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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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'내란 가담' 혐의 박성재 1심 선고 [서울=뉴스핌] 박민경 기자 = 이번주 법원에서는 내란 범죄에 가담하고 김건희 여사의 수사 청탁을 들어준 혐의로 재판에 넘겨진 박성재 전 법무부 장관의 1심 선고 기일이 열린다. 이른바 '현대판 매관매직' 의혹으로 재판에 넘겨진 김 여사의 1심 선고기일도 열린다. 이번주 법원에서는 내란 범죄에 가담하고 김건희 여사의 수사 청탁을 들어준 혐의로 재판에 넘겨진 박성재 전 법무부 장관의 1심 선고 기일이 열린다. 사진은 박 전 장관이 지난 4월 27일 오전 서울 서초구 서울중앙지방법원에서 열린 공판에 출석하고 있는 모습. [사진=뉴스핌DB] 21일 법조계에 따르면 서울중앙지법 형사합의33부(재판장 이진관)는 오는 22일 박 전 장관의 내란중요임무 종사 등 혐의 사건 1심 선고 기일을 연다. 함께 재판 받아온 이완규 전 법제처장의 1심 결론도 이날 나올 예정이다. 박 전 장관은 2024년 12월 3일 비상계엄이 선포되자 법무부 간부 회의를 소집해 합동수사본부 검사 파견 검토, 교정시설 수용 여력 점검, 출국금지 담당 직원 출근을 지시하며 윤석열 전 대통령의 내란 범죄에 가담한 혐의를 받는다. 비상계엄 해제 직후 법무부 검찰과에 계엄을 정당화하는 논리가 담긴 문건을 작성하게 한 혐의, 김 여사로부터 명품 가방 수수 사건 전담수사팀이 구성된 경위를 파악해달라는 취지의 청탁을 받은 후 하급자에게 부적절한 지시를 내린 혐의도 있다. 이 전 처장은 2024년 12월 11일 국회 법제사법위원회에 출석해 비상계엄 이튿날 이뤄진 '안가 회동'에서 계엄 관련 논의가 없었다는 취지로 허위 증언한 혐의(국회증언감정법 위반)로 재판에 넘겨졌다. 내란 특검팀(특별검사 조은석)은 지난 4월 열린 결심공판에서 박 전 장관에게 징역 20년, 이 전 처장에게 징역 3년을 각각 구형한 바 있다. ◆ '디올백·금거북이' 김건희 매관매직 1심 선고...특검 징역 7년6개월 구형 서울중앙지법 형사합의21부(재판장 조순표)는 오는 26일 김 여사의 특정범죄가중처벌 등에 관한 법률 위반(알선수재) 등 혐의 사건의 1심 선고기일을 연다. 김 여사는 이봉관 서희건설 회장, 이배용 전 국가교육위원장, 서성빈 드롬돈 대표, 김 전 검사, 최재영 목사 등으로부터 각종 인사·공천·사업상 청탁과 함께 귀금속, 명품 시계, 미술품, 디올 가방 등을 수수한 혐의로 기소됐다. 서울중앙지법 형사합의21부(재판장 조순표)는 오는 26일 김건희 여사의 특정범죄 가중처벌 등에 관한 법률 위반(알선수재) 등 혐의 사건의 1심 선고기일을 연다. 사진은 김 여사가 지난해 12월 3일 서울 서초구 서울중앙지방법원에서 열린 자본시장법 위반 혐의 결심 공판에 출석해 변호인과 대화하는 모습. [사진=뉴스핌 DB] 김 여사 측은 첫 공판부터 일부 금품 수수 사실은 인정하면서도 알선 대가성은 없었다며 혐의를 부인해왔다. 김건희 특검팀(특별검사 민중기)은 앞서 결심 공판에서 김 여사에게 징역 7년6개월을 구형했다.  아울러 김 여사가 받은 것으로 조사된 이우환 화백 그림, 금거북이, 반클리프 아펠 목걸이, 디올백 등을 몰수하고 그라프 목걸이, 바쉐론콘스탄틴 시계 등의 가액에 해당하는 5630만 여원의 추징을 선고해달라고 했다. 특검팀은 "김건희의 범행은 대통령 배우자로서의 지위를 배경으로 대통령의 각종 권한을 사적 거래의 대상으로 삼아 반복적으로 금품을 수수한 '매관매직' 행위"라고 밝혔다. 김 여사는 2022년 3월부터 5월까지 이 회장으로부터 맏사위인 박성근 변호사의 공직 임명 청탁 명목 등으로 반클리프 아펠 목걸이와 귀걸이 등 총 1억380만 원 상당의 귀금속을 수수한 혐의를 받는다. 같은 해 이 전 위원장으로부터 국가교육위원장 임명 청탁을 명목으로 265만 원 상당의 금거북이를, 서씨로부터 로봇개 사업 지원 청탁과 함께 3990만 원 상당의 바쉐론 콘스탄틴 손목시계를 받은 혐의도 있다. 이와 함께 김 전 부장검사로부터 총선 공선 청탁과 함께 1억4000만 원 상당의 이우환 화백 그림을 받고, 최 목사로부터 디올백 가방을 수수한 혐의도 적용됐다. 서울회생법원 회생2부(재판장 정준영)는 오는 23일 JTBC의 회생 사건 대표자 심문 기일을을 연다. 함께 회생절차에 들어간 중앙홀딩스, 콘텐트리중앙, 메가박스중앙, 중앙피앤아이에 대한 대표자 심문기일도 같은 날 오전 10시부터 잇달아 열린다. JTBC는 지난 12일 총 206억 원 규모의 유동화 차입금을 만기 상환하지 못하면서 채무불이행(디폴트)을 선언했다. 이틀 뒤인 14일 중앙홀딩스와 콘텐트리중앙, 중앙피앤아이, 메가박스중앙이 회생절차 개시를 신청했다. 15일에는 JTBC도 회생 신청을 냈다. 앞서 법원은 지난 15일 이들 5개 사의 자산과 채권을 동결하는 보전처분과 포괄적 금지명령을 내렸다. JTBC는 지난 14일 법원에 회생절차 개시 보류 결정 신청서를 내고 자율구조조정 지원(ARS) 프로그램을 희망한다는 의사를 밝혔다. pmk1459@newspim.com 2026-06-21 08:01
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'술 파티 위증' 이화영 징역 4개월 [서울=뉴스핌] 정영희 기자 = 이화영 전 경기도 평화부지사가 이른바 '연어 술파티' 의혹을 국회에서 증언한 혐의로 1심에서 실형을 선고받았다. 함께 재판에 넘겨진 정치자금법 위반 혐의는 무죄로 판단됐고, 대북 지원 사업 관련 직권남용 등 혐의는 공소기각됐다. 수원지법 형사11부는 20일 이 전 부지사에 대한 국민참여재판 선고 공판에서 국회증언감정법상 위증 혐의를 유죄로 보고 징역 4개월을 선고했다. 정치자금법 위반 혐의에는 무죄를 선고했다. 직권남용 권리행사방해와 위계공무집행방해, 지방재정법 위반 혐의에 대해서는 공소를 기각했다. 이화영 전 경기도 평화부지사 [뉴스핌DB] 이 전 부지사는 2024년 10월 국회 법제사법위원회 청문회에 증인으로 출석해 수원지검 검사실에서 진술 조작을 위한 '연어 술파티'가 있었다는 취지로 증언한 혐의를 받았다. 이번 재판에서 해당 증언이 허위였는지가 핵심 쟁점으로 다뤄졌다. 배심원단 7명은 전날 오후 6시부터 9시간30분가량 평의를 진행했다. 위증 혐의에 대해서는 유죄 4명, 무죄 3명으로 의견이 갈렸다. 재판부는 검사실에 있었던 관련자들의 진술이 대체로 일관되고 서로 부합하는 반면, 이 전 부지사의 진술은 일관성과 신빙성이 부족하다고 보고 유죄 판단을 내렸다. 김성태 전 쌍방울 회장과 관련된 이른바 '쪼개기 후원' 공모 의혹은 무죄로 결론났다. 배심원단은 정치자금법 위반 혐의가 합리적 의심을 배제할 정도로 입증되지 않았다는 데 만장일치 의견을 냈고, 재판부도 이를 받아들였다. 대북 묘목·밀가루 지원 사업과 관련한 직권남용 등 혐의에서는 재판부가 직권으로 공소기각을 선고했다. 배심원단은 공소권 남용 여부에 대해 다수 의견으로 부정적인 판단을 냈지만, 재판부는 관련 사건의 기소 과정을 문제 삼았다. 재판부는 신명섭 전 경기도 평화협력국장 사건을 언급하며 검찰이 신 전 국장을 기소할 당시 이 전 부지사와의 공범 관계를 뒷받침할 증거가 충분하지 않았는데도 공소장에 공모 관계를 적었다고 봤다. 이어 "이 전 부지사가 정식으로 기소되기 전 타인의 재판에서 먼저 유죄 취지 판단을 받게 한 것은 방어권 보장 원칙에 어긋나는 공소권 남용"이라고 판단했다. 이 전 부지사 측은 선고 직후 항소 방침을 드러냈다. 변호인단은 국회 청문회에서 장시간 이어진 증언 가운데 술 반입과 관련한 짧은 부분만 떼어내 기소한 것은 무리한 처분이라고 주장했다. 또 이 전 부지사가 본인의 기억에 근거해 증언한 만큼 고의적인 위증으로 보기 어렵다고 반박했다. 직권남용 등 혐의에 대해서도 항소심에서 다시 판단을 구하겠다는 입장이다. 변호인단은 "배심원단이 실체적 쟁점에서는 무죄 취지로 판단했는데 재판부가 절차적 이유로 공소기각을 선고했다"며 "항소심에서 무죄 판단을 받겠다"고 말했다. 이번 국민참여재판은 지난 8일부터 주말을 제외하고 열흘 동안 진행됐다. 국민참여재판으로는 이례적으로 긴 심리 끝에 선고가 내려졌다. 앞서 검찰은 결심 공판에서 위증과 직권남용 등 혐의에 징역 2년을, 정치자금법 위반 혐의에는 벌금 500만원을 구형했다. 이 전 부지사는 쌍방울 대북송금 사건 등으로 대법원에서 징역 7년 8개월이 확정돼 수감 중이다. chulsoofriend@newspim.com 2026-06-20 09:53
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