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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]

사진
"기내서 보조배터리 충전 전면 금지" [서울=뉴스핌] 서영욱 기자 = 국내 항공사들이 항공기 객실 내 보조배터리 사용을 전면 금지했다. 최근 기내에서 보조배터리 발화와 연기 발생 사고가 잇따르자 안전 조치를 대폭 강화한 것이다. 20일 항공업계에 따르면 티웨이항공은 오는 23일부터 비행 중 보조배터리로 휴대전화를 충전하거나 보조배터리 자체를 충전하는 행위를 금지한다. 서울 김포국제공항 국내선 출발층 에어부산 수속카운터 전광판에 보조 배터리 기내 선반 탑재 금지 안내문이 표시돼 있다. [사진=뉴스핌DB] 전자기기 충전이 필요할 경우 좌석 전원 포트를 이용하도록 안내했으며, 포트가 없는 기종은 탑승 전 충분히 충전할 것을 권고했다. 보조배터리 반입은 허용되지만 단자에 절연 테이프를 부착하거나 개별 파우치에 보관하는 등 합선 방지 조치를 해야 한다. 이로써 국내 여객 항공사 11곳 모두가 기내 보조배터리 사용을 제한하게 됐다. 대한항공과 아시아나항공, 진에어 등 대형사와 저비용항공사(LCC)들도 이미 금지 조치를 시행 중이다. 국내뿐 아니라 해외에서도 유사 사고가 이어지면서 글로벌 항공업계 전반으로 규제 강화 움직임이 확산되는 추세다. 항공업계는 운항 중 화재가 발생할 경우 대형 사고로 이어질 수 있는 만큼 선제적 대응이 불가피하다는 입장이다. 다만 일부 항공기에는 충전 설비가 충분하지 않아 승객 불편은 당분간 이어질 전망이다. syu@newspim.com 2026-02-20 15:23
사진
"하메네이 제거 후가 더 문제" [서울=뉴스핌] 최원진 기자= 도널드 트럼프 대통령이 이란에 대해 "열흘 안에 결정하겠다"고 시한을 제시하고, 초기 단계의 제한적 선제공격을 검토하고 있다는 보도가 나온 가운데, 이란 정권이 실제로 붕괴할 경우 이를 대체할 뚜렷한 세력이 없다는 분석이 제기됐다. 19일(현지시간) 월스트리트저널(WSJ)은 트럼프 대통령이 아야톨라 세예드 알리 하메네이 이란 최고지도부를 겨냥한 군사 옵션을 선택할 경우 가장 큰 변수는 '그 이후'라고 지적했다. 최고지도자를 제거하더라도 누가 권력을 승계할지, 어떤 체제가 들어설지 불확실하다는 것이다. 이란 최고지도자 아야톨라 세예드 알리 하메네이. [사진=로이터 뉴스핌] 전 이란 고위 관리 출신으로 현재 미국에서 활동하는 반체제 인사 모흐센 사제가라는 "하메네이와 최고 지휘관들을 제거한다면 문제는 그 다음"이라며 "이란이 실패 국가로 전락할 위험도 배제할 수 없다"고 말했다. 마코 루비오 미 국무장관 역시 최근 의회에서 복잡한 권력 이행 과정에서 미국이 협력할 상대를 찾아야 할 것이라고 언급한 바 있다. WSJ는 1979년 이란 혁명 당시와 현재를 대비했다. 당시에는 아야톨라 루홀라 호메이니라는 구심점 아래 국내외 세력이 결집했지만, 지금은 그에 상응하는 상징적 지도자가 부재하다는 것이다. 이란 내부에서는 지난 10여 년간 선거 부정 의혹, 여성 인권 문제, 경제 위기 등을 계기로 반정부 시위가 반복돼왔다. 최근에도 "하메네이에 죽음을"이라는 구호가 등장하는 등 반발 움직임이 이어지고 있다. 그러나 이들 시위는 명확한 지도부나 조직 체계를 갖추지 못한 채 산발적으로 전개되고 있다는 평가다. 해외 반체제 세력 역시 단일한 대안을 제시하지 못하고 있다. 노벨평화상 수상자인 시린 에바디는 하메네이 제거를 위한 표적 공격에 찬성 입장을 밝혔지만, 이란 내 정치 활동가들 사이에서는 군사 개입에 반대하는 목소리도 적지 않다. 가장 주목받는 해외 인사는 팔레비 왕정의 마지막 왕세자인 레자 팔레비다. 그는 세속 민주주의로의 전환을 주장하며 지도자로 나설 뜻을 밝혔지만, 부친 통치 시절의 정치적 탄압과 사회적 불평등을 기억하는 이란인들 사이에서는 여전히 논란의 대상이다. 특히 쿠르드족과 아제르바이잔족 등 소수 민족 사회에서는 중앙집권적 통치에 대한 불신이 남아 있다. 좌파 성향의 이슬람계 반정부 단체 무자헤딘-에-할크(MEK)도 조직력을 갖추고 있지만, 해외 기반이 강하고 과거 이라크와 협력한 전력 등으로 국내 지지는 제한적이다. 일부 중동 및 유럽 당국자들은 하메네이 제거가 곧 체제 붕괴로 이어지지 않을 가능성도 제기한다. 보수 성향 인사들이 권력을 승계하거나, 오히려 더 강경한 체제로 재편될 수 있다는 것이다. 이란 의회 의장 모하마드 바게르 갈리바프 등 강경 인물이 전면에 나설 경우 노선이 한층 강화될 수 있다는 관측도 나온다. 반면 1980년대 소련의 페레스트로이카와 유사한 점진적 개혁 가능성을 완전히 배제할 수 없다는 시각도 있다. 이슬람공화국 창시자의 손자인 세예드 알리 호메이니가 온건 성향 종교인들과 가까운 인물로 거론된다. 트럼프 대통령이 제한적 타격을 시작으로 압박 수위를 높이는 방안을 검토하는 상황에서, 정권 교체 시나리오가 현실화될 경우 이란은 권력 공백과 내부 분열에 직면하거나, 반대로 더 강경한 체제로 재편될 가능성도 있다는 진단이다. wonjc6@newspim.com     2026-02-20 15:50
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