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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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이정후 18게임 연속 안타 행진 [서울=뉴스핌] 박상욱 기자 = KBO 출신 타격 천재 이정후(샌프란시스코 자이언츠)가 메이저리그를 뒤집어 놓고 있다. 한국인 빅리거 최장 연속 경기 안타 신기록을 하루 만에 새로 썼다. 결정적인 순간에 변함없는 클린 히트로 소속팀의 8점 차 대역전승에 기여했다. 이정후는 11일(한국 시각) 미국 캘리포니아주 샌프란시스코 오라클 파크에서 열린 메이저리그(MLB) 워싱턴 내셔널스와의 홈경기에 우익수, 5번 타자로 선발 출전해 4타수 2안타 1볼넷 2득점 1도루를 기록했다. 전날 17경기 연속 안타로 추신수와 김하성을 넘어섰던 이정후는 이날 안타를 추가하며 기록을 18경기로 늘렸다. 일본의 오타니 쇼헤이가 가진 연속 안타 기록과 어깨를 나란히 했다. [샌프란시스코 로이터 =뉴스핌] 박상욱 기자=이정후가 11일(한국시간) MLB 워싱턴 내셔널스와의 홈경기에서 9회 끝내기 만루포를 때린 브라이스 엘드리지와 포옹하고 있다. 2026.6.11 psoq1337@newspim.com 시즌 23번째 멀티히트다. 최근 3경기 연속 2안타 이상을 몰아친 이정후의 시즌 타율은 0.335에서 0.338로 뛰어올랐다. 내셔널리그 타율 선두 오토 로페스(0.342)를 4리 차로 턱밑까지 추격한 메이저리그 전체 2위 기록이다. 이정후는 2회말 첫 타석에서 워싱턴 좌완 선발 포스터 그리핀을 상대로 헛스윙 삼진으로 물러났다. 4회말 두 번째 타석에서도 2루수 땅볼에 그쳤다. 세 번째 타석부터 진가를 드러났다. 팀이 1-6으로 뒤진 6회말 2사 주자 없는 상황. 이정후는 그리핀의 초구 낮은 커브를 감각적인 배트 컨트롤로 걷어 올려 우전 안타를 만들었다. 스트라이크존을 벗어난 유인구였지만 이정후의 방망이를 피해 가지 못했다. 지난달 15일 LA 다저스전부터 시작된 18경기 연속 안타 행진이 완성됐다. [샌프란시스코 로이터 =뉴스핌] 박상욱 기자=이정후가 11일(한국시간) MLB 워싱턴 내셔널스와의 홈경기 8회 2루 도루에 성공하고 있다. 2026.6.11 psoq1337@newspim.com 8회말에는 '발 야구'로 추격의 불씨를 지폈다. 3-9로 뒤진 상황에서 이정후는 풀카운트 승부 끝에 귀중한 볼넷을 골라냈다. 지난달 4일 탬파베이 레이스전 이후 39일 만에 나온 볼넷이다. 출루한 이정후는 곧바로 2루를 훔쳐 시즌 3호 도루를 성공시켰다. 이틀 연속 도루다. 이후 대니얼 수색의 적시 2루타 때 홈을 밟으며 득점까지 올렸다. 자이언츠는 8회에만 맷 채프먼과 라파엘 데버스의 백투백 홈런 등을 묶어 5점을 추격했다. [샌프란시스코 로이터 =뉴스핌] 박상욱 기자=이정후가 11일(한국시간) MLB 워싱턴 내셔널스와의 홈경기 9회 안타를 치고 나가 셀레브레이션을 하고 있다. 2026.6.11 psoq1337@newspim.com 이날의 역전 드라마의 크라이막스는 9회말 정규이닝 마지막 공격이었다. 7-10으로 뒤진 무사 1·2루 찬스가 이정후에게 걸렸다. 워싱턴은 빅리그에서 가장 뜨거운 타자인 이정후를 저격하기 위해 좌완 미첼 파커를 마운드에 올렸다. 이정후는 불리한 볼카운트(1볼-2스트라이크)에 몰렸으나 파커의 5구째 바깥쪽 직구를 가볍게 밀어 쳐 좌전 안타를 날렸다. [샌프란시스코 로이터 =뉴스핌] 박상욱 기자=샌프란시스코 선수들이 11일(한국시간) MLB 워싱턴 내셔널스와의 홈경기에서 역전 만루 홈런을 친 브라이스 엘드리지를 축하하며 역전승을 자축하고 있다. 2026.6.11 psoq1337@newspim.com 순식간에 무사 만루 찬스가 만들어졌고 후속타자 브라이스 엘드리지는 파커를 상대로 우측 담장을 넘기는 끝내기 역전 만루 홈런을 쏘아 올렸다. 1-9로 뒤지던 경기를 11-10으로 뒤집은 오라클 파크 역사에 남을 '극장승'이었다. 이정후의 정교한 타격을 징검다리로 대역전 시나리오가 완성됐다. psoq1337@newspim.com 2026-06-11 08:47
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FIFA 월드컵 76조원 베팅 전쟁 [서울=뉴스핌] 고인원 기자= 2026 국제축구연맹(FIFA) 월드컵이 사상 최대 규모의 스포츠 베팅 이벤트가 될 전망이다. 미국 스포츠 베팅 시장이 사실상 처음으로 월드컵 특수를 온전히 누리게 되면서 온라인 스포츠북과 예측시장, 스포츠 데이터 업체들 간 고객 확보 경쟁도 한층 치열해질 것으로 예상된다. CNBC에 따르면 시장에서는 이번 월드컵 기간 전 세계 베팅 규모가 500억달러(약 76조원)를 넘어설 것으로 보고 있다. 이는 2022년 카타르 월드컵 당시 350억달러를 웃돌았던 수준보다 크게 늘어난 규모다. [프라하 로이터=뉴스핌] 월드컵에서 홍명보호와 함께 A조에 속한 체코 대표팀의 주장인 소우체크. 2026.06.09 wcn05002@newspim.com 이번 대회는 48개국 체제로 확대되면서 경기 수가 기존보다 40경기 늘어난 104경기로 치러진다. 개최지도 미국·캐나다·멕시코로 확대됐고, 미국 내 스포츠 베팅 합법화 지역도 크게 늘어나면서 관련 산업 전반의 수혜가 예상된다. 맥쿼리는 이번 월드컵이 스포츠 베팅 업체들의 2027년 EBITDA(상각전영업이익)를 2~5%가량 끌어올릴 것으로 전망했다. ◆ 팬듀얼·드래프트킹스 수혜 기대…스포츠 데이터 기업도 주목 가장 큰 수혜 기업으로는 팬듀얼 모회사인 플러터 엔터테인먼트(Flutter Entertainment)가 꼽힌다. 플러터의 피터 잭슨 최고경영자(CEO)는 최근 CNBC 인터뷰에서 "슈퍼볼 시청자가 약 2억명이라면 2022년 월드컵 결승전은 15억명이 시청했고 전체 대회는 50억명이 지켜봤다"며 "월드컵은 완전히 다른 규모의 이벤트"라고 말했다. 도이체방크는 미국 내 월드컵 베팅 규모만 약 33억달러에 달할 것으로 추산했다. 업체별로는 팬듀얼이 약 13억달러, 드래프트킹스(DKNG)가 11억달러 수준의 베팅을 처리할 것으로 예상했다. 베트MGM, 시저스 엔터테인먼트(CZR), 펜 엔터테인먼트(PENN)도 수혜 기업으로 거론된다. 스포츠 데이터 업체들도 주목받고 있다. 지니어스 스포츠(GENI)와 스포트레이더(SRAD)는 최근 예측시장 플랫폼 칼시(Kalshi)에 축구·야구·하키·UFC 관련 데이터를 제공하는 계약을 체결했다. 시장에서는 베팅 산업 성장에 따라 경기 데이터와 실시간 통계의 가치도 함께 높아질 것으로 보고 있다. ◆ 칼시·폴리마켓 급성장…예측시장도 월드컵 특수 이번 월드컵은 예측시장 플랫폼의 성장 여부를 가늠할 중요한 시험대가 될 전망이다. 파이퍼 샌들러에 따르면 칼시와 폴리마켓의 합산 거래량은 최근 70억달러를 돌파하며 사상 최고치를 기록했다. 칼시는 이번 월드컵과 관련해 약 500개의 예측 시장을 개설했다. 현재 가장 활발한 거래가 이뤄지는 시장은 결승전 우승팀 예측으로, 스페인과 프랑스가 우승 후보로 꼽히고 있다. 최근 팬애틱스, 팬듀얼, 드래프트킹스도 예측시장 사업에 뛰어들며 시장 경쟁이 한층 치열해지고 있다.   시장에서는 월드컵이 단순한 스포츠 이벤트를 넘어 스포츠 베팅, 예측시장, 스포츠 데이터 산업 전반의 판도를 바꾸는 초대형 비즈니스 이벤트가 될 것으로 보고 있다. 특히 미국 스포츠 베팅 시장이 성숙기에 접어든 가운데 이번 월드컵이 관련 기업들의 성장성을 시험하는 분수령이 될 것이라는 평가가 나온다. koinwon@newspim.com 2026-06-10 22:35
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