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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]

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한덕수 징역 23년 선고...법정구속 [서울=뉴스핌] 홍석희 박민경 기자 = 윤석열 전 대통령의 내란 행위 방조 등 혐의로 재판에 넘겨진 한덕수 전 국무총리가 21일 1심에서 징역 23년을 선고받았다. 법원은 12·3 비상계엄을 "윤석열 전 대통령의 친위 쿠데타"로 규정하며 조은석 특별검사팀이 구형한 징역 15년을 훌쩍 뛰어넘는 중형을 선고했다. 서울중앙지법 형사합의33부(재판장 이진관)는 이날 내란우두머리방조·내란중요임무종사·위증 등 혐의를 받는 한 전 총리에게 징역 23년을 선고하고, 증거 인멸을 우려로 법정 구속했다. 검정색 정장, 흰색 셔츠에 청록색 넥타이를 매고 법정에 나온 한 전 총리는 재판부가 판결문을 읽는 동안 허리를 꼿꼿이 세우고 무표정으로 앉아 있었다. [서울=뉴스핌] 류기찬 기자 = 한덕수 전 국무총리가 21일 오후 서울 서초구 서울중앙지방법원에서 열린 내란 방조 및 내란 중요임무 종사 혐의 관련 1심 선고 공판에 출석하고 있다. 2026.01.21 ryuchan0925@newspim.com 재판부는 한 전 총리의 내란중요임무종사 혐의에 대해 유죄로 판단하면서 "12·3 비상계엄 선포와 이에 근거해 위헌·위법한 포고령을 발령하고, 군 병력을 동원해 국회 등을 점거한 행위는 형법상 내란 행위에 해당한다"고 판시했다. 재판부는 한 전 총리가 계엄 직전 국무회의의 절차적 요건을 갖추는 방식으로 내란의 중요한 임무를 종사했다고 봤다. 재판부는 "피고인은 윤석열에게 비상계엄에 대한 우려를 표했을 뿐, 반대한다고 말하지 않았다"며 "추가 소집한 국무위원들이 도착했음에도 윤석열에게 반대하거나, (국무위원들에게) 반대 의사를 표시하라고 말하지 않았다"고 했다. 재판부는 한 전 총리가 이상민 전 행정안전부 장관에게 특정 언론사 단전·단수를 이행하도록 함으로써 내란에 중요한 임무에 종사했다고도 판단했다. 또한 비상계엄 선포 및 포고령 발령과 관련해 한 전 총리에게 국헌 문란의 목적이 있다고 봤다. 재판부는 "피고인은 윤석열이 비상계엄을 하고 군 병력을 동원해 국회의 권능을 불가능하게 해 폭동을 일으킬 것을 충분히 예상할 수 있었다"고 지적했다. 재판부는 또한 사후 선포문과 관련해 허위공문서 작성 혐의, 대통령 기록물 관리법 위반, 공용서류 손상을 유죄로 판단했으며 허위공문서 행사 혐의에 대해서는 무죄로 봤다. 재판부는 양형과 관련해 설시하면서 윤 전 대통령의 비상계엄 선포에 대해 강도 높게 비판했다. 재판부는 "12·3 내란은 윤석열과 추종세력에 의한 위로부터의 내란 행위, 친위 쿠데타"라며 "위로부터의 내란은 위헌성 정도가 아래로부터의 내란과 비교할 수 없다"고 지적했다. 이어 "12·3 내란 과정에서 사망자가 발생하지 않았고 내란 행위는 4시간 만에 종료했으나 무장 군인에 맨몸으로 맞선 국민의 용기에 의한 것"이라며 "더불어 국민의 저항에 바탕해 국회에 진입해 계엄 해제 요구안을 (가결한) 일부 정치인의 노력과 위법에 저항하거나 소극적으로 참여한 일부 군경에 의한 것"이라고 부연했다. 재판부는 "피고인은 국무총리로서 헌법과 법률을 준수해야 할 의무가 있음에도 (내란이) 성공할지도 모른다는 사실에 이를 외면하고 일원으로서 가담했다"며 "2회 공판에서 내란 행위에 대한 법적 평가가 필요하다고 했다가, CCTV 재생 등으로 범죄사실이 탄로나자 마지 못해 최후진술에서 반성한다고 했지만 진정성을 보기 어렵다. 진지하게 반성했다고 볼 수 없다"고 했다. [서울=뉴스핌] 류기찬 기자 = 한덕수 전 국무총리가 21일 오후 서울 서초구 서울중앙지방법원에서 열린 내란 방조 및 내란 중요임무 종사 혐의 관련 1심 선고 공판에 출석하고 있다. 2026.01.21 ryuchan0925@newspim.com 재판부가 "피고인을 징역 23년에 처한다"고 주문을 읽자 한 전 총리는 별다른 표정 변화 없이 "재판장님 결정에 겸허하게 따르도록 하겠다"고 말했다. 이어 한 전 총리 측 변호인이 "도주 가능성이 없고 구속되면 항소심과 대법원의 재판 진행에 있어 방어권에 장애가 생긴다"고 했으나, 재판부는 "도주 우려가 있다"며 법정 구속했다. 이날 재판부가 12·3 비상계엄에 대해 "형법상 내란 행위에 해당한다"는 것을 뛰어넘어 "윤석열과 추종세력에 의한 친위 쿠데타"라고 규정하면서, 내란우두머리 혐의를 받는 윤 전 대통령의 유죄 가능성은 더욱 짙어졌다. 앞서 조은석 특별검사팀은 지난해 11월 26일 결심 공판에서 "피고인은 이 사건 내란 사태를 막을 수 있는 사실상 유일한 사람임에도 국민 전체의 봉사자로서 의무를 저버리고 계엄 선포 전후 일련의 행위를 통해 내란 범행에 가담했다"며 한 전 총리에게 징역 15년을 구형했다. 장우성 특별검사보는 선고 직후 기자들과 만나 "재판부의 판단에 경의를 표한다"며 "(항소 여부는) 특검과 회의해본 다음에 말씀드리겠다"고 밝혔다. 한 전 총리는 국정 2인자인 국무총리로서 대통령의 독단적 권한 행사를 견제해야 할 의무가 있음에도, 윤 전 대통령의 위헌·위법한 비상계엄 선포를 막지 않고 방조한 혐의 등을 받는다. 재판 진행 중에 재판부의 요청에 따라 내란중요임무종사 혐의도 추가됐다. 또한 계엄이 해제된 최초 계엄 선포문의 법률적 결함을 보완하기 위해 사후 선포문을 작성·폐기한 혐의와 헌법재판소의 윤 전 대통령 탄핵심판 변론에 증인으로 출석해 '계엄 선포문을 인지하지 못했다'는 취지로 위증한 혐의도 받는다. hong90@newspim.com 2026-01-21 15:51
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캣츠아이, 美 그래미 무대 오른다 [서울=뉴스핌] 최문선 기자 = 하이브의 한미 합작 걸그룹 캣츠아이가 내달 초 그래미 시상식 무대에서 공연한다. 21일 그래미 시상식을 주관하는 레코딩 아카데미 측은 오는 2월 2일(한국시간) 미국 로스앤젤레스(LA) 크립토닷컴 아레나에서 열리는 '2026 그래미 어워즈'에서 캣츠아이와 올리비아 딘 등 신인상 후보 8팀이 공연할 예정이라고 밝혔다. KATSEYE(왼쪽 위부터 시계방향)마농, 윤채, 메간, 소피아, 다니엘라, 라라 [사진=하이브 레이블즈] 캣츠아이는 이번 그래미 어워즈에서 신인상을 비롯해 싱글 '가브리엘라'(Gabriela)로 '베스트 팝 듀오/그룹 퍼포먼스'(Best Pop Duo/Group Performance) 부문 수상 후보에 이름을 올렸다. 캣츠아이는 지난해 미국 빌보드 메인 싱글 차트 '핫 100'에서 '날리'(Gnarly)로 82위, '가브리엘라'로 21위를 차지했다. 또 EP 2집 '뷰티풀 카오스'(BEAUTIFUL CHAOS)로 메인 앨범 차트 '빌보드 200'에서 4위에 오르기도 했다. 그래미 어워즈는 미국 음악계의 연례 최대 행사로 꼽히는 만큼, 신인 그룹인 캣츠아이가 널리 얼굴을 알리는 계기가 될 것으로 보인다. 캣츠아이는 하이브의 글로벌 오디션 프로젝트 '더 데뷔 : 드림아카데미'로 결성돼 2024년 6월 미국에서 데뷔했다. moonddo00@newspim.com 2026-01-22 09:48
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