Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for Prediction

Market price fluctuations follow a non-stationary process and accurately modelling them is absolutely impossible, however attempts have been made and any results, even the unsuccessful ones, contribute in a better understanding of the fluctuations dynamics. Through the use of a multivariate regressi...

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Main Authors: Wang Tianqiong, Shu Yang, Shamila Saddique
Format: Article
Language:English
Published: EconJournals 2017-06-01
Series:International Journal of Economics and Financial Issues
Subjects:
Online Access:https://dergipark.org.tr/tr/pub/ijefi/issue/32035/354538?publisher=http-www-cag-edu-tr-ilhan-ozturk
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spelling doaj-600aa23f861d4c0bbe8f43fcea92a73c2020-11-25T00:27:13ZengEconJournalsInternational Journal of Economics and Financial Issues2146-41382017-06-01726316401032Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for PredictionWang TianqiongShu YangShamila SaddiqueMarket price fluctuations follow a non-stationary process and accurately modelling them is absolutely impossible, however attempts have been made and any results, even the unsuccessful ones, contribute in a better understanding of the fluctuations dynamics. Through the use of a multivariate regression model analysing 237 distinct variables, consist mainly upon macroeconomic announcements, which portray the state of the economy, this study investigats their correlation of actual with predictive patterns. Adding further through the asset market approach, comparing the performance of substitute investment options did not prove any significant results. On the last group of variables, the refinance interest rates as set by central banks, showed an even less impact in a sense proving that monetary policy strategies on a free floating currency has fairly low. Even though multivariabe regression model could not accurately predict the price level, there was a positive by-product of trend predictability, among all 42 currecny pairs have predictive probability 15 pairs (represent 36% of total sample) lie in the range from 58-59%, an indication of relative high predtictive probability among all pairs considered for analysis. In addition, 62% of the pairs (26-pairs) documented the predictive probability between 55-57%, that is the dominant prediction and only a smaller pair percentage lies below 55. Although the prediction power of the market price movements is not much high, therefore based upon the notion of simplicity and accessibility to data, it has laid down the foundation stone for future research, thus it is expected that it will inspire others to further investigate the phenomena from various angeles with relatively more complex methodology.https://dergipark.org.tr/tr/pub/ijefi/issue/32035/354538?publisher=http-www-cag-edu-tr-ilhan-ozturkforeign exchange rate multivariate regression macroeconomic announcements
collection DOAJ
language English
format Article
sources DOAJ
author Wang Tianqiong
Shu Yang
Shamila Saddique
spellingShingle Wang Tianqiong
Shu Yang
Shamila Saddique
Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for Prediction
International Journal of Economics and Financial Issues
foreign exchange rate
multivariate regression
macroeconomic announcements
author_facet Wang Tianqiong
Shu Yang
Shamila Saddique
author_sort Wang Tianqiong
title Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for Prediction
title_short Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for Prediction
title_full Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for Prediction
title_fullStr Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for Prediction
title_full_unstemmed Effect of Economic Announcements on FX Fluctuations: Testing a Unified Approach for Prediction
title_sort effect of economic announcements on fx fluctuations: testing a unified approach for prediction
publisher EconJournals
series International Journal of Economics and Financial Issues
issn 2146-4138
publishDate 2017-06-01
description Market price fluctuations follow a non-stationary process and accurately modelling them is absolutely impossible, however attempts have been made and any results, even the unsuccessful ones, contribute in a better understanding of the fluctuations dynamics. Through the use of a multivariate regression model analysing 237 distinct variables, consist mainly upon macroeconomic announcements, which portray the state of the economy, this study investigats their correlation of actual with predictive patterns. Adding further through the asset market approach, comparing the performance of substitute investment options did not prove any significant results. On the last group of variables, the refinance interest rates as set by central banks, showed an even less impact in a sense proving that monetary policy strategies on a free floating currency has fairly low. Even though multivariabe regression model could not accurately predict the price level, there was a positive by-product of trend predictability, among all 42 currecny pairs have predictive probability 15 pairs (represent 36% of total sample) lie in the range from 58-59%, an indication of relative high predtictive probability among all pairs considered for analysis. In addition, 62% of the pairs (26-pairs) documented the predictive probability between 55-57%, that is the dominant prediction and only a smaller pair percentage lies below 55. Although the prediction power of the market price movements is not much high, therefore based upon the notion of simplicity and accessibility to data, it has laid down the foundation stone for future research, thus it is expected that it will inspire others to further investigate the phenomena from various angeles with relatively more complex methodology.
topic foreign exchange rate
multivariate regression
macroeconomic announcements
url https://dergipark.org.tr/tr/pub/ijefi/issue/32035/354538?publisher=http-www-cag-edu-tr-ilhan-ozturk
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