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The Use and Abuse of "real-time" Data in Economic Forecasting

The Use and Abuse of Author: Evan F. Koenig
Publisher:
ISBN:
Category : Economic forecasting
Languages : en
Pages : 44

Book Description
We distinguish between three different ways of using real-time data to estimate forecasting equations and argue that the most frequently used approach should generally be avoided. The point is illustrated with a model that uses monthly observations of industrial production, employment, and retail sales to predict real GDP growth. When the model is estimated using our preferred method, its out-of-sample forecasting performance is clearly superior to that obtained using conventional estimation, and compares favorably with that of the Blue-Chip consensus.

The Use and Abuse of "real-time" Data in Economic Forecasting

The Use and Abuse of Author: Evan F. Koenig
Publisher:
ISBN:
Category : Economic forecasting
Languages : en
Pages : 44

Book Description
We distinguish between three different ways of using real-time data to estimate forecasting equations and argue that the most frequently used approach should generally be avoided. The point is illustrated with a model that uses monthly observations of industrial production, employment, and retail sales to predict real GDP growth. When the model is estimated using our preferred method, its out-of-sample forecasting performance is clearly superior to that obtained using conventional estimation, and compares favorably with that of the Blue-Chip consensus.

Use and Abuse of Real-Time Data in Economic Forecasting

Use and Abuse of Real-Time Data in Economic Forecasting PDF Author:
Publisher:
ISBN:
Category :
Languages : en
Pages :

Book Description
The U.S. Federal Reserve Board presents the full text of an article entitled "The Use and Abuse of Real-Time Data in Economic Forecasting," by Evan F. Koenig, Sheila Dolmas, and Jeremy Piger. The article discusses different ways of using real-time data to estimate forecasting equations.

Applied Economic Forecasting using Time Series Methods

Applied Economic Forecasting using Time Series Methods PDF Author: Eric Ghysels
Publisher: Oxford University Press
ISBN: 0190622032
Category : Business & Economics
Languages : en
Pages : 608

Book Description
Economic forecasting is a key ingredient of decision making both in the public and in the private sector. Because economic outcomes are the result of a vast, complex, dynamic and stochastic system, forecasting is very difficult and forecast errors are unavoidable. Because forecast precision and reliability can be enhanced by the use of proper econometric models and methods, this innovative book provides an overview of both theory and applications. Undergraduate and graduate students learning basic and advanced forecasting techniques will be able to build from strong foundations, and researchers in public and private institutions will have access to the most recent tools and insights. Readers will gain from the frequent examples that enhance understanding of how to apply techniques, first by using stylized settings and then by real data applications--focusing on macroeconomic and financial topics. This is first and foremost a book aimed at applying time series methods to solve real-world forecasting problems. Applied Economic Forecasting using Time Series Methods starts with a brief review of basic regression analysis with a focus on specific regression topics relevant for forecasting, such as model specification errors, dynamic models and their predictive properties as well as forecast evaluation and combination. Several chapters cover univariate time series models, vector autoregressive models, cointegration and error correction models, and Bayesian methods for estimating vector autoregressive models. A collection of special topics chapters study Threshold and Smooth Transition Autoregressive (TAR and STAR) models, Markov switching regime models, state space models and the Kalman filter, mixed frequency data models, nowcasting, forecasting using large datasets and, finally, volatility models. There are plenty of practical applications in the book and both EViews and R code are available online at authors' website.

Time Series Analysis and Adjustment

Time Series Analysis and Adjustment PDF Author: Haim Y. Bleikh
Publisher: CRC Press
ISBN: 1317010175
Category : Business & Economics
Languages : en
Pages : 148

Book Description
In Time Series Analysis and Adjustment the authors explain how the last four decades have brought dramatic changes in the way researchers analyze economic and financial data on behalf of economic and financial institutions and provide statistics to whomsoever requires them. Such analysis has long involved what is known as econometrics, but time series analysis is a different approach driven more by data than economic theory and focused on modelling. An understanding of time series and the application and understanding of related time series adjustment procedures is essential in areas such as risk management, business cycle analysis, and forecasting. Dealing with economic data involves grappling with things like varying numbers of working and trading days in different months and movable national holidays. Special attention has to be given to such things. However, the main problem in time series analysis is randomness. In real-life, data patterns are usually unclear, and the challenge is to uncover hidden patterns in the data and then to generate accurate forecasts. The case studies in this book demonstrate that time series adjustment methods can be efficaciously applied and utilized, for both analysis and forecasting, but they must be used in the context of reasoned statistical and economic judgment. The authors believe this is the first published study to really deal with this issue of context.

Uses and Abuses of Forecasting

Uses and Abuses of Forecasting PDF Author: Tom Whiston
Publisher: Springer
ISBN: 1349044865
Category : Social Science
Languages : en
Pages : 371

Book Description


The Art of Forecasting Economic Growth

The Art of Forecasting Economic Growth PDF Author: Barrett Williams
Publisher: Barrett Williams
ISBN:
Category : Business & Economics
Languages : en
Pages : 163

Book Description
Unlock the Power of Predicting Tomorrow with "The Art of Forecasting Economic Growth"! Are you ready to delve into the intricate world of economic forecasting? Discover the strategies, methods, and tools that shape the way experts predict future economic trends. "The Art of Forecasting Economic Growth" is your comprehensive guide to mastering economic predictions and leveraging them for smarter decision-making. Start your journey with an essential introduction to economic forecasting, exploring its significance, history, and the key players that have set the stage. As you progress, get acquainted with the fundamentals of data analysis in economics – uncover the types of data, collection methods, and basic concepts in economic modeling. Dive deeper into statistical techniques with chapters dedicated to descriptive and inferential statistics, and regression analysis. Grasp the intricacies of time series analysis and learn how to utilize economic indicators for accurate predictions. Build your full understanding of constructing and validating predictive economic models. Venture into advanced econometric techniques and discover the cutting-edge role of machine learning in economic forecasting. Understand the impact of big data, and the nuanced field of behavioral economics, to enhance your forecasting accuracy even further. Explore the significance of economic policy analysis, scenario planning, and stress testing. Enhance your insight on forecasting financial markets and evaluate the accuracy of your predictions with clear, actionable metrics. Learn the best practices for communicating your forecasts, ensuring clarity and impact. Ethics play a critical role in economic forecasting. This eBook provides a mindful exploration of ethical considerations, dilemmas, and solutions, backed by real-world case studies. Utilize forecasts to shape business strategies and align them with market realities. As you reach the final chapters, look ahead to the future of economic forecasting, exploring emerging trends, the transformative influence of AI, and the dynamics of a globalized economy. "The Art of Forecasting Economic Growth" is a must-have for anyone seeking to understand and apply economic forecasting techniques. Equip yourself with the knowledge to predict, plan, and prosper in an ever-changing economic landscape. Your journey into the future of economics starts here!

The Oxford Handbook of Economic Forecasting

The Oxford Handbook of Economic Forecasting PDF Author: Michael P. Clements
Publisher: OUP USA
ISBN: 0195398645
Category : Business & Economics
Languages : en
Pages : 732

Book Description
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.

Forecasting with a Real-time Data Set for Macroeconomists

Forecasting with a Real-time Data Set for Macroeconomists PDF Author: Thomas C. Stark
Publisher:
ISBN:
Category : Economic forecasting
Languages : en
Pages : 46

Book Description


The Production and Use of Economic Forecasts

The Production and Use of Economic Forecasts PDF Author: Giles Keating
Publisher: Routledge
ISBN: 9780416357905
Category : Business & Economics
Languages : en
Pages : 238

Book Description


Handbook of Economic Forecasting

Handbook of Economic Forecasting PDF Author: Graham Elliott
Publisher: Elsevier
ISBN: 0444627413
Category : Business & Economics
Languages : en
Pages : 1386

Book Description
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