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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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도쿄·교토, 숙박세 인상...韓관광객 부담 [서울=뉴스핌] 오영상 기자 = 일본의 대표적 관광지인 도쿄와 교토가 관광객 급증으로 인한 오버투어리즘 대응을 명분으로 숙박세를 대폭 높이면서, 한국을 포함한 외국인 관광객의 일본 여행 비용이 앞으로 크게 올라갈 전망이다.​교토시는 오는 3월부터 숙박세 상한을 현행 1박 기준 최대 1000엔에서 1만엔으로 10배 올리는 계획을 확정했다. 1박 10만엔 이상 고급 호텔에 묵을 경우 1만엔의 숙박세를 별도로 내야 한다. 이는 일본 내 지자체 중에서 가장 높은 수준의 숙박세다.​도쿄도는 현재 1만엔 이상~1만5000엔 미만 100엔, 1만5000엔 이상 200엔을 부과하는 정액제에서, 숙박 요금의 3%를 매기는 정률제로 전환하는 개편안을 마련해 2027년 도입할 방침이다.​​정률제가 도입되면 1박 5만엔 객실의 경우 지금은 200엔만 내지만, 개편 뒤에는 1500엔으로 세 부담이 7배 이상 뛰게 된다. 숙박세 인상은 특히 외국인 관광객들이 많이 찾는 인기 도시를 중심으로 확대되는 양상이다. 니혼게이자이신문에 따르면 일본 내 100여 곳의 지자체가 새로운 숙박세 도입을 검토하거나 이미 도입을 확정했다. ​일본 정부 역시 국제관광여객세(출국세)를 현행 1000엔에서 3000엔 이상으로 올리는 방안을 검토하는 등, 전반적으로 관광 관련 세금을 손보는 흐름이다. 일본 도쿄 츠키지 시장의 한 가게에서 외국인 관광객들이 음식을 먹고 있다. [사진=로이터 뉴스핌] ◆ 韓관광객, 日 여행 체감 비용 '확실히' 오른다 한국은 일본 방문객 수 1위 시장으로, 일본 관광세 인상은 곧바로 한국인의 일본 여행 비용 상승으로 이어질 가능성이 크다. 예를 들어 1박 2만엔의 중급 호텔에 3박을 하는 가족여행의 경우, 도쿄도가 3% 정률제로 바뀌면 숙박세만 600엔 수준에서 7200엔 수준으로 불어난다는 계산이 나온다.​교토시의 경우 10만엔 이상 고급 숙박시설을 이용하는 '프리미엄 여행' 수요층에는 1박당 1만엔의 세금이 추가되면서 사실상 가격 인상 효과가 발생한다.​여기에 출국세 인상까지 더해지면 항공권, 숙박, 관광세를 모두 합친 일본 여행 체감 비용 증가 폭이 적지 않을 전망이다. goldendog@newspim.com 2026-01-09 11:01
사진
신분당선 집값 5년 새 30% '쑥' [서울=뉴스핌] 송현도 기자 = 경기도 내 신분당선 역 주변 아파트 가격이 최근 5년간 30% 넘게 오른 것을 나타났다. 강남과 판교 등 핵심 업무지구로의 접근성이 집값 상승을 견인하며 수도권 남부의 '서울 생활권 편입' 효과를 누리고 있다는 분석이다. 9일 부동산시장 분석업체 부동산인포가 KB부동산 시세를 분석한 결과, 지난 2020년 12월부터 2025년 12월까지 최근 5년 동안 용인, 성남, 수원 등 경기도 내 신분당선 역세권 아파트(도보 이용 가능 대표 단지 기준) 매매가는 30.2% 상승했다. 이는 같은 기간 경기도 아파트 평균 상승률인 17.4%를 크게 웃도는 수치다. [사진=더피알] 단지별로는 분당구 미금역 인근 '청솔마을'(전용 84㎡)이 2020년 12월 11억 원에서 2025년 12월 17억 원으로 54.5% 급등했다. 정자역 '우성아파트'(전용 129㎡) 역시 16억 원에서 25억 1500만 원으로 57.1% 뛰었다. 판교역 '판교푸르지오그랑블'(전용 117㎡)은 같은 기간 25억 7500만 원에서 38억 원으로 47.5% 올랐으며, 수지구청역 인근 '수지한국'(전용 84㎡)도 7억 2000만 원에서 8억 8000만 원으로 22.2% 상승하며 오름세를 보였다. 이러한 상승세는 신분당선이 강남과 판교라는 대한민국 산업의 양대 축을 직결한다는 점이 주효했다고 판단했다. 고소득 직장인 수요층에게 '시간'이 중요한 자산으로 인식되는 만큼, 강남까지의 출퇴근 시간을 획기적으로 단축해 주는 노선의 가치가 집값에 반영됐다는 평가다. 여기에 수지, 분당, 광교 등 노선이 지나는 지역의 우수한 학군과 생활 인프라도 시너지를 냈다. 권일 부동산인포 리서치팀장은 "신분당선은 주요 업무지구를 직접 연결하는 대체 불가능한 노선으로 자리매김해 자산 가치 상승세가 지속될 가능성이 높다"고 전망했다. 신분당선 역세권 신규 공급이 드물다는 점도 희소성을 높이는 요인이다. 대부분 개발이 완료된 도심 지역이라 신규 부지가 제한적이기 때문이다. 실제로 2019년 입주한 성복역 '성복역 롯데캐슬 골드타운'이 역 주변 마지막 분양 단지로 꼽힌다. 이 단지 전용 84㎡는 지난해 12월 15억 7500만 원에 거래되며 신고가를 경신했다. 이에 따라 신규 분양 단지에 대한 관심이 모인다. GS건설이 용인 수지구 풍덕천동에 시공하는 '수지자이 에디시온'(총 480가구)은 오는 19일부터 21일까지 당첨자 계약을 진행한다. 지역 공인중개업소 관계자는 "신분당선을 걸어서 이용할 수 있는 보기 드문 신축이라 대기 수요가 많다"며 "수지구 내 갈아타기 수요는 물론 판교나 강남 출퇴근 수요까지 몰리고 있어 시세 차익 기대감도 높다"고 전했다. dosong@newspim.com 2026-01-09 10:10
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