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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.

[관련키워드]

[뉴스핌 베스트 기사]

사진
'왕과 사는 남자' 800만 돌파 [서울=뉴스핌]이웅희 기자=영화 '왕과 사는 남자'가 누적 800만 관객을 돌파했다. 감독과 배우들의 친필 감사 메시지도 공개했다.  1457년 청령포, 마을의 부흥을 위해 유배지를 자처한 촌장과 왕위에서 쫓겨나 유배된 어린 선왕의 이야기를 담은 영화 '왕과 사는 남자'가 누적 관객수 800만 명을 돌파하며, 2026년 최고 흥행작의 위상을 공고히 했다. 영화관입장권 통합전산망에 따르면 '왕과 사는 남자'는 개봉 26일째인 3월 1일 기준 누적 관객수 8,006,326명을 기록했다. 관객들을 중심으로 확산된 뜨거운 입소문과 쉽게 가시지 않는 영화의 여운으로 인한 N차 관람 열풍에 힘입은 결과로 의미를 더하고 있다. 또한 800만 관객 돌파를 맞아 <왕과 사는 남자>의 장항준 감독은 "<왕과 사는 남자>를 사랑해 주신 관객분들께 너무나 감사하다. 800만 관객이 영화를 봐주셨는데, 나뿐만 아니라 제작진들과 배우들도 다들 상상해 본 적이 없는 숫자라는 생각을 한다. 모두가 하루하루 감사한 마음으로 지내고 있다"며 흥행에 대한 벅찬 소감을 전했다. 배우들 역시 친필 감사 메시지를 공개했다. 광천골 촌장 엄흥도 역의 유해진은 "생각지도 못한 큰 사랑. 진심으로 감사드립니다! 건강하세요^^", 어린 선왕 이홍위 역의 박지훈은 "여러분들께서 사랑해주셔서 영화 <왕과 사는 남자>가 800만을 달성했습니다! 정말 감사합니다! 언제나 늘 열심히 하겠습니다♡ 행복하세요!" , 권력자 한명회 역의 유지태는 "내 인생에 800만 영화를 함께했다는 것만으로 이미 성공한 배우입니다. 진심으로 감사드립니다", 궁녀 매화 역의 전미도는 "<왕과 사는 남자> 800만!! 오랜만에 극장을 찾아와주신 어르신분들, 부모님 모시고 N차 관람해주신 자녀분들, 엄흥도와 단종의 이야기에 함께 가슴 아파해주신 모든 분들께 진심으로 감사드립니다", 흥도의 아들 태산 역의 김민은 "<왕과 사는 남자>를 사랑해주시는 여러분들 정말 감사합니다. 덕분에 행복한 시절을 보내고 있습니다. 늘 건강하고 행복하세요♡"라며 800만 관객을 달성한 기쁜 마음을 전했다. 또 영월군수 역의 박지환은 "<왕과 사는 남자> 800만 관객 여러분 감사드립니다. 앞으로 더욱 열심히 최선을 다하겠습니다", 금성대군 역의 이준혁은 "<왕과 사는 남자> 800만 돌파! 진심으로 감사합니다", 노루골 촌장 역의 안재홍은 "<왕과 사는 남자> 800만 관객 여러분 감사합니다! 사랑합니다!"라며 감사의 인사를 전했다. 몰입감을 극대화하는 배우들의 눈부신 열연과 모두가 알고 있는 역사 속 아무도 몰랐던 단종의 숨겨진 이야기로 가슴 깊은 여운을 전하는 '왕과 사는 남자'의 흥행 질주를 당분간 이어갈 전망이다. iaspire@newspim.com 2026-03-01 15:17
사진
CIA는 모든 걸 알고 있었다 [런던=뉴스핌] 장일현 특파원 = 미국과 이스라엘은 누구도 예상하지 못한 대낮 공습을 감행해 이란의 최고지도자 아야톨라 알리 하메네이를 제거했다.  통상 이 같은 대규모 군사작전은 한밤중 또는 새벽에 시작되는데 이날 공습은 오전 9시40분쯤 실행됐다.  미국 언론들은 이 같은 공습 시기 결정과 관련해 미국과 이스라엘이 하메네이를 비롯한 이란의 군 최고 수뇌부가 이날 오전에 테헤란에 모여 회의를 열 것이라는 정보를 완벽하게 파악했기 때문이라고 했다.  수십년 동안 "미국에게 죽음을"이라는 구호를 외쳐온 이란의 최고 지휘부를 일거에 제거할 수 있는 절호의 기회를 포착한 것이다.  [사진=로이터 뉴스핌] 아야톨라 알리 하메네이(왼쪽) 전 이란 최고지도자가 지난해 6월 4일(현지 시간) 테헤란 남부 호메이니 기념관에서 열린 행사에서 이슬람 혁명의 아버지 아야톨라 루홀라 호메이니 전 이란 최고지도자의 손자인 하산 호메이니와 함께 대중을 향해 인사하고 있다. [사진=로이터 뉴스핌] 미 일간 뉴욕타임스(NYT)는 1일(현지 시간) "미 중앙정보국(CIA)이 이란 지도자들의 모임 장소를 정확히 파악하는데 도움을 줬고, 이후 이스라엘이 공격을 실행했다"고 보도했다.  보도에 따르면 CIA는 지난 몇 개월 동안 하메네이의 움직임을 지속적으로 추적해 왔다. 그 결과 그의 행적과 동선에 대해 점점 더 확신을 갖게 됐다고 한다.  그러던 중 CIA는 하메네이가 지난 28일 아침 테헤란 중심부에 있는 이란 정부 청사 단지에서 주요 군 지휘관들과 회의를 한다는 정보를 입수했다.  미국과 이스라엘은 긴급하게 움직였다. 이 기회를 놓치지 않기 위해 공격 시기를 조율했다.  CIA는 '신뢰도가 높은' 하메네이의 동선과 위치에 대한 정보를 이스라엘에 넘겼다고 이 사안에 정통한 소식통들이 NYT에 밝혔다.  이스라엘의 전투기들은 28일 오전 6시쯤 공군기지에서 이륙했다. 이어 오전 9시40분쯤 이 전투기들이 발사한 장거리 공대지 미사일이 테헤란 시내 주요 목표물을 타격했다.  이스라엘 국방부 관계자는 "오늘 아침 공습은 테헤란의 여러 곳에서 동시에 이뤄졌으며, 그 중 한 곳에 이란의 정치·안보 고위 인사들이 모여 있었다"고 했다.  NYT는 "하메네이의 제거는 작년 6월 '12일 전쟁' 이후 미국과 이스라엘이 이란 지도부에 대해 축적해 온 심층적인 정보력을 반영한 것"이라고 진단했다.  이날 공습으로 하메네이 이외에도 아지즈 나시르자데 국방장관과 압둘라힘 무사비 이란군 참모총장, 모하마드 파크푸르 이란혁명수비대 사령관, 알리 삼카니 최고지도자 군사고문 및 국방위원회 위원장 등도 폭사했다. 이란의 군 수뇌부가 한꺼번에 사라진 것이다.  미국은 이번 군사작전을 '장대한 분노(Operation Epic Fury)'라고 했고, 이스라엘은 '포효하는 사자(Operation Roaring Lion)'라고 부르고 있다.  ihjang67@newspim.com   2026-03-01 19:48
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