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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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사진
충청·남부 곳곳 소나기…한낮 33도 [서울=뉴스핌] 송은정 기자 = 화요일인 18일은 충청권과 남부지방 중심으로 곳곳에서 소나기가 내릴 전망이다. 이날 기상청과 케이웨더에 따르면 중부지방 구름이 많겠으나 남부지방과 제주도가 대체로 흐리겠다. 오전에는 경상권과 전남 남해안 중심으로 비가 오고 오후에는 충청권과 남부지방 중심으로 소나기가 내리겠다. 화요일인 18일은 경남 남해안 중심으로 비가 내리고 모레 오후까지 소나기와 돌풍, 천둥·번개에 유의해야겠다. [사진=뉴스핌DB] 예상 강수량은 대전·충남 남부내륙, 충북 남부 5~30mm다. 전북 남동부와 광주·전남은 5~30mm, 부산·울산·경남·대구·경북 남부는 5~30mm다. 아침 최저기온은 21~25도로 예상된다. ▲서울 24도 ▲인천 24도 ▲수원 23도 ▲춘천 23도 ▲강릉 23도 ▲청주 24도 ▲대전 24도 ▲전주 24도 ▲광주 24도 ▲대구 24도 ▲부산 25도 ▲울산 24도 ▲제주 26도다. 낮 최고기온은 30~33도로 예상된다. ▲서울 32도 ▲인천 31도 ▲수원 32도 ▲춘천 31도 ▲강릉 32도 ▲청주 32도 ▲대전 32도 ▲전주 32도 ▲광주 32도 ▲대구 32도 ▲부산 31도 ▲울산 33도 ▲제주 32도다. 에어코리아에 따르면 이날 미세먼지는 전 권역이 '좋음'으로 예상된다. 바다의 물결은 서해 앞바다 0.5m, 남해 앞바다 0.5~1.5m, 동해 앞바다 0.5~2.0m로 일겠다. yuniya@newspim.com 2026-08-18 06:30
사진
美 30년물 국채금리 급등 5.31% [시드니=뉴스핌] 권지언 특파원 = 미국 30년물 국채 금리가 17일(현지시간) 2007년 이후 최고 수준으로 올랐다. 미국의 재정 상황에 대한 우려가 인공지능(AI) 관련 기업들의 대규모 회사채 발행과 맞물리면서 국채 금리를 끌어올렸다. 벤치마크인 10년물 국채 수익률은 2.79bp(1bp=0.01%포인트) 상승한 4.724%를 기록했다. 30년물 수익률은 4.43bp 오른 5.3103%로 2007년 이후 최고 수준을 기록했다. 바클레이스의 안슐 프라단 애널리스트는 월요일 보고서에서 "부진한 경제지표는 장기물 국채 금리를 낮췄어야 했다"며 "그런데도 30년물 국채는 2001년 이후 가장 높은 금리로 입찰됐고, 이후 금리는 오히려 더 상승했다"고 지적했다. 미 달러화.[사진=로이터 뉴스핌] 그는 "악화하는 재정 전망, AI에 따른 기업들의 장기물 채권 공급 확대, 가격에 민감해진 투자자층이 그 이유를 설명하는 데 도움이 된다"고 분석했다. 이날 블룸버그통신도 'AI가 국채 금리를 밀어 올리고 있다'는 제목의 기사에서 빅테크의 AI 차입이 미국의 장기 금리를 높은 수준에 묶어두고 있다고 지적했다. 그러면서 신용도가 매우 높은 기업이 국채보다 훨씬 나은 조건을 제시하자 국채를 팔아 그 돈으로 회사채를 사는 흐름이 나타나고 있다고 설명했다. 이번 주 주요 경제지표 발표가 많지 않은 상황에서 투자자들은 중동 정세와 연방준비제도(Fed·연준)의 통화정책 향방에도 관심을 보였다. 이란의 한 고위 당국자는 이날 로이터에 이란이 대응 태세를 "전면 공세"로 전환하기로 결정했다고 밝혔다. 도널드 트럼프 미국 대통령 역시 폭스뉴스를 통해 이란이 항복해야 한다고 압박하면서 중동의 지정학적 긴장이 지속되고 있다. 다만 시장은 장기화하는 미·이란 갈등에 점차 익숙해지는 분위기다. DRW 트레이딩의 루 브리언 시장 전략가는 "지나치게 자극적인 헤드라인에 시장이 조금 무뎌지고 있는 시점에 이른 것 같다"고 말했다. 통화정책 전망에 민감한 2년물 국채 수익률은 0.9bp 상승한 4.18%를 기록했고, 2년물과 10년물 국채 금리 차이는 54.7bp로 확대됐다. ◆ 수요일 FOMC 의사록·20년물 입찰…채권시장 변동성 변수 이번 주 채권시장에서는 수요일이 주요 분기점이 될 전망으로, 연준은 이날 최근 연방공개시장위원회(FOMC) 회의 의사록을 공개한다. 지난달 케빈 워시 연준 의장의 첫 기자회견 이후 채권시장이 불안정한 반응을 보였던 만큼 의사록에서 향후 금리 경로에 대한 단서를 찾으려는 투자자들의 관심이 클 것으로 예상된다. DRW 트레이딩의 브리언 전략가는 "워시는 시장에서 그가 연준 내에서 자신의 독자적인 판단을 하는 인물이라기보다 트럼프 측 인사라는 생각을 완전히 없애지는 못했다"고 지적했다. 이날 뉴욕 연방준비은행이 발표한 뉴욕주 제조업 활동 지표는 4년여 만에 가장 높은 수준으로 급등해 미국 경기의 일부 회복 신호를 보여줬다. 미 재무부의 20년물 국채 입찰도 같은 날 예정돼 있어 장기물에 대한 투자자 수요를 가늠할 주요 이벤트로 꼽힌다. 한편 시장이 반영하는 중장기 인플레이션 기대는 비교적 안정적이다. 5년물 물가연동국채(TIPS) 기대인플레이션율은 2.255%, 10년물은 2.284%를 기록했다. 이는 시장이 향후 10년간 미국의 연평균 물가상승률을 약 2.3% 수준으로 예상하고 있음을 의미한다. ◆ 연준 금리 인상 기대 후퇴에 달러 약세 달러화는 연방준비제도(Fed·연준)의 추가 금리 인상 가능성이 낮아지면서 약세를 보였다. 최근 발표된 미국 경제지표가 잇따라 예상보다 부진하게 나오면서 시장의 연준 금리 인상 전망이 후퇴한 영향이다. 지난주 발표된 7월 소비자물가지수(CPI)와 생산자물가지수(PPI)는 물가 압력이 다소 완화되고 있음을 시사했다. 여기에 7월 소매판매가 예상 밖으로 감소하면서 미국 경제의 성장세가 기존 전망만큼 견조하지 않을 수 있다는 우려도 커졌다. 이에 시장에서는 연준의 9월 금리 인상 가능성을 한층 낮게 반영했다. 주요 통화 대비 달러화 가치를 보여주는 달러인덱스는 0.06% 내린 99.6을 기록했고, 유로화는 0.09% 오른 1.1579달러에 거래됐다. 유로화는 장중 1.1614달러까지 올라 6월 17일 이후 최고치를 기록했다. 시장의 시선은 향후 연준의 통화정책 신호로 향하고 있다. 특히 최근 경기·물가 지표가 잇따라 둔화하면서 연준이 당분간 금리 인상을 서두르지 않을 것이란 전망이 달러화에 추가 하방 압력을 가할 수 있다는 분석이다. 엔화는 장 초반 상승분을 반납하고 달러당 159.49엔 수준으로 0.11% 하락했다. 일본의 경제성장률이 예상보다 부진하게 나온 것도 엔화에 부담이 됐다. 앞서 일본과 미국 당국은 엔화 약세를 막기 위해 7월 말 외환시장에 개입했다. 모간스탠리의 데이비드 애덤스가 이끄는 애널리스트들은 투자자 노트에서 "시장이 일본은행의 금리 인상 사이클이 더욱 가팔라질 것으로 반영하고 있지만, 글로벌 위험선호가 강하고 미국의 최종금리 전망이 높은 수준을 유지한다면 미국의 물가 상승률이 다소 완만하게 나온 상황에서도 달러/엔 환율은 상승할 수 있다"고 분석했다. kwonjiun@newspim.com 2026-08-18 06:39
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