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The Role Of Financial Variables In Predicting Economic Activity
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Book Synopsis The Role of Financial Variables in Predicting Economic Activity in the Euro Area by : Mr.Raphael A. Espinoza
Download or read book The Role of Financial Variables in Predicting Economic Activity in the Euro Area written by Mr.Raphael A. Espinoza and published by International Monetary Fund. This book was released on 2009-11-01 with total page 37 pages. Available in PDF, EPUB and Kindle. Book excerpt: The U.S. business cycle typically leads the European cycle by a few quarters and this can be used to forecast euro area GDP. We investigate whether financial variables carry additional information. We use vector autoregressions (VARs) which include the U.S. and the euro area GDPs as a minimal set of variables as well as growth in the Rest of the World (an aggregation of seven small countries) and selected combinations of financial variables. Impulse responses (in-sample) show that shocks to financial variables influence real activity. However, according to out-of-sample forecast exercises using the Root Mean Square Error (RMSE) metric, this macro-financial linkage would be weak: financial indicators do not improve short and medium term forecasts of real activity in the euro area, even when their timely availability, relative to GDP, is exploited. This result is partly due to the 'average' nature of the RMSE metric: when forecasting ability is assessed as if in real time (conditionally on the information available at the time of the forecast), we find that models using financial variables would have been preferred, ex ante, in several episodes, in particular between 1999 and 2002. This result suggests that one should not discard, on the basis of RMSE statistics, the use of predictive models that include financial variables if there is a theoretical prior that a financial shock is affecting growth.
Book Synopsis The role of financial variables in predicting economic activity by : Raphael Espinoza
Download or read book The role of financial variables in predicting economic activity written by Raphael Espinoza and published by . This book was released on 2009 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis IMF Working Papers by : Raphael A. Espinoza
Download or read book IMF Working Papers written by Raphael A. Espinoza and published by . This book was released on 2009 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Incorporating Macro-Financial Linkages into Forecasts Using Financial Conditions Indices: The Case of France by : Ms.Piyabha Kongsamut
Download or read book Incorporating Macro-Financial Linkages into Forecasts Using Financial Conditions Indices: The Case of France written by Ms.Piyabha Kongsamut and published by International Monetary Fund. This book was released on 2017-12-01 with total page 36 pages. Available in PDF, EPUB and Kindle. Book excerpt: How can information on financial conditions be used to better understand macroeconomic developments and improve macroeconomic projections? We investigate this question for France by constructing country-specific financial conditions indices (FCIs) that are tailored to movements in GDP, investment, private consumption and exports respectively. We rely on a VAR approach to estimate the weights of the financial components of each FCI, including equity market returns (which turn out having a relatively strong weight across all FCIs), private sector risk premiums, long-term interest rates, and banks’ credit standards. We find that the tailored FCIs are useful as leading indicators of GDP, investment, and exports, and as a contemporaneous indicator of private consumption. Credit volumes turn out to be lagging indicators of growth. The indices inform us on macro-financial linkages in France and are used to improve the accuracy of quarterly forecasting models and high-frequency “nowcast” models. We show that FCI-augmented models could have significantly improved forecasts during and after the global financial crisis.
Book Synopsis Business Cycles by : Francis X. Diebold
Download or read book Business Cycles written by Francis X. Diebold and published by Princeton University Press. This book was released on 2020-10-06 with total page 438 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the most sophisticated and up-to-date econometric analysis of business cycles now available. Francis Diebold and Glenn Rudebusch have long been acknowledged as leading experts on business cycles. And here they present a highly integrative collection of their most important essays on the subject, along with a detailed introduction that draws together the book's principal themes and findings. Diebold and Rudebusch use the latest quantitative methods to address five principal questions about the measurement, modeling, and forecasting of business cycles. They ask whether business cycles have become more moderate in the postwar period, concluding that recessions have, in fact, been shorter and shallower. They consider whether economic expansions and contractions tend to die of "old age." Contrary to popular wisdom, they find little evidence that expansions become more fragile the longer they last, although they do find that contractions are increasingly likely to end as they age. The authors discuss the defining characteristics of business cycles, focusing on how economic variables move together and on the timing of the slow alternation between expansions and contractions. They explore the difficulties of distinguishing between long-term trends in the economy and cyclical fluctuations. And they examine how business cycles can be forecast, looking in particular at how to predict turning points in cycles, rather than merely the level of future economic activity. They show here that the index of leading economic indicators is a poor predictor of future economic activity, and consider what we can learn from other indicators, such as financial variables. Throughout, the authors make use of a variety of advanced econometric techniques, including nonparametric analysis, fractional integration, and regime-switching models. Business Cycles is crucial reading for policymakers, bankers, and business executives.
Book Synopsis Financial Volatility and Real Economic Activity by : Kevin Daly
Download or read book Financial Volatility and Real Economic Activity written by Kevin Daly and published by Routledge. This book was released on 2019-01-15 with total page 140 pages. Available in PDF, EPUB and Kindle. Book excerpt: Published in 1999. The issue of financial volatility, especially since financial deregulation, has given rise to concerns regarding the effects of increased financial volatility on real economic activity. Two issues represent a substantial challenge to financial economists with respect to these concerns. The first relates to the identification of the causes of increased volatility in financial markets. Identification is a first step towards increasing both financial economists' and policy-makers' understanding of the interrelated causes of financial volatility. The second requires linking the effects of increased financial volatility to the real sector of the economy by examining the channels through which financial volatility influences fundamental economic variables. In order to address these two issues, the analysis initially develops and estimates a model which is capable of explaining the financial and business cycle determinates of movements in the conditional volatility of the Australian All Industrials stock market index. Evidence suggests that a significant linkage exists between the conditional volatility of the money supply. Models are then developed to examine how monetary volatility is transmitted to the volatility of financial asset prices, inflation and real output in an open economy. The results indicate that while financial volatility has increased to some extent since the late 1980s, this has been transferred non-uniformly towards increasing volatility of both real and financial activity.
Book Synopsis A Financial Conditions Index for Poland by : Giang Ho
Download or read book A Financial Conditions Index for Poland written by Giang Ho and published by International Monetary Fund. This book was released on 2013-12-19 with total page 16 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper constructs a financial conditions index for Poland to explore the link between financial conditions and real economic activity. The index in constructed by applying two complementary approaches—factor analysis and vector auto-regression approach. We evaluate the index’s forecasting performance against a composite leading indicator developed by the OECD. We found that the FCI is highly correlated with GDP growth, attesting to the importance of financial sector in Poland’s economy. In-sample and out-of-sample forecasting exercises indicate that the FCI can outperform the CLI in predicting near-term GDP growth.
Book Synopsis Predicting Cycles in Economic Activity by : Jane Haltmaier
Download or read book Predicting Cycles in Economic Activity written by Jane Haltmaier and published by . This book was released on 2008 with total page 60 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Predicting cycles in economic activity is one of the more challenging but important aspects of economic forecasting. This paper reports the results from estimation of binary probit models that predict the probability of an economy being in a recession using a variety of financial and real activity indicators. The models are estimated for eight countries, both individually and using a panel regression. Although the success of the models varies, they are all able to identify a significant number of recessionary periods correctly"--Federal Reserve Board web site.
Book Synopsis A Procedure for Predicting Recessions with Leading Indicators by : James H. Stock
Download or read book A Procedure for Predicting Recessions with Leading Indicators written by James H. Stock and published by . This book was released on 1992 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper examines the forecasting performance of various leading economic indicators and composite indexes since 1988. in particular during the onset of the 1990 recession. The primary focus is on an experimental recession index (tile "XRI"). a composite index which provides probabilistic forecasts of whether the U.S. economy will be in a recession six months hence. After detailing its construction, the paper examines the out-of-sample performance of the XRI and a related forecast of overall economic growth. the experimental leading index (XLI). These indexes performed well from 1988 through the summer of 1990 - for example. in June 1990 the XLI model forecasted a .4% (annual rate) decline in the experimental coincident index from June through September. when in fact the decline was only slightly greater, .8%. However. the XLI failed to forecast the sharp declines of October and November 1990. After exploring several possible explanations. we conclude that one important source of the forecast error was the use of financial variables during a recession that was not associated with a particularly tight monetary policy. Financial indicators -- and the experimental index -- were not alone. however. in failing to forecast the 1990 recession, An examination of 45 economic indicators shows that almost all failed to forecast the 1990downturn. and the few that did provided unclear signals before the recessions of the 19705 and 1980s
Book Synopsis Business Cycles, Indicators, and Forecasting by : James H. Stock
Download or read book Business Cycles, Indicators, and Forecasting written by James H. Stock and published by University of Chicago Press. This book was released on 2008-04-15 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: The inability of forecasters to predict accurately the 1990-1991 recession emphasizes the need for better ways for charting the course of the economy. In this volume, leading economists examine forecasting techniques developed over the past ten years, compare their performance to traditional econometric models, and discuss new methods for forecasting and time series analysis.
Book Synopsis A Comparison of the Statistical Properties of Financial Variables in the USA, UK and Germany Over the Business Cycle by : Elena Andreou
Download or read book A Comparison of the Statistical Properties of Financial Variables in the USA, UK and Germany Over the Business Cycle written by Elena Andreou and published by . This book was released on 2001 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper presents business cycle stylized facts for the US, UK and German economies. We examine whether financial variables (interest rates, stock market price indices, dividend yields and monetary aggregates) predict economic activity over the business cycle, and we investigate the nature of any non-linearities in these variables. Leading indicator properties are examined using cross-correlations for both the values of the variables and their volatilities. Our results imply that the most reliable leading indicator across the three countries is the interest rate term structure, although other variables also appear to be useful for specific countries. The volatilities of financial variables may also contain predictive information for production growth as well as production volatility. Non-linearities are uncovered for all financial series, especially in terms of autoregressive conditional heteroscedasticity effects. Strong evidence of mean non-linearity is also found for many financial series and this can be associated with business cycle asymmetries in the mean. This is the case for a number of American and British financial variables, especially interest rates, but the corresponding evidence for Germany is confined largely to the real long-term rate of interest.
Book Synopsis Leading Economic Indicators by : Kajal Lahiri
Download or read book Leading Economic Indicators written by Kajal Lahiri and published by Cambridge University Press. This book was released on 1991 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: Developed fifty years ago by the National Bureau of Economic Research, the analytic methods of business cycles and economic indicators enable economists to forecast economic trends by examining the repetitive sequences that occur in business cycles. The methodology has proven to be an inexpensive and useful tool that is now used extensively throughout the world. In recent years, however, significant new developments have emerged in the field of business cycles and economic indicators. This volume contains twenty-two articles by international experts who are working with new and innovative approaches to indicator research. They cover advances in three broad areas of research: the use of new developments in economic theory and time-series analysis to rationalise existing systems of indicators; more appropriate methods to evaluate the forecasting records of leading indicators, particularly of turning point probability; and the development of new indicators.
Book Synopsis Productivity and Job Flows by : Juha Kilponen
Download or read book Productivity and Job Flows written by Juha Kilponen and published by . This book was released on 2014 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper focuses on productivity dynamics of a firm-worker match as a potential explanation for the 'unemployment volatility puzzle'. We let new matches and continuing jobs differ in terms of productivity level and sensitivity to aggregate productivity shocks. As a result, new matches have a higher destruction rate and lower, but more volatile, wages than old matches, as new hires receive technology associated with the latest vintage. In our model, an aggregate productivity shock generates a persistent productivity difference between the two types of matches, creating an incentive to open new productive vacancies and to destroy old matches that are temporarily less productive. The model produces a well behaved Beveridge curve, despite endogenous job destruction and more volatile vacancies and unemployment, without needing to rely on differing wage setting mechanisms for new and continuing jobs.
Book Synopsis Forecasting Euro-Area Recessions Using Time-Varying Binary Response Models for Financial Markets by : Christophe Bellégo
Download or read book Forecasting Euro-Area Recessions Using Time-Varying Binary Response Models for Financial Markets written by Christophe Bellégo and published by . This book was released on 2010 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent macroeconomic evolutions during the years 2008 and 2009 have pointed out the impact of financial markets on economic activity. In this paper, we propose to evaluate the ability of a set of financial variables to forecast recessions in the euro area by using a non-linear binary response model associated with information combination. Especially, we focus on a time-varying probit model whose parameters evolve according to a Markov chain. For various forecast horizons, we provide a readable and leading signal of recession by combining information according to two combining schemes over the sample 1970 - 2006. First we average recession probabilities and second we linearly combine variables through a dynamic factor model in order to estimate an innovative factor augmented probit model. Out-of sample results over the period 2007 - 2008 show that financial variables would have been helpful in predicting a recession signal as early as September 2007, that is around six months before the effective start of the 2008 - 2009 recession in the euro area.
Book Synopsis The Economics of World War I by : Stephen Broadberry
Download or read book The Economics of World War I written by Stephen Broadberry and published by Cambridge University Press. This book was released on 2005-09-29 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique volume offers a definitive new history of European economies at war from 1914 to 1918. It studies how European economies mobilised for war, how existing economic institutions stood up under the strain, how economic development influenced outcomes and how wartime experience influenced post-war economic growth. Leading international experts provide the first systematic comparison of economies at war between 1914 and 1918 based on the best available data for Britain, Germany, France, Russia, the USA, Italy, Turkey, Austria-Hungary and the Netherlands. The editors' overview draws some stark lessons about the role of economic development, the importance of markets and the damage done by nationalism and protectionism. A companion volume to the acclaimed The Economics of World War II, this is a major contribution to our understanding of total war.
Book Synopsis Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance by : El Bachir Boukherouaa
Download or read book Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance written by El Bachir Boukherouaa and published by International Monetary Fund. This book was released on 2021-10-22 with total page 35 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper discusses the impact of the rapid adoption of artificial intelligence (AI) and machine learning (ML) in the financial sector. It highlights the benefits these technologies bring in terms of financial deepening and efficiency, while raising concerns about its potential in widening the digital divide between advanced and developing economies. The paper advances the discussion on the impact of this technology by distilling and categorizing the unique risks that it could pose to the integrity and stability of the financial system, policy challenges, and potential regulatory approaches. The evolving nature of this technology and its application in finance means that the full extent of its strengths and weaknesses is yet to be fully understood. Given the risk of unexpected pitfalls, countries will need to strengthen prudential oversight.
Book Synopsis Modelling the Quarterly GDP - Role of Economic and Surveys Indicators by : Evelina Josa Celiku
Download or read book Modelling the Quarterly GDP - Role of Economic and Surveys Indicators written by Evelina Josa Celiku and published by . This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The quarterly GDP forecasting models developed in this material aim to estimate the Albanian GDP trends in the short term. Delays until the publication of the official quarterly GDP data make indispensable the preliminary estimation of this indicator. The modelling strategy of the quarterly GDP consists in building a set of different models for its estimation. They consist on ARIMA models with seasonal components and indicator models, similar to bridge models. This paper presents a first attempt to model the GDP using a multiequations system which accounts for the sectoral interactions. This model can not be used for forecasting purposes because of short time series. The estimates were made for total and for disaggregated sectoral GDP for the period: Q1:2003 - Q1:2009. The models exploit information from economic variables, financial variables and confidence surveys indicators, held by the Bank of Albania. The bridge models estimates show that the past developments of economic and financial variables explain the GDP changes while the survey variables lead them. The above mentioned behaviour of the explanatory variables supports the forecasting process of the quarterly GDP. Thus the policy makers in the Bank of Albania are provided with a timely estimation (nowcast) of the economic activity tendency for the reference quarter and for the coming two quarters. In general, estimations from the developed models are promising. It is suggested that the “best” forecast will be considered the average of the forecasts from all the proposed models. The off-sample forecast performance, “will decide” the model with the best qualities in order to predict the quarterly GDP.
