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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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황대헌 "결승서 플랜B 급변경" [서울=뉴스핌] 박상욱 기자 = 한국 남자 쇼트트랙 선수로는 처음으로 3개 대회 연속 메달을 따낸 황대헌(강원도청)은 "이 자리에 오기까지 너무 많은 시련과 역경이 있었다. 너무 소중한 메달"이라고 말했다. 황대헌은 "월드투어 시리즈를 치르면서 많은 실패와 도전을 했고, 그런 부분을 제가 많이 연구하고 공부해서 좋은 결과로 이어졌다"고도 했다. 황대헌은 15일(한국시간) 2026 밀라노·코르티나담페초 동계 올림픽 쇼트트랙 남자 1500m 결승에서 옌스 판트 바우트(네덜란드)에 이어 2위로 은메달을 거머쥐었다. 그는 2018 평창 대회 남자 500m 은메달을 시작으로 2022 베이징 대회에서 남자 1500m 금메달과 남자 5000m 계주 은메달을 땄다. [밀라노 로이터=뉴스핌] 박상욱 기자= 황대헌이 15일(한국시간) 2026 밀라노·코르티나담페초 동계올림픽 쇼트트랙 남자 1500m 시상식에 오르며 주먹을 불끈 쥐고 있다. 2026.02.15 psoq1337@newspim.com 황대헌에게 이번 올림픽은 출발부터 쉽지 않았다. 지난해 11월 네덜란드 도르드레흐트에서 열린 2025-2026 국제빙상경기연맹(ISU) 쇼트트랙 월드투어 4차 대회에서 왼쪽 무릎을 다쳤다. 부상 치료가 완전히 끝나지 않은 상태에서 올림픽을 준비했다. 이날 결승은 9명이 함께 뛰었다. 황대헌은 "2022년 베이징 대회 때는 결승에서 10명이 뛰었다. 그리 놀라운 상황은 아니었다"며 "쇼트트랙 레이스의 흐름이 많이 바뀌어서 공부도 많이 했고, 계획했던 대로 경기를 풀어갈 수 있었다"고 설명했다. 이어 "경기 운영엔 다양한 전략이 있었다. 순간적으로 플랜B로 바꿨다"며 "자세한 내용은 제가 많이 연구한 결과라 소스를 공개할 수는 없다"며 미소를 보였다. psoq1337@newspim.com 2026-02-15 09:10
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최가온이 전한 긴박했던 순간 [서울=뉴스핌] 장환수 스포츠전문기자= "들것에 실려 나가면 그대로 끝이었어요." 2026 밀라노·코르티나담페초 동계올림픽 스노보드 여자 하프파이프에서 한국 설상 종목 사상 첫 금메달을 따낸 최가온(세화여고)이 가장 아찔했던 순간을 돌아봤다. 최가온. [사진=대한체육회] 최가온은 14일(한국시간) 이탈리아 밀라노 코리아하우스에서 열린 대한체육회 공식 기자회견에서 전날 결선 1차 시기를 떠올렸다. 그는 리비뇨 스노파크에서 열린 결선 1차 시기에서 크게 넘어지며 한동안 일어나지 못했다. 의료진이 내려와 상태를 확인했고, 들것이 대기한 긴박한 상황이었다. 최가온은 "들것에 실려 나가면 병원으로 가야 했고, 그러면 대회를 포기해야 하는 상황이었다"며 "포기하면 평생 후회할 것 같았다. 다음 선수가 기다리고 있어 시간이 많지 않았는데 잠시만 시간을 달라고 하고 발가락부터 힘을 주며 움직이려 했다"고 말했다. 다행히 걸을 수는 있었지만 코치는 기권을 권유했다. 최가온은 "나는 무조건 뛰겠다고 했지만 코치님은 걸을 수 없는 상태로 보셨다"며 "이를 악물고 계속 걸어보려 했고, 다리 상태가 조금씩 나아져 2차 시기 직전 기권을 철회했다"고 설명했다. [리비뇨 로이터=뉴스핌] 장환수 스포츠전문기자= 최가온이 13일 스노보드 여자 하프파이프 결선 1차 시기에서 넘어지자 의료진이 달려와 상태를 살펴보고 있다. 2026.02.13 zangpabo@newspim.com 1, 2차 시기 연속 실수로 벼랑 끝에 몰렸지만 3차 시기에서 반전이 일어났다. 최가온은 "긴장감이 오히려 사라졌다. 기술 생각만 하면서 출발했다. 내 연기를 완성하겠다는 생각뿐이었다"고 돌아봤다. 그리고 900도와 720도 회전을 안정적으로 연결하며 90.25점을 받아 극적인 역전 우승을 완성했다. 은메달을 차지한 교포 선수 클로이 김(미국)과 관계도 화제가 됐다. 최가온은 "클로이 언니가 안아줬는데 정말 행복했다. 그 순간 '내가 언니를 넘어섰구나' 하는 감정이 몰려왔고 눈물이 터졌다"고 했다. 이어 "경기 전에는 언니가 금메달을 땄으면 좋겠다는 생각이 들 정도로 마음이 복잡했다. 존경하는 선수라 기쁨과 서운함이 동시에 들었다"고 솔직하게 털어놨다. 부상 직후 재도전에 대한 두려움은 없었을까. 그는 "어릴 때부터 겁이 없었다. 언니, 오빠들과 함께 타며 자연스럽게 생긴 승부욕이 두려움을 이겨낸 것 같다"며 웃었다. [리비뇨=로이터뉴스핌] 밀라노-코르티나 2026 동계올림픽 스노보드 여자 하프파이프에서 금메달을 획득한 최가온 선수가 지난 12일 이탈리아 리비뇨 스노파크에서 열린 시상식에서 태극기를 들어 보이고 있다. 2026.02.13 photo@newspim.com 많은 눈이 내린 경기 환경에 대해서도 담담했다. "첫 엑스게임 때 눈이 정말 많이 왔는데 그때에 비하면 괜찮았다. 경기장에 들어갔을 때 함박눈이 내려 오히려 예쁘다고 느꼈다. 시상대에서도 눈이 내려 클로이 언니와 '이렇게 눈이 내리니 좋다'고 이야기했다"고 전했다. 몸 상태는 완전하지 않았다. 그는 "무릎이 아주 아팠지만 많이 좋아졌다"며 "올림픽을 앞두고 훈련 중 다친 왼쪽 손목은 귀국 후 점검해야 한다"고 밝혔다. 이어 "이번 올림픽에서 최고의 경기력을 보여드리지는 못했다. 기술 완성도를 더 높이고 긴장감을 다스리는 법도 보완하고 싶다"며 "먼 미래보다 당장 지금의 나보다 더 나은 선수가 되는 게 목표"라고 말했다. 최가온. [사진=올댓스포츠] 가족에 대한 고마움도 전했다. 최가온은 "아버지가 내가 어릴 때 일을 그만두고 이 길을 함께 걸었다. 많이 싸우기도 했지만 끝까지 포기하지 않고 함께해줘 지금 이 자리에 있는 것 같다"며 고개를 숙였다. 귀국 후 계획을 묻자 "할머니가 해주는 밥을 먹고 싶다. 친구들과는 파자마 파티를 하기로 했다"며 수줍게 웃었다. 금메달과 함께 포상금과 고급 시계를 받게 된 데 대해서는 "과분한 것들을 받게 돼 영광이다. 시계는 잘 차겠다"고 말했다. 스노보드 꿈나무들에게는 "하프파이프는 즐기면서 타는 게 가장 중요하다. 다치지 말고 즐기면서 탔으면 좋겠다"고 조언했다. 들것 앞에서 멈추지 않았던 17세의 선택은 결국 한국 설상 종목의 새 역사가 됐다. zangpabo@newspim.com 2026-02-14 22:35
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