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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.

[관련키워드]

[뉴스핌 베스트 기사]

사진
삼성전자 DS 성과급 1인 평균 6억 [서울=뉴스핌] 김정인 기자 = 삼성전자 노사가 반도체를 담당하는 디바이스솔루션(DS) 부문에 사업성과의 10.5%를 재원으로 하는 특별경영성과급을 신설하기로 잠정 합의했다. 지급 상한을 따로 두지 않기로 하면서 사업성과 산정 기준과 실제 실적에 따라 메모리사업부 임직원의 성과급이 연봉 1억원 기준 최대 6억원 안팎까지 늘어날 수 있다는 관측이 나온다. 21일 업계에 따르면 삼성전자와 초기업노동조합 삼성전자지부는 전날 '2026년 성과급 노사 잠정 합의서'에 서명했다. 합의안은 기존 초과이익성과급(OPI) 제도를 유지하면서 DS부문에 별도의 특별경영성과급을 신설하는 내용을 담고 있다. [수원=뉴스핌] 류기찬 기자 = 김영훈 고용노동부 장관(가운데), 최승호 삼성전자 노조 공동투쟁본부 위원장(오른쪽), 여명구 삼성전자 디바이스솔루션(DS) 피플팀장이 20일 오후 경기 수원시 장안구 경기지방고용노동청에서 열린 삼성전자 노사교섭 결과 브리핑에서 손을 맞잡고 있다. 2026.05.20 ryuchan0925@newspim.com 특별경영성과급 재원은 노사가 합의해 선정한 사업성과의 10.5%로 정했다. 지급률 상한은 두지 않는다. 성과급 재원 배분은 DS부문 전체 기준 40%, 사업부 기준 60%로 나눠 이뤄진다. 공통 조직 지급률은 메모리사업부 지급률의 70% 수준으로 정했다. ◆ 상한 없어진 DS 보상…메모리 직원 6억 가능성 이번 합의안의 핵심은 성과급 상한 폐지다. 기존 OPI는 연봉의 최대 50%까지 지급되는 구조였지만, 새로 도입되는 DS부문 특별경영성과급은 지급 한도를 두지 않는다. 사업성과를 영업이익으로 가정할 경우 메모리사업부 임직원에게 돌아가는 성과급 규모는 크게 늘어날 수 있다. 올해 삼성전자의 영업이익 전망치를 300조원 안팎으로 놓고 계산하면, DS부문 특별경영성과급 재원은 약 31조5000억원 규모가 된다. 이 가운데 40%인 약 12조6000억원은 DS부문 전체 임직원에게 배분된다. DS부문 임직원 수를 약 7만8000명으로 보면 사업부와 관계없이 1인당 약 1억6000만원이 돌아가는 구조다. 나머지 60%인 약 18조9000억원은 사업부별 성과에 따라 배분된다. 파운드리와 시스템LSI 등 비메모리 사업부가 적자로 인해 사업부 배분에서 제외된다고 가정할 경우, 이 재원은 메모리사업부(약 2만8000명)와 공통 조직(약 3만명)에만 돌아가게 된다. 노사가 합의한 '1 대 0.7'의 지급률 비율을 적용해 계산하면, 메모리사업부 임직원은 1인당 약 3억8000만원, 공통 조직은 약 2억7000만원을 추가로 받게 되는 구조다. 메모리사업부 임직원이 기존 OPI로 연봉의 50%를 받을 경우 연봉 1억원 기준 약 5000만원이 더해진다. 이 경우 특별경영성과급과 OPI를 합친 총 성과급은 1인당 최대 6억원 안팎까지 늘어날 수 있다. 다만 이는 사업성과를 영업이익으로 가정한 계산이다. 합의서상 사업성과 산정 기준이 최종적으로 어떻게 정해지는지, 실제 실적이 어느 수준에서 확정되는지에 따라 지급액은 달라질 수 있다. ◆ 적자 사업부도 보상…2027년부터 차등 적용 비메모리 등 적자 사업부도 일정 수준의 성과급을 받을 수 있다. 합의안에 따르면 적자 사업부는 부문 재원을 활용해 산출된 공통 지급률의 60%를 적용받는다. 다만 이 기준은 1년 유예돼 2027년분부터 적용된다. 올해는 적자 사업부에도 DS부문 공통 배분 재원에 따른 성과급이 지급될 가능성이 있다. 사업성과를 영업이익으로 가정한 계산에서는 비메모리 부문 임직원도 최소 1억6000만원가량의 성과급을 받을 수 있다는 분석이 나온다. 특별경영성과급은 현금이 아닌 자사주로 지급된다. 세후 금액 전액을 자사주로 주고, 지급 주식의 3분의 1은 즉시 매각할 수 있다. 나머지 3분의 1씩은 각각 1년, 2년간 매각이 제한된다. DS부문 특별경영성과급 제도는 향후 10년간 적용된다. 2026년부터 2028년까지는 매년 DS부문 영업이익 200조원 달성, 2029년부터 2035년까지는 매년 DS부문 영업이익 100조원 달성이 조건이다. 임금 인상률은 평균 6.2%로 정해졌다. 기본인상률 4.1%, 성과인상률 평균 2.1%를 합친 수치다. 노사는 사내주택 대부 제도 도입과 자녀출산경조금 상향에도 합의했다. 자녀출산경조금은 첫째 100만원, 둘째 200만원, 셋째 이상 500만원으로 오른다. DX부문과 CSS사업팀에는 상생협력 차원에서 600만원 상당의 자사주를 지급하기로 했다. 협력업체 동반성장을 위한 재원 조성 및 운영 계획도 별도로 발표할 예정이다. 다만 잠정 합의안이 최종 확정된 것은 아니다. 노조는 조합원 찬반투표를 거쳐 합의안 수용 여부를 결정할 예정이다. 찬반투표에서 과반 찬성이 나오면 임금협약은 최종 타결된다. kji01@newspim.com 2026-05-21 07:45
사진
박수현 43.5% vs 김태흠 43.9% [서울=뉴스핌] 송기욱 기자 = 6·3 지방선거 충남지사 선거에 출마한 박수현 더불어민주당 후보와 김태흠 국민의힘 후보가 오차 범위 내 초접전을 벌이고 있는 것으로 조사됐다. 또 충남 도민 10명 중 8명 이상이 이번 지방선거에 투표하겠다는 의향을 밝혔다. ◆ 박수현 43.5% vs 김태흠 43.9%...오차 범위 내 0.4%p 초접전 종합뉴스통신사 뉴스핌 의뢰로 여론조사 전문기관 리얼미터가 지난 18일부터 19일까지 충남 거주 만 18세 이상 남녀 806명을 대상으로 실시한 충남지사 후보 지지도 조사 결과 박수현 후보 43.5%, 김태흠 후보 43.9%였다. 두 후보 간 격차는 0.4%p(포인트)로 오차 범위 안이다. '없음'은 4.6%, '잘 모름'은 8.1%였다. 지역별로는 김 후보가 천안시에서 45.0%를 기록해 박 후보(42.7%)보다 높게 조사됐다. 서남권(보령시·서산시·서천군·예산군·태안군·홍성군)에서도 김 후보는 48.8%로 박 후보(39.2%)보다 높았다. 반면 박 후보는 아산·당진시에서 47.1%를 기록하며 김 후보(37.5%)에 우세했고, 동남권(공주시·논산시·계룡시·금산군·부여군·청양군)에서도 46.0%로 김 후보(43.2%)를 웃돌았다. 연령별로는 김 후보가 만 18~29세에서 40.8%를 기록해 박 후보(31.5%)보다 높았다. 60대에서도 김 후보는 53.5%로 박 후보(41.2%)보다 높았고, 70세 이상에서는 김 후보 61.3%, 박 후보 26.9%였다. 반면 박 후보는 30대에서 40.2%로 김 후보(39.2%)를 소폭 웃돌았다. 40대에서는 박 후보 61.7%, 김 후보 29.2%였고, 50대에서는 박 후보 56.3%, 김 후보 36.0%로 크게 앞섰다.  성별로는 남성층에서 김 후보가 47.1%를 기록해 박 후보(44.1%)보다 높았다. 여성층에서는 박 후보 42.8%, 김 후보 40.5%였다.  정당 지지층별로는 집권 여당인 더불어민주당 지지층의 84.6%가 박 후보를 지지한다고 답했다. 제1야당인 국민의힘 지지층의 89.4%는 김 후보를 택했다. 조국혁신당 지지층에서는 박 후보 64.5%, 김 후보 24.0%였다. 개혁신당 지지층에서는 김 후보 48.5%, 박 후보 31.0%였다. 투표 의향별로는 '반드시 투표하겠다'는 적극 투표층에서 박 후보가 48.8%로 김 후보(45.2%)보다 높았다. 반면 투표 의향층 전체에서는 김 후보 46.2%, 박 후보 43.8%였다. 투표 의향이 없다는 응답층에서는 박 후보 44.6%, 김 후보 27.7%였다. ◆ 충남도민 83.7% "지방선거 투표하겠다" 투표 의향은 83.7%가 투표하겠다고 답했다. '반드시 투표' 66.1%, '가급적 투표' 17.7%였다. 반면 '별로 투표할 생각 없음' 6.0%, '전혀 투표할 생각 없음' 8.0%였다. 권역별 투표 의향은 동남권 85.4%, 서남권 84.1%, 천안시 83.6%, 아산·당진시 82.3%였다. 전 권역에서 투표 의향층은 80%를 넘었다. 연령별로는 60대가 91.3%로 가장 높았고, 50대 89.7%, 70세 이상 88.9%, 40대 88.3% 순이었다. 뒤이어 30대는 72.5%, 만 18~29세 63.1%였다. 이번 여론조사는 휴대전화 가상(안심)번호를 무작위로 추출해 자동응답조사(ARS)방식으로 진행됐다. 표본오차는 95% 신뢰수준에 ±3.5%p, 응답률은 8.2%다. 2026년 4월 말 행정안전부 주민등록 인구를 기준으로 성별, 연령별, 지역별 가중치(림가중)를 적용했다. 자세한 사항은 중앙선거여론조사심의위원회 홈페이지를 참조하면 된다. oneway@newspim.com 2026-05-21 05:00
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