Download or read book New Indicators for Tracking Growth in Real Time written by Mr.Troy Matheson and published by International Monetary Fund. This book was released on 2011-02-01 with total page 24 pages. Available in PDF, EPUB and Kindle. Book excerpt: We develop monthly indicators for tracking growth in 32 advanced and emerging-market economies. We test the historical performance of our indicators and find that they do a good job at describing the business cycle. In a recursive out-of-sample forecasting exercise, we find that the indicators generally produce good GDP growth forecasts relative to a range of time series models.
Download or read book A Monthly Indicator of Economic Growth for Low Income Countries written by Mr.Michael Stanger and published by International Monetary Fund. This book was released on 2020-01-17 with total page 25 pages. Available in PDF, EPUB and Kindle. Book excerpt: Monthly economic indicators support policy analysis of current economic developments and forecasting. This paper presents an overview of the data and statistical requirements to develop those indicators taking into account resource constraints that LIC typically face. We review statistical procedures for developing these indicators under the System of National Accounts and propose a general procedure to derive a monthly composite indicator of economic growth in low income economies.
Download or read book Data Science for Economics and Finance written by Sergio Consoli and published by Springer Nature. This book was released on 2021 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in order to improve economic forecasting models. The book starts with an introduction on the use of data science technologies in economics and finance and is followed by thirteen chapters showing success stories of the application of specific data science methodologies, touching on particular topics related to novel big data sources and technologies for economic analysis (e.g. social media and news); big data models leveraging on supervised/unsupervised (deep) machine learning; natural language processing to build economic and financial indicators; and forecasting and nowcasting of economic variables through time series analysis. This book is relevant to all stakeholders involved in digital and data-intensive research in economics and finance, helping them to understand the main opportunities and challenges, become familiar with the latest methodological findings, and learn how to use and evaluate the performances of novel tools and frameworks. It primarily targets data scientists and business analysts exploiting data science technologies, and it will also be a useful resource to research students in disciplines and courses related to these topics. Overall, readers will learn modern and effective data science solutions to create tangible innovations for economic and financial applications.
Download or read book The Chinese Economy written by Giorgio Gomel and published by Springer Science & Business Media. This book was released on 2012-07-31 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book takes readers on a unique journey across some of the most debated implications of the rise of the Chinese economy on the global scene. From the analysis, suggestions emerge on how to improve statistical tools to measure performance and to obtain more precise macroeconomic forecasts. Moreover, it confirms the suspicion that a governance model of firms that does not sufficiently encourage market competition may have significant costs in terms of efficiency for the Chinese production system. The analysis of demographic factors and of household savings gives further support to calls for a serious reform effort, particularly of the pension and health care systems, to utilize households’ savings more efficiently and equitably. Finally the analyses of Chinese and global trade underscore the need for a less superficial consideration of the implications of the Chinese presence in global markets.
Download or read book Business Cycle Indicators written by Karl Heinrich Oppenländer and published by . This book was released on 1997 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: The pressure to produce explanations and forecasts and the economic dichotomies which insist on appearing, lead to a desire to deal with the description, analysis and forecast of the phenomenon of business cycles using economic indicators. This text provides an introduction to business cycles and their theoretical and historical basis. It also includes work on early indicator research and provides examples of business cycle indicators.
Download or read book Data Rich DSGE and Dynamic Factor Models written by Mr.Maxym Kryshko and published by International Monetary Fund. This book was released on 2011-09-01 with total page 51 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dynamic factor models and dynamic stochastic general equilibrium (DSGE) models are widely used for empirical research in macroeconomics. The empirical factor literature argues that the co-movement of large panels of macroeconomic and financial data can be captured by relatively few common unobserved factors. Similarly, the dynamics in DSGE models are often governed by a handful of state variables and exogenous processes such as preference and/or technology shocks. Boivin and Giannoni(2006) combine a DSGE and a factor model into a data-rich DSGE model, in which DSGE states are factors and factor dynamics are subject to DSGE model implied restrictions. We compare a data-richDSGE model with a standard New Keynesian core to an empirical dynamic factor model by estimating both on a rich panel of U.S. macroeconomic and financial data compiled by Stock and Watson (2008).We find that the spaces spanned by the empirical factors and by the data-rich DSGE model states are very close. This proximity allows us to propagate monetary policy and technology innovations in an otherwise non-structural dynamic factor model to obtain predictions for many more series than just a handful of traditional macro variables, including measures of real activity, price indices, labor market indicators, interest rate spreads, money and credit stocks, and exchange rates.
Download or read book Handbook of Economic Forecasting written by Graham Elliott and published by Newnes. This book was released on 2013-08-23 with total page 719 pages. Available in PDF, EPUB and Kindle. Book excerpt: The highly prized ability to make financial plans with some certainty about the future comes from the core fields of economics. In recent years the availability of more data, analytical tools of greater precision, and ex post studies of business decisions have increased demand for information about economic forecasting. Volumes 2A and 2B, which follows Nobel laureate Clive Granger's Volume 1 (2006), concentrate on two major subjects. Volume 2A covers innovations in methodologies, specifically macroforecasting and forecasting financial variables. Volume 2B investigates commercial applications, with sections on forecasters' objectives and methodologies. Experts provide surveys of a large range of literature scattered across applied and theoretical statistics journals as well as econometrics and empirical economics journals. The Handbook of Economic Forecasting Volumes 2A and 2B provide a unique compilation of chapters giving a coherent overview of forecasting theory and applications in one place and with up-to-date accounts of all major conceptual issues. - Focuses on innovation in economic forecasting via industry applications - Presents coherent summaries of subjects in economic forecasting that stretch from methodologies to applications - Makes details about economic forecasting accessible to scholars in fields outside economics
Download or read book Foreign Exchange Value of the Dollar written by and published by . This book was released on 1984 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Assessing Country Risk written by Mr.Ashvin Ahuja and published by International Monetary Fund. This book was released on 2017-06-01 with total page 28 pages. Available in PDF, EPUB and Kindle. Book excerpt: Assessing country risk is a core component of surveillance at the IMF. It is conducted through a comprehensive architecture, covering both bilateral and multilateral dimensions. This note describes some of the approaches used internally by Fund staff to examine a wide array of systemic risks across advanced, emerging, and low-income economies. It provides a high-level view of the theory and methodologies employed, with an on-line companion guide providing more technical details of implementation. The guide will be updated as Fund staff’s methodologies for assessing country risk continue to evolve with experience and feedback. While the results of these approaches are not published by the IMF for market sensitivity reasons, they inform risk assessments featured in bilateral surveillance as well as in the IMF’s flagship publications on global surveillance.
Download or read book A World Trade Leading Index WTLI written by Karim Barhoumi and published by International Monetary Fund. This book was released on 2015-01-26 with total page 14 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper develops a new monthly World Trade Leading Indicator (WTLI) that relies on nonparametric and parametric approaches. Compared to the CPB World Trade Monitor’s benchmark indicator for global trade the WTLI captures turning points in global trade with an average lead between 2 and 3 months. We also show that this cyclical indicator is able to track the annual growth rate in global trade, suggesting that the recent slowdown is due in part to certain cyclical factors. This new tool can provide policy makers with valuable foresight into the future direction of economic activity by tracking world trade more efficiently.
Download or read book A Global Projection Model for Euro Area Large Economies written by Zoltan Jakab and published by International Monetary Fund. This book was released on 2015-03-02 with total page 31 pages. Available in PDF, EPUB and Kindle. Book excerpt: The GPM project is designed to improve the toolkit for studying both own-country and cross-country linkages. This paper creates a special version of GPM that includes the four largest Euro Area (EA) countries. The EA countries are more vulnerable to domestic and external demand shocks because adjustments in the real exchange rate between EA countries occur more gradually through inflation differentials. Spillovers from tight credit conditions in each EA country are limited by direct trade channels and small confidence spillovers, but we also consider scenarios where banks in all EU countries tighten credit conditions simultaneously.
Download or read book The Oxford Handbook of Economic Forecasting written by Michael P. Clements and published by OUP USA. This book was released on 2011-07-08 with total page 732 pages. Available in PDF, EPUB and Kindle. Book excerpt: Greater data availability has been coupled with developments in statistical theory and economic theory to allow more elaborate and complicated models to be entertained. These include factor models, DSGE models, restricted vector autoregressions, and non-linear models.
Download or read book Another Piece of the Puzzle Adding Swift Data on Documentary Collections to the Short Term Forecast of World Trade written by Narek Ghazaryan and published by International Monetary Fund. This book was released on 2021-12-17 with total page 63 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper extends earlier research by adding SWIFT data on documentary collections to the short-term forecast of international trade. While SWIFT documentary collections accounted for just over one percent of world trade financing in 2020, they have strong explanatory power to forecast world trade and national trade in selected economies. The informational content from documentary collections helps improve the forecast of world trade, while a horse race with machine learning algorithms shows significant non-linearities between trade and its determinants during the Covid-19 pandemic.
Download or read book IMF Research Bulletin June 2011 written by International Monetary Fund. Research Dept. and published by International Monetary Fund. This book was released on 2011-06-07 with total page 12 pages. Available in PDF, EPUB and Kindle. Book excerpt: June 2011: The Q&A in this issue features seven questions on the global trade collapse of 2008-09 (by Rudolfs Bems); the research summaries are "The Impact of the Great Recession on Emerging Markets" (by Ricardo Llaudes, Ferhan Salman, and Mali Chivakul) and "The Missing Link between Dutch Disease, Appreciation, and Growth (by Nicolás E. Magud and Sebastián Sosa). The issue also lists the contents of the June 2011 issue of the IMF Economic Review, Volume 59 Number 2; visiting scholars at the IMF during April-June 2011; and recent IMF Working Papers and Staff Discussion Notes.
Download or read book World Economic Outlook April 2013 written by International Monetary Fund. Research Dept. and published by International Monetary Fund. This book was released on 2013-04-16 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: Global economic prospects have improved again, but the bumpy recovery and skewed macroeconomic policy mix in advanced economies are complicating policymaking in emerging market economies. Chapter 3 examines the prospects for inflation, particularly because inflation was remarkably stable in the wake of the Great Recession and, in fact, has become less responsive to cyclical conditions. Chapter 4 examines whether today’s fast-growing, dynamic low-income countries are likely to maintain their momentum and avoid the reversals that afflicted many such countries in the past.
Download or read book World Economic Outlook October 2012 written by International Monetary Fund. Research Dept. and published by International Monetary Fund. This book was released on 2012-10-08 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: The October 2012 World Economic Outlook (WEO) assesses the prospects for the global recovery in light of such risks as the ongoing euro area crisis and the "fiscal cliff" facing U.S. policymakers. Reducing the risks to the medium-term outlook implies reducing public debt in the major advanced economies, and Chapter 3 explores 100 years of history of dealing with public debt overhangs. In emerging market and developing economies, activity has been slowed by policy tightening in response to capacity constraints, weaker demand from advanced economies, and country-specific factors, but policy improvements have raised these economies' resilience to shocks, an issue explored in depth in Chapter 4.
Download or read book Big Data written by Cornelia Hammer and published by International Monetary Fund. This book was released on 2017-09-13 with total page 41 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big data are part of a paradigm shift that is significantly transforming statistical agencies, processes, and data analysis. While administrative and satellite data are already well established, the statistical community is now experimenting with structured and unstructured human-sourced, process-mediated, and machine-generated big data. The proposed SDN sets out a typology of big data for statistics and highlights that opportunities to exploit big data for official statistics will vary across countries and statistical domains. To illustrate the former, examples from a diverse set of countries are presented. To provide a balanced assessment on big data, the proposed SDN also discusses the key challenges that come with proprietary data from the private sector with regard to accessibility, representativeness, and sustainability. It concludes by discussing the implications for the statistical community going forward.
