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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
61

In search of exchange rate predictability: a study about accuracy, consistency, and granger causality of forecasts generated by a Taylor Rule Model

Mello, Eduardo Morato 30 January 2015 (has links)
Submitted by EDUARDO MORATO MELLO (eduardo.mello@br.natixis.com) on 2015-02-04T19:07:16Z No. of bitstreams: 1 MPFE_EduardoMello.pdf: 1511350 bytes, checksum: 0c43eb471871651f1d5b9ab8996e0e63 (MD5) / Rejected by JOANA MARTORINI (joana.martorini@fgv.br), reason: Eduardo, Alterar o ano para 2015. on 2015-02-05T15:09:42Z (GMT) / Submitted by EDUARDO MORATO MELLO (eduardo.mello@br.natixis.com) on 2015-02-05T15:14:07Z No. of bitstreams: 1 MPFE_EduardoMello.pdf: 1511130 bytes, checksum: ee2bf1cdb611b05a4c962200c29ff28f (MD5) / Approved for entry into archive by JOANA MARTORINI (joana.martorini@fgv.br) on 2015-02-05T15:15:33Z (GMT) No. of bitstreams: 1 MPFE_EduardoMello.pdf: 1511130 bytes, checksum: ee2bf1cdb611b05a4c962200c29ff28f (MD5) / Made available in DSpace on 2015-02-05T15:21:22Z (GMT). No. of bitstreams: 1 MPFE_EduardoMello.pdf: 1511130 bytes, checksum: ee2bf1cdb611b05a4c962200c29ff28f (MD5) Previous issue date: 2015-01-30 / Este estudo investiga o poder preditivo fora da amostra, um mês à frente, de um modelo baseado na regra de Taylor para previsão de taxas de câmbio. Revisamos trabalhos relevantes que concluem que modelos macroeconômicos podem explicar a taxa de câmbio de curto prazo. Também apresentamos estudos que são céticos em relação à capacidade de variáveis macroeconômicas preverem as variações cambiais. Para contribuir com o tema, este trabalho apresenta sua própria evidência através da implementação do modelo que demonstrou o melhor resultado preditivo descrito por Molodtsova e Papell (2009), o 'symmetric Taylor rule model with heterogeneous coefficients, smoothing, and a constant'. Para isso, utilizamos uma amostra de 14 moedas em relação ao dólar norte-americano que permitiu a geração de previsões mensais fora da amostra de janeiro de 2000 até março de 2014. Assim como o critério adotado por Galimberti e Moura (2012), focamos em países que adotaram o regime de câmbio flutuante e metas de inflação, porém escolhemos moedas de países desenvolvidos e em desenvolvimento. Os resultados da nossa pesquisa corroboram o estudo de Rogoff e Stavrakeva (2008), ao constatar que a conclusão da previsibilidade da taxa de câmbio depende do teste estatístico adotado, sendo necessária a adoção de testes robustos e rigorosos para adequada avaliação do modelo. Após constatar não ser possível afirmar que o modelo implementado provém previsões mais precisas do que as de um passeio aleatório, avaliamos se, pelo menos, o modelo é capaz de gerar previsões 'racionais', ou 'consistentes'. Para isso, usamos o arcabouço teórico e instrumental definido e implementado por Cheung e Chinn (1998) e concluímos que as previsões oriundas do modelo de regra de Taylor são 'inconsistentes'. Finalmente, realizamos testes de causalidade de Granger com o intuito de verificar se os valores defasados dos retornos previstos pelo modelo estrutural explicam os valores contemporâneos observados. Apuramos que o modelo fundamental é incapaz de antecipar os retornos realizados. / This study investigates whether a Taylor rule-based model provides short-term, one-month-ahead, out-of-sample exchange-rate predictability. We review important research that concludes that macroeconomic models are able to forecast exchange rates over short horizons. We also present studies that are skeptical about the forecast predictability of exchange rates with fundamental models. In order to provide our own evidence and contribution to the discussion, we implement the model that presents the strongest results in Molodtsova and Papell’s (2009) influential paper, the 'symmetric Taylor rule model with heterogeneous coefficients, smoothing, and a constant.' We use a sample of 14 currencies vis-à-vis the US dollar to make out-of-sample monthly forecasts from January 2000 to March 2014. As with the work of Galimberti and Moura (2012), we focus on free-floating exchange rate and inflation-targeting economies, but we use a sample of both developed and developing countries. In line with Rogoff and Stavrakeva (2008), we find that the conclusion about a model’s out-of-sample exchange-rate forecast capability largely depends on the test statistics used: it is necessary to use stringent and robust test statistics to properly evaluate the model. After concluding that it is not possible to claim that the forecasts of the implemented model are more accurate than those of a random walk, we inquire as to whether the fundamental model is at least capable of providing 'rational,' or 'consistent,' predictions. To test this, we adopt the theoretical and procedural framework laid out by Cheung and Chinn (1998). We find that the implemented Taylor rule model’s forecasts do not meet the 'consistent' criteria. Finally, we implement Granger causality tests to verify whether lagged predicted returns are able to partially explain, or anticipate, the actual returns. Once again, the performance of the structural model disappoints, and we are unable to confirm that the lagged forecasted returns antedate the actual returns.
62

Investigação do comportamento do câmbio nominal brasileiro em relação aos fundamentos econômicos baseados na Regra de Taylor

Miguens, Gabriel Perlott 17 February 2017 (has links)
Submitted by Gabriel Perlott Miguens (gpmiguens@gmail.com) on 2017-03-29T02:52:07Z No. of bitstreams: 1 TESE_Cambio_Regra de Taylor.pdf: 908855 bytes, checksum: 1b33a5bdcea9f731382b0785af425c26 (MD5) / Approved for entry into archive by Renata de Souza Nascimento (renata.souza@fgv.br) on 2017-03-29T17:06:37Z (GMT) No. of bitstreams: 1 TESE_Cambio_Regra de Taylor.pdf: 908855 bytes, checksum: 1b33a5bdcea9f731382b0785af425c26 (MD5) / Made available in DSpace on 2017-03-29T17:13:21Z (GMT). No. of bitstreams: 1 TESE_Cambio_Regra de Taylor.pdf: 908855 bytes, checksum: 1b33a5bdcea9f731382b0785af425c26 (MD5) Previous issue date: 2017-02-17 / The objective of this paper is to analyze the relationship between the Brazilian nominal exchange rate and the economic fundamentals, defined according to the Taylor rule. The transitory and permanent decomposition method was applied in order to identify how the model variables respond to transitory and permanent shocks. The interest is to identify how this relationship occurred during the floating exchange period. In Brazil, this occurred in 1999. At the same time, we try to verify evidence to consider that the fluctuations of the Brazilian nominal exchange rate do not follow a random walk process in the modern era of floating exchange rate. The results showed that the variables of the model are cointegrated and the transitory shocks play an important role in the Brazilian nominal exchange rate fluctuations while the permanent shocks are quite present in the fluctuations of the economic fundamentals of the model. Moreover, the results suggest that there is evidence that the Brazilian nominal exchange rate behavior should not be considered a random walk process. / O objetivo deste trabalho é analisar a relação entre a taxa de câmbio nominal brasileira e os fundamentos econômicos, definidos de acordo com a regra de Taylor. Foi aplicado o método de decomposição transitória e permanente com objetivo de se identificar como as variáveis do modelo respondem à choques transitórios e permanentes ao longo do tempo. O interesse é identificar como se deu essa relação durante o período de câmbio flutuante no Brasil, que ocorreu a partir de 1999. Ao mesmo tempo, busca-se verificar a existência de evidências para considerarmos que as flutuações do câmbio nominal brasileiro não seguem um processo passeio aleatório na era moderna de câmbio flutuante. Os resultados demonstraram que as variáveis do modelo são co-integradas e que os choques transitórios possuem participação importante nas flutuações do câmbio nominal brasileiro enquanto os choques permanentes são bastante presentes nas flutuações dos fundamentos econômicos do modelo. Além disso, os resultados sugerem que há evidências de que o comportamento do câmbio nominal brasileiro não deve ser considerado um processo passeio aleatório.
63

Tayloring Brazil: a system dynamics model for monetary policy feedback

Neugebauer, Felix Sebastian 20 December 2011 (has links)
Submitted by Felix Sebastian Neugebauer (fexgebauer@gmail.com) on 2012-01-20T06:47:16Z No. of bitstreams: 1 Dissertacao MPGI - Felix Neugebauer.pdf: 917872 bytes, checksum: 216f642b7bdd46aac088024cf0610158 (MD5) / Approved for entry into archive by Suzinei Teles Garcia Garcia (suzinei.garcia@fgv.br) on 2012-01-20T10:27:30Z (GMT) No. of bitstreams: 1 Dissertacao MPGI - Felix Neugebauer.pdf: 917872 bytes, checksum: 216f642b7bdd46aac088024cf0610158 (MD5) / Made available in DSpace on 2012-01-20T11:15:05Z (GMT). No. of bitstreams: 1 Dissertacao MPGI - Felix Neugebauer.pdf: 917872 bytes, checksum: 216f642b7bdd46aac088024cf0610158 (MD5) Previous issue date: 2011-12-20 / The thesis introduces a system dynamics Taylor rule model of new Keynesian nature for monetary policy feedback in Brazil. The nonlinear Taylor rule for interest rate changes con-siders gaps and dynamics of GDP growth and inflation. The model closely tracks the 2004 to 2011 business cycle and outlines the endogenous feedback between the real interest rate, GDP growth and inflation. The model identifies a high degree of endogenous feedback for monetary policy and inflation, while GDP growth remains highly exposed to exogenous eco-nomic conditions. The results also show that the majority of the monetary policy moves during the sample period was related to GDP growth, despite higher coefficients of inflation parameters in the Taylor rule. This observation challenges the intuition that inflation target-ing leads to a dominance of monetary policy moves with respect to inflation. Furthermore, the results suggest that backward looking price-setting with respect to GDP growth has been the dominant driver of inflation. Moreover, simulation exercises highlight the effects of the new BCB strategy initiated in August 2011 and also consider recession and inflation avoid-ance versions of the Taylor rule. In methodological terms, the Taylor rule model highlights the advantages of system dynamics with respect to nonlinear policies and to the stock-and-flow approach. In total, the strong historical fit and some counterintuitive observations of the Taylor rule model call for an application of the model to other economies.
64

[en] CHANGES IN MONETARY POLICY IN THE RECENT CRISIS / [pt] MUDANÇAS DA POLÍTICA MONETÁRIA NA CRISE RECENTE

RAFAEL MAROJA IHARA 14 July 2016 (has links)
[pt] Neste trabalho analisamos a política monetária brasileira em relação a um grupo de países que seguem o regime de metas para a inflação. Nossos resultados indicam que muitos países tiveram mudanças na política monetária, detectadas através de uma quebra na função de reação empírica dos bancos centrais, no período entre 2007 e 2009, possivelmente relacionadas com a crise financeira global. Encontramos evidências que o banco central brasileiro reduziu sua resposta aos desvios da inflação em relação à meta após esta mudança e também que as expectativas de inflação ficaram desancoradas, sugerindo uma inconsistência com o regime de metas para inflação. Apesar de termos detectado quebras na maioria dos países que seguem o regime de metas, as duas mudanças acima não ocorreram na maior parte dos países. Desta forma, utilizamos esses países para aplicar o método do controle sintético e estimar qual seria a trajetória da taxa de inflação e crescimento do PIB, caso não tivesse ocorrido tal mudança na política monetária brasileira. Os resultados do método do controle sintético sugerem que a mudança na política monetária brasileira resultou em uma taxa de inflação notavelmente maior em relação à trajetória sintética, ou seja, a inflação caso não tivesse ocorrida a mudança na política monetária; e um crescimento do PIB mais volátil, com ganhos limitados no período após a mudança e um crescimento menor nos anos seguintes, comparativamente à trajetória sintética do crescimento do PIB. / [en] In this dissertation, we analyze the Brazilian monetary policy and a group of countries under inflation targeting. Our results indicate that many countries had changes in monetary policy, detected through a break in the central bank reaction function between 2007 and 2009, possibly related to the global financial crisis. We find evidence that the Brazilian central bank lowered its response to inflation deviations from the target and also that inflation expectations became unanchored, suggesting an inconsistency with the inflation targeting regime. Although we detected breaks in almost every country, the two above changes did not occur in most of the countries. Thus, we used these countries to apply the synthetic control method and estimate the trajectory of inflation and GDP growth if the Brazilian central bank had not changed its monetary policy. The results of the synthetic control method suggest that the change in the Brazilian monetary policy resulted in higher inflation and a more volatile GDP dynamic, with limited gains in the period after the change and lower growth in the following years, compared to the synthetic trajectory.
65

Monetary policy and the ECB / Měnová politika a ECB

Strejc, Daniel January 2008 (has links)
The thesis evaluates the ECB's monetary policy during the past decade by using policy rules and compares the suitability to particular members of the Eurozone. It examines the central bank's reaction function regarding the output and inflation. The work is divided into two main parts. First, gives the theoretical introduction of monetary policy and evaluation of the Eurozone regarding the theory of optimal currency area. In the second part it provides the econometric models and estimates. As a conclusion the results of two different OLS models show that, we cannot precisely decide to which variable the ECB reacted, as obtained two statistically significant models but with different results. For two models is used different variables GDP gap and IPI gap. The results have also shown that the ECB's monetary policy mostly suits to biggest economies within the Eurozone.
66

Menová politika Federálneho rezervného systému v období finančnej a hospodárskej krízy / Monetary policy of the Federal Reserve System during financial and economic crisis

Babušák, Martin January 2012 (has links)
The aim of the thesis is to evaluate the effectiveness of measures taken by the Federal Reserve System in response to the 2007 financial crisis that was later joined by economic crisis. It analyzes effects caused by modification of existing programs, creation of new credit programs, support of systemically important institutions by the Fed and programs of outright purchase of selected assets on the open market. The thesis also examines the behavior of the Fed in setting of a target interest rate in longer term, from 2000 to 2011. The thesis verifies the validity of the Taylor rule of monetary policy by using regression analysis. Appendix at the end of the thesis emphasizes the importance of the U.S. dollar in the current international monetary system and the associated implications for the external stability of the U.S. economy.
67

Makroekonometrický model měnové politiky / Macroeconometric Model of Monetary Policy

Čížek, Ondřej January 2010 (has links)
First of all, general principals of contemporary macroeconometric models are described in this dissertation together with a brief sketch of alternative approaches. Consequently, the macroeconomic model of a monetary policy is formulated in order to describe fundamental relationships between real and nominal economy. The model originated from a linear one by making some of the parameters endogenous. Despite this nonlinearity, I expressed my model in a state space form with time-varying coefficients, which can be solved by a standard Kalman filter. Using outcomes of this algorithm, likelihood function was then calculated and maximized in order to obtain estimates of the parameters. The theory of identifiability of a parametric structure is also described. Finally, the presented theory is applied on the formulated model of the euro area. In this model, the European Central Bank was assumed to behave according to the Taylor rule. The econometric estimation, however, showed that this common assumption in macroeconomic modeling is not adequate in this case. The results from econometric estimation and analysis of identifiability also indicated that the interest rate policy of the European Central Bank has only a very limited effect on real economic activity of the European Union. Both results are influential, as monetary policy in the last two decades has been modeled as interest rate policy with the Taylor rule in most macroeconometric models.
68

Essays on monetary macroeconomics

Almosova, Anna 05 September 2019 (has links)
Diese Dissertation beschäftigt sich mit drei relevanten Aufgabebereichen einer Zentralbank und untersucht die makroökonomische Prognose, die Analyse der Geldpolitik in einem makroökonomischen Modell und die Analyse des Währungssystems. Jedes dieser Phänomene wird mit Hilfe des passenden Modells nach Nichtlinearitäten untersucht. Der erste Teil der Dissertation zeigt, dass nichtlineare rekurrente neuronale Netze, eine Methode aus dem Bereich Maschinelles Lernen, die Standard-Methoden übertreffen können und präzise Vorhersagen der Inflation in 1 bis 12 Monaten liefern können. Der zweiter Teil analysiert eine nichtlineare Formulierung der monetären Taylor-Regel. Anhand der Schätzung eines nichtlinearen DSGE Modells wird gezeigt, dass die Taylor-Regel in den USA asymmetrisch ist. Die Zentralbank ergreift stärkere Maßnahmen, wenn die Inflation höher ist als die Zielinflation, und reagiert weniger wenn die Inflation niedriger als die Zielinflation ist. Gleicherweise ist die Reaktion der monetären Politik stärker bei zu geringem Produktionswachstum als bei zu hohem. Der dritte Teil der Dissertation formuliert ein theoretisches Modell, das für eine Analyse der digitalen dezentralen Währungen verwendet werden kann. Es werden die Bedingungen bestimmt, unter denen der Wettbewerb zwischen der Währung der Zentralbank und den digitalen Währungen einige Beschränkungen für die Geldpolitik darstellt. / This thesis addresses three topics that are relevant for the central bank policy design. It analyzes forecasting of the macroeconomic time series, accurate monetary policy formulation in a general equilibrium macroeconomic model and monitoring of the novel developments in the monetary system. All these issues are analyzed in a nonlinear framework with the help of a macroeconomic model. The first part of the thesis shows that nonlinear recurrent neural networks – a method from the machine learning literature – outperforms the usual benchmark forecasting models and delivers accurate inflation predictions for 1 to 12 months ahead. The second part of the thesis analyzes a nonlinear formulation of the Taylor rule. With the help of the nonlinear Bayesian estimation of a DSGE model it shows that the Taylor rule in the US is asymmetric. The central bank reacts stronger to inflation when it is above the target than when it is below the target. Similarly, the reaction to the output growth rate is stronger when the output growth is too weak than when it is too strong. The last part of the thesis develops a theoretical model that is suitable for the analysis of decentralized digital currencies. The model is used to derive the conditions, under which the competition between digital and fiat currencies imposes restrictions on the monetary policy design.
69

Taylor-regelns aktualitet och tillämpbarhet : En jämförelse av Taylor-skattningar i Brasilien, Kanada, Polen, Sverige och Sydafrika för åren 2000-2013 / The Taylor rule’s relevance and applicability : A comparision of Taylor interest rates in Brazil, Canada, Poland, Sweden and South Africa for the years 2000-2013

Björklund, Pontus, Hegart, Ellinor January 2014 (has links)
John B. Taylor, professor i nationalekonomi vid Stanford University, presenterade år 1993 en penningpolitisk regel som syftade till att vara ett hjälpmedel för centralbanker vid räntebeslut. Taylor-regeln är mycket enkel i sitt uförande och baseras på att styrräntan bör sättas efter två variabler: BNP-gapet och inflationsavvikelsen. Denna styrränteregel fick genomslag inom den vetenskapliga världen men spreds även till makroekonomisk praktik och medförde stora förändringar för penningpolitiken. Flera empriska studier har publicerats sedan Taylor-regeln tillkom och det råder det delade meningar om hur väl Taylor-regeln presterar för olika typer av ekonomier och hur användbar den är idag. Det har även uppkomit nya teorier angående trögheten i effekterna av styrränteförändringar och vid vilken tidpunkt dessa får en inverkan på inflationstakten. Syftet med denna uppsats är att jämföra hur väl den ursprungliga Taylor-modellen och en tidslaggad modell förklarar centralbankernas historiska styrräntesättning i fem länder med inflationsmål under tidsperioden 2000-2013. Analysen av resultaten görs med utgångspunkt i ländernas olika ekonomiska egenskaper samt tidsperioden som studien omfattar. Studien begränsas till jämförelser av de två Taylor-modellernas tillämpbarhet vid styrräntesättningar för länderna Brasilien, Kanada, Polen, Sverige och Sydafrika. De två modellerna modifieras också med en styrränteutjämningsfunktion.   Våra resultat tyder på att den ursprungliga Taylor-regeln presterar bättre i förhållande till den tidslaggade modellen när det gäller att förklara den faktiska styrräntesättningen idag för alla länder i studien utom Polen. Den tidslaggade presterar dock bättre än den ursprungliga för de utvecklade ekonomierna Sverige och Kanada under 1990-talet. Båda modellerna gör kraftiga över- och underskattningar som till stor del avhjälps med den utjämningsfunktion som vi tillämpar. Koefficienterna hålls konstanta över hela tidsperioden, vilket inte är rimligt då en viss dynamik bör inkluderas så att regeln justeras efter varje period då för mycket vikt läggs vid BNP-variabeln som såldes är en bidragande faktor till regelns över- och underskattningar. Regeln presterar bättre för ekonomier med stabila förhållanden mellan tillväxttakt och inflationstakt än för länder som lider av mer volatila förhållanden mellan dessa två variabler, likt tillväxtländerna i vår studie. Dessutom ger Taylor-regeln skattningar som ligger närmre den faktiska styrräntesättningen under de tidigare delarna av perioden för att sedan till större del börja avvika från den faktiskt satta styrräntan.   Slutsatserna som kan dras utifrån våra resultat är att den ursprungliga Taylor-regeln presterar bäst i att beskriva ett lands styrräntesättning sett till kvantitativa mått medan en tidslaggad modell tar större hänsyn faktiska förhållanden. Över lag presterar modellerna bättre för de utvecklade ekonomierna än för tillväxtekonomierna och huruvida storleken på ekonomin har någon inverkan är svårt att avgöra. Resultaten tyder också på att Taylor-regeln med tidslagg ligger närmre den faktiska styrräntesättningen för de utvecklade ekonomierna under 1990-talet än under perioden 2000-2013 medan den ursprungliga presterar bättre idag. / John. B Taylor, professor of Economics at Stanford University, presented a monetary policy rule in 1993 which intended to help central banks with their interst rate decisions. In its design the Taylor-rule was very simple and based on only two variables: the GDP-gap and the deviation of actual inflation from the inflation target. The Taylor rule had a great impact on the academic research and also contributed to changes within monetary policy around the world. Many empirical studies have been published on the Taylor rule and there are divided contentions about its applicability in different kind of economies and its relevance today. New theories have also been published regardning the time aspect of the impact on inflation due to a change in the interest rate. The intentions of this study is to make a comparsion between the original Taylor rule and a Taylor rule including a time lag regarding how well they describe the actual interest rates set by the central banks in five countries during the period 2000-2013. The results will be analyzed under consideration of the different economies attributes. The study compares the two kinds of Taylor rules and the applicability in describing the historical interest rate in Brazil, Canada, Poland, Sweden and South Africa. The two rules have also been modified with an interest rate smoothing-function.   Our results conclude that the original Taylor rule describes the historical interest rate better than the rule including a time lag for the time period 2000-2013 for all countries apart from Poland. For the developed economies Canada and Sweden the time lagged model show less deviations for the 1990’s. However both rules tend to over and underestimate the valutation of the interest rate. The smoothing function does to some extent correct this problem. The coefficients of the variables are held constant during the study which in reality should not be the case. They should instead be adjusted between every period to make allowances for the different relationship of the two variables. Mostly too much weight is put on the GDP-variable which should be a contributing cause of the overestimations. The rules do however have the tendency to describe the historical interst rate of the developed economies superior to the developing economies. The performance is greater at the beginning of the period with less deviation from the actual outcome than later on. The conclusion of our study is that the original Taylor rule generally performs superior to the one including time lag with conciderations to the deviations from the actual interest rates. However, the Taylor rule including the time-lag does allow for actual circumstances which the original Taylor rule does not take into consideration. Mainly the rules do perform better for developed economies compared to developing economies. Regarding the impact of the size of the economy on the applicability of the rules it was difficult to conclude anything specific. The Taylor rule with the time-lag is more applicable for the developed economies during the earlier time period, the 1990’s, than the later time period, the 2000’s where the original Taylor rule shows less deviations.
70

Forecasting of exchange rates / Predikce měnových kurzů

Dror, Marika January 2010 (has links)
The thesis investigates different exchange rate models and their forecasting performance. The work takes previous literature overview and summarize their findings. Despite the significant amount of papers which were done on the topic of exchange rate forecast, basically none of them cannot find an appropriate model which would outperform a forecast of a simple random walk in every horizon or for any currency pair. However, there are some positive findings in specific cases (e.g. for specific pair or for specific time horizon). The study provides up-to-date analysis of four exchange rates (USD/CZK, USD/ILS, USD/GBP and USD/EUR) for the period of time from January 2000 to August 2013 and analyse forecasting performance of seven exchange rate models (uncovered interest rate parity model, purchasing power parity model, monetary model, monetary model with error correction, Taylor rule model, hidden Markov model and ESTAR model). Although, the results are in advantage of Taylor rule model, especially for the exchange rate of USD/CZK, I cannot prove that the forecasting performance is significantly better than the random walk model. Except of the overall analysis, the work suppose instabilities in the time. Stock and Watson (2003) found that the forecast predictability is not stable over time. As a consequence, the econometric model can give us better forecast than random walk process at some period of time, however at other period, the forecasting ability can be worse than random walk. Based on Fluctuation test of Giacomini and Rossi (2010a) every model is analysed how the out-of-sample forecast ability changes over time.

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