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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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옥주현 '190억 한남더힐' 구청에 압류됐다고? [서울=뉴스핌] 남라다 기자 = 뮤지컬 배우 옥주현씨가 190억원에 매입한 한남더힐 아파트가 경매에 넘어가면서 이전 소유자의 부동산 거래 차익도 주목받고 있다. 전 소유자는 중견기업 오너로 10년간 보유해 120억원의 차액을 벌었다.  [서울=뉴스핌] 서울 용산구 한남 더힐 전경 ◆69억원에 산 한남더힐, 190억원에 매각 11일 부동산 등기부등본에 따르면 옥주현씨는 지난해 5월 7일 전 소유자와 서울 용산구 한남더힐 전용면적 약 243㎡(약 74평) 복층형 주택의 매매계약을 체결했다. 올해 4월 10일 소유권 이전 등기를 마쳤다. 거래가격은 당시 방탄소년단(BTS) 진의 175억원 거래를 넘어선 단지 역대 최고가였다. 전 소유자는 2015년 9월 해당 주택을 69억원에 매입했다. 약 10년 사이 가격이 2.8배로 올라 매매 차액은 121억원에 달했다. 단, 세금과 금융비용 등을 차감하기 전 금액이다. 이 소유자는 매매 차익을 바탕으로 부친이 보유한 용산구 이태원동 '어퍼하우스 남산' 두 채를 각각 102억원과 103억원에 매입하는 계약도 체결했다. 중개업소를 거치지 않은 직거래였다. 두 주택은 전용면적 각각 235㎡와 233㎡로 같은 층에 나란히 자리하고 있다. 소유권 이전은 한남더힐을 옥씨에게 넘긴 날과 같은 4월 10일 이뤄졌다. 별도 근저당권이 설정되지 않아 전액 현금 매입으로 추정되지만, 한남더힐 매각대금이 사용됐는지는 확인되지 않았다. 어퍼하우스 남산은 신원종합개발이 옛 남산체육관을 리모델링해 조성한 4개 동, 19가구 규모의 고급빌라다. ◆반년 만에 경매행…차입 부담 거론 서울서부지법은 지난 10월 14일 옥씨 소유 한남더힐에 대한 임의경매 개시를 결정했다. 매매 계약한 지 약 6개월 만이다. 경매 신청 채권자는 한국금융자산관리대부이며 청구액은 약 21억7000만원이다. 등기부상 근저당권은 4건, 채권최고액 합계는 약 237억원으로 보도됐다. 채권최고액은 담보로 보장받는 채권의 한도여서 실제 대출 잔액과는 다르다. 경매 배경으로는 부동산 매입 과정에서 커진 차입 부담이 거론된다. 옥씨가 법인 명의의 신사동 건물과 한남더힐을 공동담보로 자금을 조달했으며, 관련 대출이 300억원을 웃도는 것으로 알려졌다. 제2금융권과 대부업체 차입에 따른 연간 이자 부담도 최소 20억원 이상으로 추산했다. nrd@newspim.com 2026-11-11 10:25
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고졸 생산직 10년차에 삼바 연봉 1.2억? [서울=뉴스핌] 김신영 기자 = 삼성바이오로직스가 고등학교 졸업자면 지원 가능한 생산직 신입사원을 뽑는다. 해당 직군의 9~10년차 이상 연간 보수는 1억~1억2000만원으로 알려졌다. 통상적으로 대학 졸업 이후 취업하더라도 10년차에 억대 연봉을 받을 수 있는 직군은 손에 꼽는 만큼 대졸 구직자의 관심까지 끌고 있다. 11일 제약·바이오 업계에 따르면 삼성바이오로직스는 오는 17일까지 인천 송도에서 근무할 바이오공정지원직 5급 신입사원을 모집한다. 삼성바이오로직스 전경 [사진=삼성바이오로직스] 이번 채용 분야는 바이오의약품 생산에 필요한 직·간접 지원 업무를 맡는 직군으로 고등학교 졸업자와 동등 학력 보유자, 내년 2월 이전 졸업 예정자면 지원할 수 있다. 바이오 계열 전공자나 유관 과목 이수자는 우대하며 직무에 따라 주간근무나 교대근무가 적용된다. 삼성바이오로직스의 바이오공정지원직은 업계 생산직 중에서도 연봉이 높은 편이다. 초봉은 교대근무 기준 6000만원~7000만원까지 알려졌다. 5년차는 8500만원 이상의 연봉을 수령하며, 9~10년차 이상은 1억~1억2000만원 수준으로 전해진다.  생산직은 여기에 근무 형태에 따른 수당이 붙을 수 있다. 교대근무자는 야간이나 휴일에 일하는 시간에 따라 수당이 달라진다. 연봉 총액이 알려진 수준보다 더 올라갈 수 있는 셈이다. 이 같은 보수 조건은 대졸 구직자에게도 지원을 고려해볼 만한 요소로 작용하고 있다. 국세청 연말정산 통계에 따르면 2024년 귀속 근로소득 신고자 가운데 총급여가 1억원을 넘은 비율은 7.3%였다. 전체 근로자 100명 중 7명꼴로, 10년 안팎의 근속자가 억대 보수를 받는 경우는 흔치 않다는 의미다.  이에 대졸자도 생산직에 지원할 수 있는지는 이전 채용에서도 관심사였다. 삼성바이오로직스가 지난해 7월 바이오공정지원직 5급 신입사원을 모집할 당시 직장인 커뮤니티 블라인드에는 대졸자 선발 여부를 묻는 글이 올라왔다.  삼성바이오로직스가 높은 보수를 지급할 수 있는 배경에는 가파른 실적 성장과 이에 연동된 성과급이 있다. 그 결과 직원 1인당 평균 급여는 2021년 7900만원에서 2022년 9200만원, 2023년 9900만원으로 올랐다. 2024년에는 1억700만원으로 처음 1억원을 넘겼고 지난해에는 1억1400만원까지 올라갔다. 4년 만에 3500만원, 44.3% 늘었다. 연평균 증가율은 10%에 달한다. 국내 주요 제약·바이오 기업들의 평균 연봉과 비교해도 업계 최상위권이다. 지난해 사업보고서 기준 셀트리온의 평균 연봉은 1억700만원, 유한양행 1억원, SK바이오사이언스 6800만원 등으로 집계됐다. 삼성바이오로직스는 임직원의 주거와 통근, 식비 부담을 덜어주는 복지 제도도 운영하고 있다. 서울·경기권 거주자를 위한 출퇴근 셔틀버스를 운행하고, 셔틀 이용이 어려운 경우 내부 검토를 거쳐 기숙사를 제공한다. 사내 식당에서는 한식·일식·중식·양식 등 8가지 이상의 식사 선택지를 무료로 제공한다. 송도 근무를 위해 거주지를 옮기거나 장거리 통근을 해야 하는 신입사원은 입사 초기 생활비를 줄일 수 있는 환경이다. 한 업계 관계자는 "삼성바이오로직스는 기본연봉이 높은 편이고, 교대근무에 따른 야간·주말 수당까지 더해지면 연간 보수가 더 높아진다"며 "바이오 관련 전공을 살려 생산직에 취업하려는 고졸·전문대졸 구직자들이 입사를 우선적으로 고려하는 이유"라고 말했다. sykim@newspim.com 2026-11-11 14:23
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