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Economic forecasting

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380:(WTO) projects a rebound in global merchandise trade, forecasting a growth of 2.6% for the year, and an anticipated increase to 3.3% in 2025, following a 1.2% decline in 2023. During 2023, there was a significant reduction in merchandise exports, which fell by 5% to US$ 24.01 trillion, contrasting sharply with the commercial services sector, which saw a 9% increase in exports to US$ 7.54 trillion. The global GDP is expected to stabilize, maintaining a growth rate of 2.6% in 2024 and 2.7% in 2025. From a regional perspective, 400:, with rates projected at 3.6%, 3.5%, and 3.4%, respectively, while European exports are anticipated to grow by only 1.7%. Import growth will likely be robust in Asia (5.6%) and Africa (4.4%), with Europe showing almost no growth at 0.1%. Digital services trade remains resilient, reaching US$ 4.25 trillion in exports in 2023, and accounting for 13.8% of global exports of goods and services, with significant growth observed in Africa (13%) and South and Central America and the 284:—or at a more disaggregated level, for specific sectors of the economy or even specific firms. Economic forecasting is a measure to find out the future prosperity of a pattern of investment and is the key activity in economic analysis. Many institutions engage in economic forecasting: national governments, banks and central banks, consultants and private sector entities such as think-tanks, companies and international organizations such as the 151: 43: 600:
experience with high inflation rates. Additionally, political events such as terrorism have been shown to influence the accuracy of both expert- and market-based forecasts of inflation and exchange rates. This highlights the range of external factors and biases that should be considered when evaluating the accuracy of forecasts and making informed decisions.
668:"can go above $ 1,000, but it can’t move up 20-30%”; he was wrong, as the price of gold rose over the next 18 months, breaking through the $ 1,000 barrier to over $ 1,400. Although in May 2010 he predicted a 20% decline in the stock market, the S&P actually rose about 20% over the course of the next year (even excluding returns from dividends). 84: 420:(CBO) publishes a report titled "The Budget and Economic Outlook" annually, which primarily covers the following ten-year period. The U.S. Federal Reserve Board of Governors members also give speeches, provide testimony, and issue reports throughout the year that cover the economic outlook. Regional Federal Reserve Banks, such as the 447:. Private firms, central banks, and government agencies publish a large volume of forecast information to meet the strong demand for economic forecast data. Consensus Economics compiles the macroeconomic forecasts prepared by a variety of forecasters, and publishes them on a weekly and monthly basis. 480:
Literature review: Commentary from sources with summary-level perspective, such as the IMF, OECD, U.S. Federal Reserve, and CBO helps with identifying key economic trends, issues and risks. Such commentary can also help the forecaster with their own assumptions while also giving them other forecasts
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There are many studies on the subject of forecast accuracy. Accuracy is one of the main, if not the main, criteria used to judge forecast quality. Some of the references below relate to academic studies of forecast accuracy. Forecasting performance appears to be time-dependent, where some exogenous
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would fall below 600 that year, and possibly plummet to 200. It closed at over 1,115, up 24%, the largest single year gain since 2003. In 2009 he also predicted that the US government would take over and nationalize a number of large banks; it did not happen. In October 2009 he predicted that gold
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In recent years, research has demonstrated that behavioral biases play a significant role in affecting the accuracy of forecasts. The education and working experience of forecasters influence the accuracy and boldness of their predictions. Forecasting accuracy is also impacted by the forecaster's
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Everything from macroeconomic, microeconomic, market data from the future, machine-learning (artificial neural networks), and human behavioral studies have all been used to achieve better forecasts. Forecasts are used for a variety of purposes. Governments and businesses use economic forecasts to
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Econometric studies have demonstrated that the use of past errors of each original forecast to determine the weights assigned to each forecast in the creation of a combined forecast results in a composite set of forecasts that generally yield to lower mean-square errors compared to either of the
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individual original forecasts. However, it has been found that the entry and exit of forecasters can have a substantial impact on the real-time effectiveness of conventional combination methods. The dynamic nature of the forecasting combination and adjusting weighting techniques is not neutral.
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under study. For example, to what extent did changes in housing prices affect the net worth of the population overall in the past? This relationship can then be used to forecast the future. That is, if housing prices are expected to change in a particular way, what effect would that have on the
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In early 2014 the OECD carried out a self-analysis of its projections. "The OECD also found that it was too optimistic for countries that were most open to trade and foreign finance, that had the most tightly regulated markets and weak banking systems" according to the Financial Times.
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The economist typically considers risks (i.e., events or conditions that can cause the result to vary from their initial estimates). These risks help illustrate the reasoning process used in arriving at the final forecast numbers. Economists typically use commentary along with
652:" caused soul searching in the profession. The UK's Queen Elizabeth herself asked why had “nobody” noticed that the credit crunch was on its way, and a group of economists—experts from business, the City, its regulators, academia, and government—tried to explain in a letter. 329:
future net worth of the population? Forecasts are generally based on sample data rather than a complete population, which introduces uncertainty. The economist conducts statistical tests and develops statistical models (often using
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In 2012 Consensus Economics launched its Forecast Accuracy Award, and each year publishes a list of winners who have most accurately predicted the final outcome of GDP and CPI for the prior year for over 40 countries.
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For example, in Singapore Citi argued the country would experience "the most severe recession in Singapore’s history". The economy grew in 2009 by 3.1% and in 2010, the nation saw a 15.2% growth rate. Similarly,
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Economists select which variables are important to the subject material under discussion. Economists may use statistical analysis of historical data to determine the apparent relationships between particular
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Determine historical relationships: Historical data is used to determine the relationships between one or more independent variables and the dependent variable under study, often by using
2069:"Assessment of Consensus Forecasts Accuracy: The Czech National Bank Perspective", Working Paper Series 14, 2010, December 2010 Filip NovotnĂ˝ and Marie RakovĂĄ (both Czech National Bank) 581:
events affect forecast quality. As expert forecasts are generally better than market-based forecasts, forecast performance depends on several factors: model, political economy (
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tools such as tables and charts to communicate their forecast. In preparing economic forecasts a variety of information has been used in an attempt to increase the accuracy.
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predicted in January 2009 that oil prices would stay below $ 40 for all of 2009. By the end of 2009, however, oil prices were at $ 80. In March 2009, he predicted the
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The European Commission also publishes comprehensive macroeconomic forecasts for its member countries on a quarterly basis - Spring, Summer, Autumn and Winter.
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Forecasters may use computational general equilibrium models or dynamic stochastic general equilibrium models. The latter are often used by central banks.
316:, multi-year plans, and budgets for the upcoming year. Stock market analysts use forecasts to help them estimate the valuation of a company and its stock. 2061:"The IMF and OECD versus Consensus Forecasts", August 2000. Applied Economics, 33(2), p. 225-235 Roy Batchelor (City University Business School) 484:
Obtain data inputs: Historical data is gathered on key economic variables. This data is contained in print as well as electronic sources such as the
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Benchimol, Jonathan; El-Shagi, Makram; Saadon, Yossi (2022). "Do Expert experience and characteristics affect inflation forecasts?".
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French, J (December 2017). "Asset pricing with investor sentiment: On the use of investor group behavior to forecast ASEAN markets".
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is the process of making predictions about the economy. Forecasts can be carried out at a high level of aggregation—for example for
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It was not just forecasting the Great Recession, but also forecasting its impact where it was clear that economists struggled.
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Scope: Key economic variables and topics for forecast commentary are determined based on the needs of the forecast audience.
194: 2185: 1618: 711: 485: 1259:. ISBN 978-92-870-7633-5. Retrieved April 12, 2024, from https://www.wto.org/english/res_e/booksp_e/trade_outlook24_e.pdf 506:. Models typically apply a computation to a series of inputs to generate an economic forecast for one or more variables. 1964: 1793: 563:
The World Bank provides a means for individuals and organizations to run their own simulations and forecasts using its
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to provide detailed insights into the evolving landscape of services trade, with a particular focus on digitalization.
1628: 918: 616:—was not foreseen by most forecasters, though a number of analysts had been predicting it for some time (for example, 549: 417: 285: 201: 114: 110: 94: 1624: 2104: 161: 913: 469:
and results in estimated values for key economic variables in the future. An economist applies the techniques of
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Chen, Xiaoping; Shao, Yuchen (2017-09-11). "Trade policies for a small open economy: The case of Singapore".
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is the OECD's twice-yearly analysis of the major economic trends and prospects for the next two years. The
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Forecasts from multiple sources may be arithmetically combined and the result is often referred to as a
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magazine regularly provides such a snapshot as well, for a narrower range of countries and variables.
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CapistrĂĄn, Carlos; Timmermann, Allan (2009). "Forecast Combination With Entry and Exit of Experts".
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Wells Fargo Economics-Multiple Examples of Reports Using Data Visualization-Retrieved July 15, 2015
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Large banks such as Wells Fargo and JP Morgan Chase provide economics reports and newsletters.
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is forecasted to experience the highest export growth at 5.3% in 2024, closely followed by the
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British Academy-The Global Financial Crisis Why Didn't Anybody Notice?-Retrieved July 27, 2015
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Benchimol, Jonathan; El-Shagi, Makram (2020). "Forecast performance in times of terrorism".
1558: 1511: 1422: 1395: 1107: 1078: 1068: 1029: 1002: 967: 789: 706: 621: 617: 613: 1640: 1167:"IMF World Economic Outlook (WEO), April 2015: Uneven Growth: Short- and Long-Term Factors" 830:
Two bi-annual periods (6 months and 12 months from now), plus some forecasts for two years
1647: 1481: 660: 649: 637: 609: 781: 761: 645: 641: 281: 2023: 2179: 1684: 1531: 1434: 1339: 1057:"Back to the Future Betas: Empirical Asset Pricing of US and Southeast Asian Markets" 1041: 979: 946: 822: 785: 722: 625: 466: 449: 389: 1757: 1614: 777: 769: 629: 470: 277: 1591: 1270:"The Budget and Economic Outlook: 2015 to 2025 | Congressional Budget Office" 1033: 971: 672:
List of regularly published surveys based on polling economists on their forecasts
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report twice annually, which provides comprehensive global coverage. The IMF and
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Report: The outputs of the model are included in reports that typically include
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French, J (1 March 2017). "Macroeconomic Forces and Arbitrage Pricing Theory".
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Two quarters and six quarters from now, plus the current and next two years
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A more compact and more accessible, but pre-crisis overview is provided in
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French, J (2016). "Economic determinants of wine consumption in Thailand".
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Two quarters and six quarters from now, plus the current and next two years
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Two of the leading journals in the field of economic forecasting are the
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FRB St. Louis-Kevin Kliesen-A Guide to Tracking the U.S. Economy-Q1 2015
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Bates, J. M.; Granger, C. W. J. (1969). "The Combination of Forecasts".
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also produces Regional Economic Outlook for various parts of the world.
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The Alpha Masters; Unlocking the Genius of the World's Top Hedge Funds
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Model: Historical data inputs and assumptions are used to develop an
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Fortune Tellers: The Story of America's First Economic Forecasters.
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OECD forecasts during and after the financial crisis: a post mortem
1233:"WTO forecasts rebound in global trade but warns of downside risks" 113:
external links, and converting useful links where appropriate into
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JP Morgan Chase-Guide to the Markets Q3 2015 - Retrieved July 2015
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A recent, comprehensive and accessible guide to forecasting is
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Federal Reserve-Monetary Policy Report-Retrieved July 2015
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and commentary to help the reader understand the forecast.
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Introductory Econometrics with Applications-Third Edition
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in their forecasting process. Typical steps may include:
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For a comprehensive but quite technical compendium, see
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International Journal of Economics and Business Research
648:). The failure of the majority of them to forecast the " 388:
at nearly the same rate. Moderate growth is expected in
1727:"That guy who called the big one? Don’t listen to him." 102: 97:
may not follow Knowledge (XXG)'s policies or guidelines
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French, J (11 Dec 2016). "The time traveller's CAPM".
175:. Unsourced material may be challenged and removed. 1474: 675: 612:that erupted in 2007—arguably the worst since the 465:The process of economic forecasting is similar to 2191:Mathematical and quantitative methods (economics) 2050:Princeton, NJ: Princeton University Press, 2013. 1153:"Forecasting methods and analytical tools - OECD" 2146:CBO Budget & Economic Outlook - 2015 to 2025 1292:Board of Governors of the Federal Reserve System 1504:Journal of Economic Behavior & Organization 27:Process of making predictions about the economy 1257:Global Trade Outlook and Statistics April 2024 1100:Research in International Business and Finance 404:(11%). Additionally, the WTO has launched the 1959: 1957: 1955: 1953: 1415:Journal of Business & Economic Statistics 595:"Consensus Economics Forecast Accuracy Award" 8: 1831:"Nouriel Roubini Misses Another Prediction," 2064:The IMF and OECD versus Consensus Forecasts 1908: 1906: 1904: 1902: 1700:"Factories slash output, jobs around world" 1388:Journal of the Operational Research Society 827:Bi-annually (June and December every year) 71:Learn how and when to remove these messages 1989: 1987: 1985: 1879: 1877: 1875: 1873: 1545:Malmendier, Ulrike; Nagel, Stefan (2016). 1061:International Journal of Financial Studies 2161:Fannie Mae Economic & Housing Outlook 2151:IMF - World Economic Outlook - April 2015 1721: 1719: 1562: 1367:European Commission - European Commission 1340:Wells Fargo Economics-Retrieved July 2015 1082: 1072: 365:There are also private companies such as 253:Learn how and when to remove this message 235:Learn how and when to remove this message 133:Learn how and when to remove this message 1995:"ECB Survey of Professional Forecasters" 1317:"Tracking the Recession - St. Louis Fed" 960:Journal of Comparative Asian Development 697:How far ahead the forecasts are made for 373:that provide global economic forecasts. 939: 760:region as well as various economies in 2156:World Bank - Global Economic Prospects 1620:The Warning: Interviews- Arthur Levitt 844:ECB Survey of Professional Forecasters 1807: 1805: 1557:(1). Oxford University Press: 53–87. 1547:"Learning from Inflation Experiences" 7: 2106:International Journal of Forecasting 2086:World Bank Global Economic Prospects 2022:Juan Angel Garcia (September 2003). 1969:Federal Reserve Bank of Philadelphia 1623:(Broadcast documentary transcript), 807:Federal Reserve Bank of Philadelphia 558:Calculating Demand Forecast Accuracy 173:adding citations to reliable sources 1775:"Roubini to Cramer: ‘Just shut up’" 705:Blue Chip Publications division of 1936:"Data For Institutional Investors" 1914:"Consensus Economics (about page)" 1255:World Trade Organization. (2024). 25: 2077:IMF forecasts can be found here: 1792:Joseph Lazzaro (March 26, 2009). 909:Economic Cycle Research Institute 691:List of countries/regions covered 604:Forecasts and the Great Recession 52:This article has multiple issues. 2114:Handbook of Economic Forecasting 2083:, World Bank forecasts are here 149: 82: 41: 2132:Economic Forecasting and Policy 2117:, North-Holland: Elsevier, 2006 1857:"Blue Chip Economic Indicators" 1829:Larry Swedroe (May 20, 2011). 1725:Joe Keohane (January 9, 2011). 520:Methods of forecasting include 160:needs additional citations for 60:or discuss these issues on the 1811:Alice Guy (January 16, 2023). 1551:Quarterly Journal of Economics 685:Number of individuals surveyed 406:Global Services Trade Data Hub 324:and their relationship to the 1: 1613:Levitt, Arthur (2009-10-20), 1592:10.1016/j.econmod.2020.05.018 1034:10.1080/10293523.2016.1255469 972:10.1080/15339114.2017.1297245 712:Blue Chip Economic Indicators 614:Great Depression of the 1930s 422:St Louis Federal Reserve Bank 1746:Personal Finance For Dummies 1698:Subler, Jason (2009-01-02). 585:), financial stability etc. 2089:, and OECD forecasts here: 1629:Public Broadcasting Service 1473:Giles, Chris (2014-02-11). 1185:"Regional Economic Outlook" 1112:10.1016/j.ribaf.2017.04.037 1022:Investment Analysts Journal 919:Social return on investment 688:Number of countries covered 608:The financial and economic 550:Reference class forecasting 418:Congressional Budget Office 286:International Monetary Fund 2207: 2080:IMF World Economic Outlook 1516:10.1016/j.jebo.2022.06.025 1213:Economics Politics Markets 1055:French, J (20 July 2016). 754:G-7 industrialized nations 312:help them determine their 29: 1125:Ramanathan, Ramu (1995). 1007:10.1504/IJEBR.2016.081229 914:Efficient contract theory 873:Resources for Economists 795:Daily, Weekly and monthly 2135:, 2d edn, Palgrave, 2011 1586:(C). Elsevier: 386–402. 1510:(C). Elsevier: 205–226. 1449:"ISimulate @ World Bank" 882:Global Economic Outlook 752:Member countries of the 542:Grinold and Kroner Model 424:also provide forecasts. 378:World Trade Organization 30:For related topics, see 2123:Elements of Forecasting 1427:10.1198/jbes.2009.07211 1321:research.stlouisfed.org 929:Stock market prediction 554:Transportation planning 371:Lombard Street Research 2100:Journal of Forecasting 530:Economic base analysis 376:As of April 2024, the 356:World Economic Outlook 184:"Economic forecasting" 2166:OECD Economic Outlook 2092:OECD Economic Outlook 2031:European Central Bank 1999:European Central Bank 1938:. Consensus Economics 1916:. Consensus Economics 1887:. Consensus Economics 1885:"Consensus Economics" 1780:The Los Angeles Times 1646:July 7, 2015, at the 1400:10.1057/jors.1969.103 839:European Central Bank 571:Issues in forecasting 322:independent variables 298:"Consensus Economics" 2186:Economic forecasting 2046:Walter A. Friedman, 1817:Interactive Investor 1363:"Economic forecasts" 1131:. The Dryden Press. 546:Land use forecasting 534:Shift-share analysis 511:information graphics 367:The Conference Board 337:Sources of forecasts 266:Economic forecasting 169:improve this article 103:improve this article 1965:"Livingston Survey" 1743:Eric Tyson (2018). 1276:. January 26, 2015. 1074:10.3390/ijfs4030015 904:Aladdin (BlackRock) 798:1 month to 10 years 743:Consensus Forecasts 739:Consensus Economics 526:Consensus forecasts 497:regression analysis 481:to compare against. 439:Combining Forecasts 331:regression analysis 115:footnote references 1855:Moore, Randell E. 1669:10.1111/twec.12555 1580:Economic Modelling 1564:10.1093/qje/qjv037 924:Financial forecast 565:iSimulate platform 538:Input-output model 522:Econometric models 445:consensus forecast 431:European forecasts 326:dependent variable 306:data visualization 1661:The World Economy 1138:978-0-03-094922-7 895: 894: 812:Livingston Survey 679:Organization name 576:Forecast accuracy 504:econometric model 263: 262: 255: 245: 244: 237: 219: 143: 142: 135: 75: 18:Economic forecast 16:(Redirected from 2198: 2035: 2034: 2028: 2019: 2010: 2009: 2007: 2005: 1991: 1980: 1979: 1977: 1975: 1961: 1948: 1947: 1945: 1943: 1932: 1926: 1925: 1923: 1921: 1910: 1897: 1896: 1894: 1892: 1881: 1868: 1867: 1865: 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Index

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Forecasting
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verification
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GDP
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