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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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[뉴스핌 베스트 기사]

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靑 "임광현 발탁, 李대통령 국정 의지 담겨" [서울=뉴스핌] 박찬제 기자 = 청와대는 15일 임광현 신임 대통령비서실장 발탁 배경에 '일하는 비서실'과 '일하는 행정부'를 지향하는 대통령의 국정 의지가 담겨 있다고 밝혔다. 성기홍 청와대 홍보소통수석은 이날 오전 CBS 라디오 '박성태의 뉴스쇼'에서 "이재명 대통령께서 깊이 숙고한 결과물로서 임광현 국세청장을 신임 2기 비서실장으로 발탁했다고 생각한다"며 이같이 전했다. 성 수석은 강 전 실장과 임 실장의 차이도 짚었다. 그는 "강 전 실장의 경우에는 여의도에서 잔뼈가 굵은 중진 정치인 출신"이라며 "초대 비서실장으로서 그 시기에는 내란을 극복하고 인수위원회도 없이 출범했던 이재명 정부의 새로운 국정 로드맵을 짜 나가고 설계하는 게 우리 초대 비서실장의 중요한 임무였다"고 설명했다. 이재명 대통령(당시 더불어민주당 대표, 오른쪽)과 임광현 비서실장(당시 전 국세청 차장)이 국회에서 열린 인재환영식에서 기념촬영을 하고 있다. [사진=뉴스핌 DB] ◆ "정통 관료 출신…국회의원 경험도" 이어 2기 비서실장인 임 실장에 대해 성 수석은 "이제 이 대통령은 초기에 만들었던 국정의 로드맵이 현실 속에서 국민에게 체화될 수 있도록 성과물을 내는지가 굉장히 중요하다고 생각한다"며 "그러니 이것을 시행해 나갈 그런 바퀴를 교체할 필요가 있는 것"이라고 강조했다. 성 수석은 "그런 바퀴로서 정통 경제 관료 출신으로서 실제로 국세청장으로 재임하며 성과로 실력을 입증한 관료 출신, 그러면서 국회의원 경험도 있는 임 실장을 선택한 것"이라며 "그래서 저는 일하는 비서실, 일하는 정부를 향한 인선이라고 평가하고 싶다"고 밝혔다. 임 실장이 관료출신이라 정무 부분에서 취약할 것 같다는 지적에 성 수석은 "임 실장은 거의 20~30년 동안을 행정부에서 근무한 분"이라며 "현대의 행정 업무는 여의도의 정치적 환경이라든지 정부적인 상황을 고려하지 않은 상태에서 그 성과를 내는 것은 힘들다"고 반박했다. 성 수석은 "국세청장을 하면서 고액 체납 징수, 역외 세금을 환수하는 작업에 매끄럽게 성과를 이끌어내는 과정 자체가 단지 정책 역량만이 아니라 정무적인 판단도 있다고 생각한다"며 "또 임 실장은 국회의원으로서 역할을 한 바도 있다"고 설명했다. 일각에서 제기된 강 전 실장과 김현지 부속실장 사이에 알력 다툼이 있었다는 소리에 성 수석은 "팩트에 근거하지 않은 루머들이 오히려 정통 담론을 뒤흔드는 양상의 소문들이 많이 퍼져 나가고 있는데 그런 것 중 하나"라며 "실제로 청와대 내부에서는 강 전 실장을 중심으로 모든 비서실 시스템이 굴러가는 식으로 쭉 진행돼 왔다"고 선을 그었다. 임광현 국세청장이 5일 오후 서울 종로구 정부서울청사에서 열린 민생물가 특별관리 관계장관 TF 회의에서 발언하고 있다. [사진=뉴스핌DB] ◆ '보은 인사' 지적에 "근거 없다" 야권에서 제기된 '보은 인사' 지적도 성 수석은 반박했다. 야권은 임 실장의 처남인 이승엽 변호사가 이 대통령의 대장동 사건을 변호한 데 따른 보은 인사라 주장 중이다. 또 복지부 공무원으로 오래 재직한 임 실장의 배우자가 휴스턴 총영사로 재임 중인 점도 문제 삼았다.  성 수석은 "임 실장이나 이경은 휴스턴 총영사의 경우에는 기본적으로 개인적인 업무 역량과 커리어 자체가 굉장히 탁월하신 분들"이라며 "처남을 비서실장의 발탁과 연결시키는 것은 근거가 없다"고 말했다. 이경은 총영사에 대해서는 "복지부 공무원을 한 것은 전체 경력 쪽에 한 10년 정도"라며 "원래 출발은 공보처에서 출발해서 노무현 정부 청와대 시절에 해외 언론 비서관실에 해외 공보를 담당했다"고 짚었다. 이어 "복지부 공무원을 그만두고 난 이후에 국제 엠네스티에 한국 사무처장을 하면서 국제 관계 분야에 활동을 많이 하신 분"이라고 덧붙였다. pcjay@newspim.com 2026-10-15 09:21
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'청년버스킹 축제' 17일 오후 1시 한강공원서 개최 [서울=뉴스핌] 정태이 기자 = 선선한 가을바람이 부는 한강에서 청년 음악가들의 다채로운 공연과 시민 참여형 프로그램이 펼쳐진다. 감엔터테인먼트가 주최하고 서울특별시가 후원하는 '2026 한강 청년 버스킹 축제 : DAY OFF SEOUL'이 오는 17일 여의도한강공원 녹음수광장에서 열린다. 행사는 오후 1시부터 5시까지 진행되며 모든 공연과 체험 프로그램은 무료로 운영된다. [사진=감엔터테인먼트] 올해 축제는 '한강 위에서 하루를 통째로 쉬어가는 청년 문화 축제'를 주제로 마련된다. 음악과 피크닉, 한강, 가을을 결합해 누구나 부담 없이 즐길 수 있는 열린 문화 공간을 조성하고 시민 참여와 청년 예술가 발굴을 함께 꾀한다. 청년 예술가에게는 시민과 만나는 무대를, 시민에게는 일상에서 잠시 벗어나 문화와 휴식을 함께 즐길 수 있는 공간을 제공한다는 취지다. 축제의 중심은 청년 음악가들의 버스킹 무대다. 싱어송라이터 오디션 '히든스테이지' 출신의 김은찬밴드,신직선,윤태경,윤준,채수빈,심각한 개구리, 채비(Che!vee), 혼즈(Hon'z) 등 10팀이 참여해 각기 다른 장르와 개성을 담은 음악을 선보인다. [서울=뉴스핌] 정태이 기자 = '히든스테이지' 대상 심각한 개구리(위 왼쪽부터 시계방향으로), 최우수상 윤태경, 우수상 김은찬밴드. [사진=감엔터테인먼트] 2026.10.08 taeyi427@newspim.com 특히 지난 7일 열린 '히든스테이지' 결선에서 대상을 받은 심각한 개구리를 비롯해 최우수상 윤태경, 우수상 김은찬밴드 등 수상자들도 이번 축제를 통해 다시 관객들과 만난다. 경연 무대에서 실력을 겨룬 청년 음악가들이 이번에는 한강 야외 무대로 자리를 옮겨 시민들과 가까이에서 호흡할 예정이다. 청년 아티스트들의 공연에 더해 특별 초청 무대도 마련된다. 뉴올리언스 사운드를 기반으로 활동하는 컨템포러리 재즈밴드 '김루꾸밴드'와 국악·비보이·아크로바틱 등을 결합한 퍼포먼스팀 '라스트릿크루', 비트박서 잭브라이언(Jackbryan)이 무대에 올라 축제의 볼거리를 더한다. 싱어송라이터들의 음악부터 재즈와 퍼포먼스, 비트박스까지 서로 다른 장르의 무대를 한자리에서 만나볼 수 있다. [서울=뉴스핌] 정태이 기자 = 사진 위쪽부터 라스트릿크루, 김루꾸밴드, 비트박서 잭브라이언(Jackbryan). [사진=감엔터테인먼트] 2026.10.08 taeyi427@newspim.com 시민도 직접 무대의 주인공이 될 수 있다. '시민과 함께하는 버스킹' 참가 희망자는 축제 공식 홈페이지를 통해 사전 신청할 수 있으며 개인 또는 팀 단위로 지원 가능하다. 신청자의 자기소개와 활동 경력, 희망 공연곡과 장르, 공연 영상 등을 종합적으로 검토해 참가자를 선정한다. 선정된 참가자는 '시민과 함께하는 버스킹' 무대에 참여하게 된다. 청년 뮤지션의 공연과 함께 시민에게도 직접 무대에 참여할 기회를 제공한다. 무대 밖에서는 공연과 함께 즐길 수 있는 체험 프로그램이 이어진다. '서울의 향을 찾아서'에서는 서울을 대표하는 핫플레이스 이미지를 향으로 구현해 시향한 뒤 원하는 향료를 더해 자신만의 맞춤 향수를 만들 수 있다. 여러 향을 직접 맡아보고 취향에 맞게 조합해 결과물을 만드는 방식이다. '한강 포토 스테이션'에서는 축제 현장의 즐거운 순간을 간직할 수 있도록 즉석 사진 인화 부스 '한강로 사진관'을 운영한다. 현장에서 촬영한 사진을 인화해 축제의 순간을 기록할 수 있도록 마련했다. [서울=뉴스핌] 정태이 기자 = 한강 포토 스테이션 [사진=감엔터테인먼트] 2026.10.08 taeyi427@newspim.com 음악과 한강의 풍경, 청춘에게 전하고 싶은 문장을 엽서에 적어 남기는 참여형 아카이브 프로그램 '한강 사운드 엽서'도 준비된다. 공연 관람에 더해 향수 제작과 사진, 엽서 등 다양한 방식으로 축제를 즐길 수 있도록 구성했다. 주최 측은 "청년 음악가들이 시민과 가까이에서 소통하고, 시민들도 공연과 체험에 직접 참여할 수 있는 축제를 준비하고 있다"며 "가을 한강에서 음악과 휴식을 함께 즐기는 특별한 하루가 되길 바란다"고 말했다. taeyi427@newspim.com 2026-10-13 06:33
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