1960s, in my Ph.D. studies at the University of Chicago, I was fortunate to be a member of Milton Friedman’s Money Workshop. Friedman stoked my interest in flexible exchange rates, in an era when mainstream thinking was focused on the advantages of fixed exchange rates and central banks everywhere were committed to maintaining the gold standard. Well, I should say central banks almost everywhere, given that Canada had a floating rate system from 1950 to 1962. Friedman got me interested in doing my Ph.D. dissertation on the Canadian experience with a floating exchange rate, and later I did a paper on nine other floating rate regimes in the 1920s. For this paper I collected daily data on exchange rates from musty paper records at the Board of Governors in Washington.

What was striking about the debates over floating rates in the 1950s is that economists were so willing to speculate about how currency speculators would destabilize foreign exchange markets without presenting any evidence to support those views. In this and many other areas, careful empirical research has resolved many disputes. Our profession has come a long way in institutionalizing empirical approaches to resolving empirical disputes. The enterprise requires data, and what I will discuss is some of the history of the role of the Federal Reserve Bank of St. Louis in providing the data.

Before proceeding, I want to emphasize that the views I express here are mine and do not necessarily reflect official positions of the Federal Reserve System. I thank my colleagues at the Federal Reserve Bank of St. Louis for their comments. Robert H. Rasche, senior vice president and director of research, provided special assistance. However, I retain full responsibility for errors.

Origins
The distribution of economic data by the Research department of the Federal Reserve Bank of St. Louis can be traced back at least to May 1961. At that time, Homer Jones, then director of research, sent out a memo with three tables attached showing rates of change of the money supply (M1), money supply plus time deposits, and money supply plus time deposits plus short-term government securities. His memo indicated that he “would be glad to hear from anyone who thinks such time series have value, concerning promising applications or interpretations.” Recollections of department employees from that time were that the mailing list was about 100 addressees.

Apparently Homer received significant positive feedback, since various statistical releases emerged from this initial effort. Among these were Weekly Financial Data, subsequently U.S. Financial Data; Bank Reserves and Money, subsequently Monetary Trends; National Economic Trends (1967) and International Economic Trends (1978), all of which continue to this date. In April 1989, before a subscription price was imposed, the circulation of U.S. Financial Data had reached almost 45,000. A Business Week article published in 1967 commented about Homer that “while most leading monetary economists don’t buy his theories, they eagerly subscribe to his numbers.”(1) As an aside, as a Chicago Ph.D. I both bought the theories and subscribed to the data publications. By the late 1980s, according to Beryl Sprinkel, a prominent business economist of the time, “weekly and monthly publications of the Research Department, which have now become standard references for everyone from undergraduates to White House officials, were initially Homer’s products.”(2)

Why should a central bank distribute data as a public service? Legend has it that Homer Jones viewed as an important part of his mission to provide the general public with timely information about the stance of monetary policy. In this sense he was an early proponent, perhaps the earliest proponent, of central bank accountability and transparency. While Homer was a dedicated monetarist, and data on monetary aggregates have always figured prominently in St. Louis Fed data publications, data on other variables prominent in the monetary policy debates at the time, including short-term interest rates, excess reserves and borrowings, were included in the data releases.

Early on, the various St. Louis Fed data publications incorporated “growth triangles,” which tracked growth rates of monetary aggregates over varying horizons. Accompanying graphs of the aggregates included broken trend lines that illustrated rises and falls in growth rates. This information featured prominently in monetarist critiques of “stop-go” and procyclical characteristics of monetary policy during the Great Inflation period.

Does the tradition of data distribution initiated by Homer Jones remain a valuable public service? I certainly believe so. But I will also note that the St. Louis Fed’s data resources are widely used within the Federal Reserve System. This information is required for Fed research and policy analysis; the extra cost of making the information available also to the general public is modest.

Rational Expectations Macroeconomic Equilibrium
The case for making data readily available is simple. Most macroeconomists today adhere to a model based on the idea of a rational expectations equilibrium. Policymakers are assumed to have a set of goals, a conception of how the economy works and information about the current state and history of the economy. The private sector understands, to the extent possible, policymakers’ views, and has access to the same information about the state and history of the economy as policymakers have.

An equilibrium requires a situation in which the private sector has a clear understanding of policy goals and the policymakers’ model of the economy, and the policy model of the economy is as accurate as economic science permits. Based on this understanding, market behavior depends centrally on expectations concerning monetary policy and the effects of monetary policy on the economy, including effects on inflation, employment and financial stability. If the policymakers and private market participants do not have views that converge, no stable equilibrium is possible because expectations as to the behavior of others will be constantly changing.

The economy evolves in response to stochastic disturbances of all sorts. The continuous flow of new information includes everything that happens—weather disturbances, technological developments, routine economic data reports and the like. The core of my policy model is that market responses and policy responses to new information are both maximizing—households maximize utility, firms maximize profits and policymakers maximize their policy welfare function.

A critical assumption in this model is the symmetry of the information that is available to both policymakers and private market participants. In cases where the policymakers have an informational advantage over market participants, policy likely will not unfold in the way that markets expect, and the equilibrium that I have characterized here will not emerge. Hence public access to current information on the economy at low cost is a prerequisite to good policy outcomes.

The Evolution of St. Louis Fed Data Services
Data services provided by the Federal Reserve Bank of St. Louis have evolved significantly from the paper publications initiated by Homer Jones. The initial phase of this evolution began in April 1991 when FRED, Federal Reserve Economic Data, was introduced as a dial-up electronic bulletin board. This service was not necessarily low cost. For users in the St. Louis area, access was available through a local phone call. For everyone else, long-distance phone charges were incurred. Nevertheless, within the first month of service, usage was recorded from places as wide ranging as Taipei, London, England and Vancouver, Canada.(3) FRED was relatively small scale. The initial implementation included only the data published in U.S. Financial Data and a few other time series. Subsequently it was expanded to include the data published in Monetary Trends, National Economic Trends and International Economic Trends. At the end of 1995, the print versions of these four statistical publications contained short histories on approximately 200 national and international variables; initially FRED was of comparable scope.

The next step occurred in 1996 when FRED migrated to the World Wide Web. At that point, 403 national time series became available instantaneously to anyone who had a personal computer with a Web browser. An additional 70 series for the Eighth Federal District were also available. The data series were in text format and had to be copied and pasted into the user’s PC. In July 2002, FRED became a true database and the user was offered a wider range of options. Data can be downloaded in either text or Excel format. Shortly thereafter user accounts were introduced so that multiple data series can be downloaded into a single Excel workbook, and data lists can be stored for repeated downloads of updated information. In the first six months after this version of FRED was released, 3.8 million hits were recorded to the website. In a recent six-month period, FRED received 21 million hits from over 109 countries around the world. FRED currently contains 1175 national time series and 1881 regional series. FRED data are updated on a real-time basis as information is released from various statistical agencies.

After 45 years, Homer Jones’s modest initiative to distribute data on three variables has developed into a broad-based data resource on the U.S. economy that is available at the click of a mouse around the globe. Through this resource, researchers, students, market participants and the general public can reach informed decisions based on information that is comparable to the information policymakers have.

In the past year we have introduced a number of additional data services. One of these, ALFRED, adds a vintage (or real-time) dimension to FRED. The ALFRED database stores revision histories of the FRED data series. Since 1996, we have maintained monthly or weekly archives of the FRED database. All the information in these archives has been populated to the ALFRED database, and the user can access point-in-time revisions of these data.(4) We have also extended the revision histories of many series back in time using data that were recorded in U.S. Financial Data, Monetary Trends and National Economic Trends. For selected quarterly National Income and Product data we have complete revision histories back to 1959 for real data and 1947 for nominal data. Revision histories are available on household and payroll employment data back to 1960. A similar history for industrial production is available back to 1927.

Preserving such information is crucial to understanding historical monetary policy. For example, Orphanides shows “that real-time policy recommendations differ considerably from those obtained with ex-post revised data. Further, estimated policy reaction functions based on ex-post revised data provide misleading descriptions of historical policy and obscure the behavior suggested by information available to the Federal Reserve in real time.”(5) Orphanides concludes that “reliance on the information actually available to policymakers in real time is essential for the analysis of monetary policy rules.”(6)

Such vintage information also is essential for analysis of conditions at subnational levels. For example, in January 2005 the BLS estimated that nonfarm employment in the St. Louis MSA had increased by 38.8 thousand between December 2003 and December 2004. This increase was widely cited as evidence that the MSA had returned to strong employment growth after four years of negative job growth. However, these data from the Current Employment Statistics (CES) were not benchmarked to more comprehensive labor market information that is available only with a lag.(7) The current estimate of nonfarm employment growth in the St. Louis MSA for this period, after several revisions, is only 11.6 thousand, less than 30 percent of the increase originally reported.

Another data initiative that we launched several years ago is FRASER – the Federal Reserve Archival System for Economic Research. The objective of this initiative is to digitize and distribute the monetary and economic record of the U.S. economy. FRASER is a repository of image files of important historical documents and serial publications. At present we have posted the entire history of The Economic Report of the President, Economic Indicators and Business Conditions Digest. We have also posted images of most issues of the Survey of Current Business from 1925 through 1990 and are working on filling in images of the remaining volumes. The collection also includes Banking and Monetary Statistics and the Annual Statistical Digests published by the Board of Governors, as well as the Business Statistics supplements to the Survey of Current Business published by the Department of Commerce. We are currently working, in a joint project with the Board of Governors, to image the entire history of the Federal Reserve Bulletin. Finally, we are posting images of historical statistical releases that we have collected in the process of extending the vintage histories in ALFRED back in time. These images should allow scholars, analysts and students of economic history to reconstruct vintage data on many series in addition to those we are maintaining on ALFRED.

Transparency, Accountability and Information Distribution
As just indicated, the scope of the archival information in FRASER extends beyond numeric data. Ready access to a wide variety of information is essential for transparency and accountability of monetary authorities and a full understanding of policy actions by the public. Since 1994 the Federal Reserve System and the FOMC have improved the scope and timeliness of information releases. I have discussed this progress in previous speeches.(8) Currently the FOMC releases a press statement at the conclusion of each scheduled meeting and three weeks later follows up with the release of minutes of the meeting. The press release and the minutes of the meetings record the vote on the policy action. The policy statement and minutes give the public a clear understanding of the action taken and insight into the rationale for the action.

Contrast the current situation with the one in 1979. At that time, actions by the Board of Governors on discount rate changes were reported promptly, but there was no press release subsequent to an FOMC policy action and FOMC meeting minutes were released with a 90-day delay. On Sept. 19, 1979, the Board of Governors voted by the narrow margin of 4-3 to approve a ½ percentage-point increase in the discount rate, with all three dissents against the increase. This information generated the public perception that the Fed officials were sharply divided and, therefore, that the Fed was not prepared to act decisively against inflation. John Berry, a knowledgeable reporter at the Washington Post, observed that “the split vote, with its clear signal that from the Fed’s own point of view interest rates are at or close to their peak for this business cycle, might forestall any more increases in market interest rates.”(9) However, the interpretation of the “clear signal” was erroneous. On that same day, the FOMC had voted 8 to 4 to raise the range for the intended funds rate to 11-1/4 to 11-3/4 percent. More importantly, three of the four dissents were in favor of a more forceful action to restrain inflation.(10) Neither the FOMC’s action, the dissents nor the rationale for the dissents were revealed to the public under the disclosure policies then in effect. The result was to destabilize markets, with commodity markets, in particular, exhibiting extreme volatility.

Conclusion
The tradition of data services was well established when I arrived in St. Louis in 1998, and I must say that I am proud that leadership in the Bank’s Research division has extended that tradition. Data are the lifeblood of empirical research in economics and of policy analysis. Our rational expectations conception of how the macroeconomy works requires that the markets and general public understand what the Fed is doing and why. Of all the things on which we spend money in the Federal Reserve, surely the return on our data services is among the highest.

 

References
1. “Maverick in the Fed System,” Business Week, November 18, 1967.

2. Beryl W. Sprinkel, “Confronting Monetary Policy Dilemmas: the Legacy of Homer Jones,” Federal Reserve Bank of St. Louis Review, March 1987, p 6.

3. “Introducing FRED,” Eighth Note, Federal Reserve Bank of St. Louis, May/June 1991, p. 1.

4. We do not maintain histories of daily data series in ALFRED. Interest rates and exchange rates appear at daily frequencies in FRED. In principal these data are not revised, though occasional recording errors are observed to slip into the initial data releases. Such reporting errors get corrected in subsequent publications, so sometimes there is a vintage dimension to one of these series.

5. A. Orphanides, “Monetary Policy Rules Based on Real-Time Data,” American Economic Review, 91(4), September 2001, pp. 964.

6. ibid.

7. H.J. Wall and C.H. Wheeler, “St. Louis Employment in 2004: A Tale of Two Surveys,” CRE8 Occasional Report No. 2005-1, February 9, 2005.

8. See for example, FOMC Transparency,

9. J. Berry, “Fed Lists Discount Rate to Peak of 11% on Close Vote,” Washington Post, September 19, 1979, p. A1.

10. See, D.E. Lindsey, A. Orphanides, and R.H. Rasche, “The Reform of October 1979: How it Happened and Why,” Federal Reserve Bank of St. Louis Reivew, 87(2), Part 2,March/April 2005, pp 195-6.

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바이낸스, 8.4조원 해킹 당해…역대 최대 [서울=뉴스핌] 최원진 기자= 세계 최대 암호화폐 거래소 바이낸스에서 추정 피해액 63억 달러(약 8조 4,000억 원)에 달하는 암호화폐 업계 역사상 최대 규모의 해킹 사건이 발생했다고 블룸버그 통신이 30일(현지시간) 보도했다. 바이낸스는 소셜미디어 X를 통해 "추정 총 피해액은 약 63억"라며 "블록체인 파트너들과 협력하여 피해 자산을 동결했으며, 현재까지 약 30억 달러가 온체인에서 동결됐다"고 밝혔다. 바이낸스는 즉각 모든 가상자산의 입출금을 일시 중단했다. 비트코인 [사진=블룸버그] 바이낸스 측은 비상 상황에서 고객을 보호하기 위해 2018년에 조성한 '사용자 자산 보호 기금(SAFU)'을 언급하며, 모든 손실을 보상하겠다고 강조했다.  주요 스테이블코인 발행사인 테더와 서클 역시 해킹과 관련된 자금 각각 15억 달러 이상과 8억 달러 상당을 즉각 동결하며 사태 수습에 나섰다. 블록체인 정보업체 TRM 랩스는 이번 공격의 배후로 북한 정찰총국 산하의 엘리트 해킹 조직 '트레이더트레이터(TraderTraitor)'를 지목했다. TRM 랩스는 "강력한 온체인 및 오프체인 정보에 근거해 이번 공격은 북한의 정예 해킹 부대인 트레이더트래이터의 소행으로 판단한다"며 "이러한 판단을 매우 확신한다"고 설명했다. 이번 해킹은 지난해 2월 가상자산 거래소 바이비트에서 발생했던 15억 달러 규모의 탈취 기록을 크게 뛰어넘는 역대 최대 피해다. 이번 사건으로 암호화폐 시장은 큰 충격을 받았다. 비트코인은 29일 미국 증시 마감 후 3% 하락했고, 아시아 거래에서도 추가로 3% 떨어져 7만 7천 달러 아래로 하락하며, 9월 이후 최저치를 기록했다. 기타 알트코인도 매도세를 보였다. 가뜩이나 트레이더들은 이번 주 암호화폐 시장의 큰 변동성에 대비했던 상황이라 충격이 크다. 30일 110억 달러 규모의 옵션 만기가 예정되어 있기 때문이다. 또한, 다음 주(11월 3일) 미국 중간선거에서 민주당이 상·하원 중 한 곳 또는 둘 다 탈환할 경우 암호화폐 산업에 대한 규제 강화로 이어질 우려도 있다.  한편, 사이버 보안 위협은 암호화폐 업계를 넘어 금융권 전체로 확산하는 양상이라고 블룸버그는 짚었다. 같은 날 예측시장 플랫폼 폴리마켓은 제3자 소프트웨어 제공업체가 해킹돼 국제 거래소 거래를 한 시간 동안 중단시켰다. 블록체인 분석 플랫폼 버블맵스는 X에 게시한 글에서 700명이 넘는 폴리마켓 사용자들이 270만 달러 상당의 자금을 잃었다고 주장했다. 한국 대신증권은 최근 고객 정보 유출과 미래에셋운용의 해킹 피해가 공개됐다. 일본에서도 GMO인터넷그룹의 외환거래 클라우드가 해킹 협박을 받는 등 전 세계 금융 시스템을 겨냥한 사이버 공격이 잇따르고 있다. wonjc6@newspim.com   2026-10-30 14:11
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서울 주택 매입 무주택자 44% 증가 [서울=뉴스핌] 최현민 기자 = 서울 아파트 거래가 위축되는 가운데 올해 생애최초 부동산 매수자는 오히려 지난해보다 40% 이상 늘어났다. 서울 집값과 전셋값 상승세가 이어지면서 무주택 실수요자들이 가격이 더 오르기 전에 내 집 마련에 나선 것으로 풀이된다.  정부가 잇따라 주택공급 확대 방안을 내놓고 있지만 실제 입주까지는 상당한 시간이 필요한 상황이다. 특히 30대를 중심으로 첫 부동산 매수자가 크게 늘어나면서 공급 확대에 대한 기대보다 당장의 주거 불안이 매수 결정에 영향을 미치고 있다는 관측이 나온다. [AI일러스트 = 최현민 기자] ◆ 서울 첫 매수자 전국 대비 10배 이상 증가…30대가 절반 30일 업계에 따르면 서울 아파트 거래가 둔화하는 상황에서도 올해 생애최초 부동산 매수자가 지난해보다 크게 늘면서 주거 불안에 따른 실수요자의 매수 움직임이 이어질 수 있다는 전망이 나온다. 올해 1~9월 서울에서 생애 처음 부동산을 매수한 사람은 6만5750명이다. 이는 지난해 같은 기간 4만5711명보다 2만 39명(43.8%) 증가한 규모다. 같은 기간 전국 생애최초 매수자는 32만 471명에서 33만2358명으로 3.7% 증가하는 데 그쳤다. 전국 증가율이 한 자릿수에 머무른 반면 서울은 40% 넘게 늘면서 매수 지역이 서울에 집중된 것으로 나타났다.  경기도의 경우 9만6031명에서 10만8032명으로 12.5% 증가했지만 인천은 3만1255명에서 2만 664명으로 33.9% 감소했다.  연령별로는 30대의 증가세가 두드러졌다. 올해 1~9월 서울의 30대 생애최초 매수자는 3만5880명으로 지난해 같은 기간 2만2602명보다 58.7% 늘었다. 전체 서울 생애최초 매수자의 54.6%를 차지하는 규모다. 20대 역시 4552명에서 6699명으로 47.2% 증가했고 40대는 1만772명에서 1만3994명으로 29.9% 늘었다. 상대적으로 주택 마련 수요가 높은 30대를 중심으로 첫 부동산 매수가 확대된 모습이다. 월별로 보면 올해 서울 생애최초 매수자는 1월 6554명에서 4월 7341명으로 늘었고 8월에는 9353명까지 증가했다. 9월에는 8324명으로 전월보다 감소했지만 지난해 같은 기간 5983명과 비교하면 39.1% 높은 수준이다. ◆ 집값·전셋값 동반 상승…공급 확대에도 입주까지 '하세월' 생애최초 매수자가 늘어난 배경으로는 서울 주택가격 상승과 전세시장 불안이 거론된다. 주택 매매가격뿐 아니라 전세가격까지 오르면서 무주택 실수요자들의 주거비 부담이 커지고 있기 때문이다. 실제로 지난달 서울 아파트 매매가격은 전월 대비 0.7% 상승했다. 강남권 일부 지역에서 가격 조정이 나타났지만 중랑구와 성북구, 서대문구 등 강북권을 중심으로 상승세가 이어지면서 서울 전체 아파트값은 오름세를 유지했다. 이달 들어서도 상승 흐름은 이어지고 있다. 10월 셋째 주 서울 아파트 매매가격은 전주보다 0.1% 상승했다. 상승폭은 전주보다 줄었지만 서울 전체 가격은 여전히 높은 수준의 상승 압력을 받고 있는 상황이다. 특히 전세시장에서도 가격 상승과 매물 부족 우려가 이어지면서 실수요자들의 주거 선택지가 좁아지고 있다. 전세 계약을 갱신하거나 월세 부담을 감수하는 대신 매매시장에 진입하려는 수요가 생길 수 있다는 분석이다. 이러한 상황에서 정부는 3기 신도시와 수도권 신규택지 조성 등을 통해 주택공급 확대에 속도를 내고 있다. 이날도 김포 아라와 구리 건원, 하남 등 수도권 신규택지 6곳에 7만6700가구를 공급하는 계획을 발표했다. 다만 신규택지에 공공택지 최단기 착공모델을 적용하더라도 실제 입주는 2033년에나 가능할 전망이다. 택지 지정과 보상, 기반시설 조성 등 후속 절차에 상당한 시간이 소요되는 만큼 단기간에 주택공급 효과를 기대하기는 어려운 상황이다. 특히 서울시와의 주택공급 협의가 좀처럼 진전을 보이지 못하면서 이번 신규택지 발표에서도 서울 내 공급부지는 포함되지 않았다. 신규 공급 물량이 모두 경기도에 집중된 만큼 이번 대책 역시 서울 주택시장의 수급 불안을 진정시키기는 쉽지 않을 것이란 관측이 나온다. 당분간 공급계획이 실제 입주 물량으로 이어지기 전까지는 서울 주택가격과 전세가격의 움직임이 무주택자의 매수 결정에 영향을 미치면서 무주택자들의 매수세는 가파르게 증가할 것으로 예상된다.  업계 관계자는 "여러차례 대책을 내놓았지만 실제 입주까지는 최소 3년 이상이 소요되는 만큼 당장 집을 구해야 하는 무주택자들의 불안을 해소하기에는 한계가 있다"며 "서울 집값과 전셋값 상승세가 이어질 경우 가격이 더 오르기 전에 주택을 확보하려는 실수요자들의 움직임이 지속될 가능성이 있다"고 말했다. min72@newspim.com 2026-10-30 12:00
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