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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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강의구, 1심서 실형…법정 구속 [서울=뉴스핌] 홍석희 기자 = 12·3 비상계엄 선포문 표지를 사후에 만들고 보관한 혐의로 기소된 강의구 전 대통령실 부속실장이 1심에서 징역형을 선고받았다. 강 전 실장은 증거 인멸과 도망을 우려로 법정에서 구속됐다. 서울중앙지법 형사합의30부(재판장 박옥희)는 28일 오후 허위 공문서 작성·행사, 공용물 손상, 대통령기록물에 관한 법률 위반 등 혐의를 받는 강 전 실장에게 징역 1년 6개월을 선고하고, "증거 인멸과 도망의 우려가 있다"며 구속영장을 발부했다. [서울=뉴스핌] 사진공동취재단 = 강의구 전 대통령실 부속실장이 28일 오후 서울 서초구 서울중앙지방법원에서 열린 사후 계엄 선포문 허위 작성 1심 선고 공판에 출석하고 있다. 2026.05.28 photo@newspim.com 강 전 실장은 비상계엄 해제 후인 2024년 12월 6일 한덕수 전 국무총리, 김용현 전 국방부 장관이 사전에 부서하고 윤석열 전 대통령이 서명한 문서에 따라 비상계엄을 선포한 것처럼 허위 계엄 선포문을 작성한 혐의로 기소됐다. 해당 사후 문건은 한 전 총리, 김 전 장관, 윤 전 대통령 순으로 서명이 이뤄졌고, 강 전 실장 사무실에 보관된 것으로 조사됐다. 내란 혐의 수사가 본격화하자 한 전 총리로부터 "사후에 문서를 만들었다는 것이 알려지면 또 다른 논쟁을 낳을 수 있으니 내가 서명한 것을 없었던 것으로 하자"라는 말을 듣고 해당 문건을 파쇄한 혐의도 받는다. 재판부는 사후에 작성된 계엄 선포문이 허위 공문서에 해당하며, 강 전 실장에게 허위 공문서를 작성하려는 고의가 있었다고 판단했다. 재판부는 "계엄 선포의 절차적 적법성을 증명하고 계엄 선포문 표지가 공개되는 상황을 대비하기 위해 작성한 이상 (문서) 행사의 목적을 부정할 수 없다"고 판시했다. 이 밖에 계엄 선포문 파쇄와 관련한 공용서류 손상·대통령기록물법 위반 혐의도 유죄로 인정됐다. 다만 재판부는 "문서 보관 행위만으로는 해당 문서의 신용을 해할 위험이 발생했다고 볼 수 없다"며 허위 공문서 행사 혐의는 무죄로 판단했다. 재판부는 양형과 관련해 "피고인은 대통령을 지근거리에서 보좌하는 고위 공무원으로서 대통령의 직무수행을 올바르게 보좌해야 한다"며 "그럼에도 피고인은 이 사건 계엄 선포가 위헌·위법하다는 지적이 제기되고, 대통령 탄핵 소추안이 발의된 엄중한 상황에서 윤석열 등의 서명을 받아 허위 공문서를 작성했다"고 질타했다. 이어 "피고인은 윤석열의 사전 지시가 없었는데도 계엄 선포문의 표지 형식을 작성하고 윤석열 등의 서명을 받아 각 범행의 주요한 실행행위를 담당했다"며 "피고인의 직위와 역할을 비춰볼 때 죄책이 무겁다"고 덧붙였다. 재판부는 선고 이후 증거 인멸 및 도망 우려 등으로 강 전 실장에게 구속영장을 발부했다. 강 전 실장 측 변호인은 "사실관계를 다 인정하고 법리적으로 다퉜고 증거, 증인에 대해서도 동의했다"며 "법리적으로 다툴 여지가 있으니 불구속 상태에서 재판받게 해 달라"고 했다. 강 전 실장도 "저는 증거 인멸과 도주에 대한 의사가 전혀 없다"고 항변했으나 재판부는 "피고인이 범행을 다투고 있고 1년 6개월이라는 가볍지 않은 형이 선고됐다"며 받아들이지 않았다. hong90@newspim.com 2026-05-28 15:27
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신네르, 롤랑가로스 2회전 탈락 [서울=뉴스핌] 박상욱 기자 = 세계 테니스계를 호령하던 얀니크 신네르(24·이탈리아·1위)가 파리의 가혹한 폭염과 갑작스러운 컨디션 난조로 커리어 그랜드슬램 도전이 물거품됐다. 신네르는 28일(현지시간) 프랑스 파리 롤랑가로스 스타디움에서 열린 2026 프랑스오픈 남자 단식 2회전에서 세계 56위 후안 마누엘 세룬돌로(24·아르헨티나)에게 세트 스코어 2-3(6-3, 6-2, 5-7, 1-6, 1-6)으로 대역전패했다. 톱시드를 받은 선수가 이 대회 3라운드 이전에 탈락한 것은 2000년 안드레 애거시(미국) 이후 무려 26년 만이다. [파리 로이터=뉴스핌] 박상욱 기자=신네르가 28일(현지시간) 2026 프랑스오픈 남자 단식 2회전 경기 중 더위를 식히고 있다. 2026.5.29. psoq1337@newspim.com 경기 초반은 신네르의 독무대였다. 강력한 스트로크를 앞세워 1, 2세트를 손쉽게 따냈다. 3세트에서도 게임 스코어 5-1까지 달아나며 완승을 눈앞에 뒀다. 그러나 파리의 30도를 웃도는 폭염 속에서 비극이 시작됐다. 심한 어지럼증과 메스꺼움을 느낀 신네르는 급격한 체력 저하와 함께 다리 경련 증세를 보였다. 코트를 떠나 메디컬 타임아웃까지 요청했으나 한 번 무너진 몸은 회복되지 않았다. 신네르가 중심을 잃자 세룬돌로는 끈질긴 수비와 집요한 톱스핀 샷으로 상대를 흔들었다. 몸이 굳어버린 신네르는 마지막 20게임 중 단 2게임만 따내는 빈공 속에 급격히 무너졌다. 이 경기 전까지 올 시즌 인디언웰스, 마이애미, 몬테카를로, 마드리드, 로마까지 'ATP 마스터스 1000' 시리즈 5개 대회를 연속 석권하며 30연승을 달리던 신네르의 무패 행진도 허무하게 마감됐다. 지난해 파리 마스터스 우승을 포함하면 마스터스 1000 시리즈 6개 대회 연속 우승이라는 대기록의 중단이다. [파리 로이터=뉴스핌] 박상욱 기자=신네르가 28일(현지시간) 2026 프랑스오픈 남자 단식 2회전에서 패한 뒤 경기장을 떠나고 있다. 2026.5.29. psoq1337@newspim.com 경기 후 신네르는 "최근 많은 경기를 치르며 회복할 시간이 부족했고 아침부터 몸이 무거웠다"며 "3세트 이후 에너지가 완전히 떨어지며 흐름을 잃었다"고 아쉬움을 삼켰다. 대어를 낚은 세룬돌로 역시 "그에게 정말 힘든 상황이었다. 솔직히 운이 따랐고 신네르가 빨리 회복하길 바란다"며 위로를 건넸다. 이번 이변으로 지난 2024년 호주오픈을 기점으로 이어져 온 신네르와 카를로스 알카라스(스페인·2위)의 '메이저 독식 체제'는 잠시 멈추게 됐다. 지난 9개의 메이저 대회를 양분했던 알카라스가 손목 부상으로 대회 전 기권한 데 이어 신네르마저 조기 탈락하며 롤랑가로스는 한 치 앞을 알 수 없는 혼전 양상으로 접어들었다. [파리 로이터=뉴스핌] 박상욱 기자=세룬돌로가 28일(현지시간) 2026 프랑스오픈 남자 단식 2회전에서 승리한 뒤 팬들에 인사하고 있다. 2026.5.29. psoq1337@newspim.com 번번이 이들에게 밀렸던 노박 조코비치(세르비아)의 통산 25번째 메이저 우승 대기록 도전과 메이저 대회 준우승 단골이었던 알렉산더 즈베레프(독일), 캐스퍼 루드(노르웨이) 등 강자들의 왕좌 탈환 경쟁이 본격적인 막을 올렸다. 특히 조코비치가 이번에 정상에 오르면 남녀 테니스를 통틀어 '역대 메이저 단식 최다 우승'이라는 전인미답의 이정표를 세우게 된다. psoq1337@newspim.com 2026-05-29 08:03
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