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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
與, 전대 앞두고 '신천지 개입설' 파장 [서울=뉴스핌] 박서영 기자 = 더불어민주당 8·17 전당대회를 앞두고 김민석 당대표 후보가 경쟁 주자인 정청래 후보를 향해 '신천지 전당대회 개입설'을 제기하며 핵심 뇌관으로 떠오르고 있다.  정 후보는 "무관용 원칙으로 법적 조치를 취하겠다"면서 강경 대응 방침을 밝혔고, 또 다른 당권주자인 송 후보도 참전을 예고했다.  더불어민주당 당권 주자인 김민석 전 국무총리가 지난 15일 오전 서울 여의도 민주당 중앙당사에서 4대 혁신안을 발표하고 있다. [사진 = 뉴스핌DB] ◆ 김민석 "반명·분열·신천지 연합 깨는 것이 이번 전당대회 본질" 김 후보는 21일 오전 서울 중구 서울시의회에서 열린 당대표 후보 초청 간담회 직후 기자들과 만나 신천지 의혹과 관련해 "반명(반이재명), 분열주의, 신천지의 비밀 3자연합을 깨는 것이 이번 전대의 본질"이라며 신천지 개입설을 제기했다. 이어 그는 "신천지와 관련해서는 차근차근 말씀드릴 기회가 있을 것"이라며 "신천지 특검이 진행이 안 된 점 같은 것들을 하나하나 짚어가야 한다"고 주장했다. 또 "신천지의 정치개입에 대해서 엄격한 비판을 하고 예방하는 것이 필요하다"며 "다른 후보들도 이에 대해 엄격한 비판을 할 수 있게 되기를 바란다"고 강조했다. 정청래 전 더불어민주당 대표 [사진=뉴스핌 DB] ◆ 정청래 "저와 전혀 관련 없는 문제...무관용 원칙으로 법적 조치하겠다"  이에 정 후보는 법적 대응을 예고하며 즉각 반발했다. 정 후보도 같은 행사 후 기자들과 만나 '신천지 전당대회 개입설'에 대해 "저하고는 전혀 관련 없는 문제"라며 "이런 가짜뉴스, 허위조작 정보로 이미지를 씌우는 게 있다면 무관용의 원칙으로 법적 조치하겠다"고 밝혔다. 그러면서 "유튜브에서 그런 가짜 조작뉴스를 흘리는 것으로 알고 있는데, 이미 법적 조치를 취한 게 있다. 앞으로 지위고하를 막론하고 가장 강력한 법적조치를 취하겠다. 정보통신망법에 의해서 엄벌에 처하게 돼 있다"고 했다. 정 후보는 이날 오후 본회의 이후 기자들과 만난 자리에서도 "(신천지 전당대회 개입설) 부분은 제가 절대로 용서하지 않고 그냥 넘어가지 않을 것"이라며 "마치 저하고 관련이 있는 것처럼 연기를 피우는데, 이것은 걸리면 족족 다 법적인 조치를 할 것"이라고 재차 강조했다.  송영길 더불어민주당 당대표 후보는 21일 자신의 페이스북에 홍준표 전 대구시장과 오찬 회동을 가졌다고 밝혔다. [사진=송영길 페이스북] ◆ 송영길 "홍준표와 오찬...이만희 교주와 洪 직접 만나 나눈 충격적 이야기 들어" 송영길 당대표 후보도 이날 신천지 문제를 언급하며 당내 파장을 예고했다.  송 후보는 이날 자신의 페이스북에 홍준표 전 대구시장과 오찬 회동을 가졌다고 밝혔다. 그는 "지난 2021년 국힘 대선경선에서 신천지 개입이 없었다면 윤석열이 아닌 홍준표가 대선 후보가 되었을텐데 하는 아쉬움을 나누었다"고 적었다.  이어 "대선 후 이만희 (신천지) 교주와 홍준표 선배가 직접 만나 나눈 충격적인 이야기를 들었다. 몇 가지 크로스체크를 한 후 방송에서 이야기하도록 하겠다"고 했다.  seo00@newspim.com 2026-07-21 17:03
사진
'여론조사 대납' 오세훈 오늘 1심 선고 [서울=뉴스핌] 백승은 기자 = 헌정사 첫 5선에 성공한 오세훈 서울시장이 정치자금법 위반 혐의 1심 선고를 앞두고 중대한 기로에 섰다. 22일 서울중앙지법 형사합의22부(재판장 조형우)는 이날 오후 오 시장과 강철원 전 서울시 정무부시장, 사업가 김한정 씨의 정치자금법 위반 혐의 사건에 대한 1심 선고를 내린다. 오세훈 서울시장 [사진=뉴스핌DB] 오 시장은 지난 2021년 4·7 서울시장 보궐선거 전 명태균 씨에게 여론조사 결과를 10차례 받아 후원자였던 김 씨에게 3300만원 상당의 비용을 대신 내게 한 혐의로 지난해 12월 재판에 넘겨졌다. 이 사건을 기소한 민중기 특별검사팀은 지난달 17일 오 시장에게 징역 1년 6개월과 추징금 3300만원을 구형했다. 강 전 부시장과 김 씨에게는 각 징역 1년을 구형했다. 오 시장이 특검의 구형대로 형이 확정될 경우 시장직을 박탈당한다.  선출직 공직자의 경우 정치자금법 위반 사건에서 벌금 100만원 이상(집행유예 포함) 형을 확정받을 경우 5년간 공무담임 등의 제한 규정에 따라 취임하거나 임용될 수 없다. 선고에 앞서 취임하거나 임용된 자는 퇴직해야 한다. 특검 측은 결심공판에서 "객관적 증거들에 의하면 정치자금법 위반이 명백히 입증된다"며 "(오 시장은) 이 건 범행으로 인한 이익의 최종적 귀속주체임에도 불구하고 범행을 부인하며 책임을 회피하고 있다"며 엄중한 처벌이 불가피하다고 주장했다. 오 시장은 정황증거와 간접증거는 있지만 녹취와 같은 직접증거는 없다고 반박했다. 또 명 씨를 만난 적은 있지만, 명 씨가 선거 전략을 담당할 만큼 전문성을 갖췄다고 보지 않아 여론조사를 의뢰하거나 비용 대납을 요청한 적이 없다고 밝혔다. 선고를 앞둔 지난 20일 오 시장은 특검과 더불어민주당을 향해 "법치주의를 흔드는 정략적인 장외 언론플레이를 즉각 중단하라"고 언급하기도 했다. 다만 오 시장이 이날 1심에서 100만원 이상 벌금형을 선고받는다고 해도 형 확정 전이므로 곧바로 시장직이 박탈되지 않는다. 특검법의 신속 재판 규정(1심은 기소일로부터 6개월, 2·3심은 전심 선고일로부터 3개월)에 따라서 항소와 상고가 이어질 경우 늦어도 내년 1월 전후에는 대법원의 최종 판단이 이뤄질 전망이다. 100wins@newspim.com 2026-07-22 06:00
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