RUHR. Foreign Exchange Market Interventions and the $- Exchange Rate in the Long Run ECONOMIC PAPERS #428. Joscha Beckmann Ansgar Belke Michael Kühl

Size: px
Start display at page:

Download "RUHR. Foreign Exchange Market Interventions and the $- Exchange Rate in the Long Run ECONOMIC PAPERS #428. Joscha Beckmann Ansgar Belke Michael Kühl"

Transcription

1 RUHR ECONOMIC PAPER Joscha Beckmann Ansgar Belke Michael Kühl Foreign Exchange Marke Inervenions and he $- Exchange Rae in he Long Run #428

2 Imprin Ruhr Economic Papers Published by Ruhr-Universiä Bochum (RUB), Deparmen of Economics Universiässr. 150, Bochum, Germany Technische Universiä Dormund, Deparmen of Economic and ocial ciences Vogelpohsweg 87, Dormund, Germany Universiä Duisburg-Essen, Deparmen of Economics Universiässr. 12, Essen, Germany Rheinisch-Wesfälisches Insiu für Wirschafsforschung (RWI) Hohenzollernsr. 1-3, Essen, Germany Ediors Prof. Dr. Thomas K. Bauer RUB, Deparmen of Economics, Empirical Economics Phone: +49 (0) 234/ , Prof. Dr. Wolfgang Leininger Technische Universiä Dormund, Deparmen of Economic and ocial ciences Economics Microeconomics Phone: +49 (0) 231/ , Prof. Dr. Volker Clausen Universiy of Duisburg-Essen, Deparmen of Economics Inernaional Economics Phone: +49 (0) 201/ , Prof. Dr. Chrisoph M. chmid RWI, Phone: +49 (0) 201/ , Ediorial Offi ce abine Weiler RWI, Phone: +49 (0) 201/ , Ruhr Economic Papers #428 Responsible Edior: Volker Clausen All righs reserved. Bochum, Dormund, Duisburg, Essen, Germany, 2013 IN (online) IBN The working papers published in he eries consiue work in progress circulaed o simulae discussion and criical commens. Views expressed represen exclusively he auhors own opinions and do no necessarily reflec hose of he ediors.

3 Ruhr Economic Papers #428 Joscha Beckmann, Ansgar Belke, and Michael Kühl Foreign Exchange Marke Inervenions and he $- Exchange Rae in he Long Run

4 Bibliografische Informaionen der Deuschen Naionalbibliohek Die Deusche Bibliohek verzeichne diese Publikaion in der deuschen Naionalbibliografie; deailliere bibliografische Daen sind im Inerne über: hp://dnb.d-nb.de abrufbar. hp://dx.doi.org/ / IN (online) IBN

5 Joscha Beckmann, Ansgar Belke, and Michael Kühl 1 Foreign Exchange Marke Inervenions and he $- Exchange Rae in he Long Run Absrac This paper ries o clarify he quesion of wheher foreign exchange marke inervenions conduced by he Bank of Japan are imporan for he dollar-yen exchange rae in he long run. Our sraegy relies on a re-examinaion of he empirical performance of a moneary exchange rae model. This is basically no a new opic; however, we pu our focus on wo new quesions. Firsly, does he consideraion of periods of massive inervenions in he foreign exchange marke help o uncover a poenial long-run relaionship beween he exchange rae and is fundamenals? econdly, do Forex inervenions suppor he adjusmen owards a long-run equilibrium value? Our overall resuls sugges ha aking periods of inervenions ino accoun wihin a moneary model does improve he goodness of fi of an idenified long-run relaionship o a significan degree. Furhermore, Forex inervenions increase he speed of adjusmen owards long-run equilibrium in some periods, paricularly in periods of coordinaed forex inervenions. Our resuls indicae ha only coordinaed inervenions seem o sabilize he dollar-yen exchange rae in a long-run perspecive. This is a novel conribuion o he lieraure. JEL Classificaion: E44, F31, G12 Keywords: rucural exchange rae models; coinegraion; inervenion analysis July Joscha Beckmann, Universiy of Duisburg-Essen; Ansgar Belke, Universiy of Duisburg-Essen and IZA Bonn; Michael Kühl, Deusche Bundesbank. We are graeful for valuable commens from paricipans a he 10h Biennial WEA Pacific Rim Conference, he Göinger Workshop Inernaionale Wirschafsbeziehungen and he 17h Inernaional Conference on Macroeconomic Analysis and Inernaional Finance. We also grealy appreciae helpful commens from Rasmus Faum. The views expressed in his paper are hose of he auhors and do no necessarily reflec he opinions of he Deusche Bundesbank. All correspondence o Joscha Beckmann, Universiy of Duisburg-Essen, Deparmen of Economics, Universiässr. 12, Essen, Germany, joscha.beckmann@uni-due.de.

6 1. Inroducion The dollar-yen exchange rae has been he subjec of conroversy for more han hiry years. ince he breakdown of Breon-Woods, he Japanese auhoriies have inervened more heavily in he foreign exchange rae marke han hose in any oher indusrialized counry. Alhough i is recognized ha he Bank of Japan has generally followed a sraegy of leaning agains he wind o minimize exchange rae movemens, some auhors have claimed ha he early Japanese policy is biased owards limiing yen appreciaion (Huchinson, 1984). In July 2001, he Japanese Minisry of Finance published is daily inervenion daa going back o ince hen, many researchers have focused on hree differen issues: he effecs of inervenions on he exchange rae level, is impac on exchange rae volailiy and he moivaion for moneary auhoriies o inervene (Hoshikawa, 2008). As will be illusraed below, he presen sudy analyzes he impac of inervenions from a new perspecive, deparing from he firs-menioned srand of he lieraure and focusing on he long run. Hence, we will briefly describe he lieraure wih regard o his opic before describing our specific conribuion. 2 The quesion of wheher inervenions are effecive in influencing he level of he exchange rae has been discussed conroversially. However, arno and Taylor (2001) claim ha he lieraure delivers more evidence in favor of effeciveness in foreign exchange inervenions in general. This is also rue for Japan, alhough he evidence remains mixed. ome resuls sugges ha inervenions underaken by he Japanese auhoriies have been effecive (Dominguez, 2006; Taylor, 2005; Reiz and Taylor, 2012). 3 The findings of Faum and Huchinson (2005) provide evidence ha even serilized inervenions by he Japanese auhoriies do influence he exchange rae. However, heir effeciveness seems o depend on he horizon under observaion in he sense ha he impac of inervenions disappears a longer horizons (Frazscher, 2009b). Frazscher (2009b) argues ha he credibiliy of auhori- 1 The Foreign Exchange and Foreign Trade Law sipulaes ha he Miniser of Finance shall endeavor o sabilize he exernal value of he yen hrough foreign exchange rading and oher measures (Aricle 7.3). Moreover, he Miniser of Finance is legally auhorized o conduc inervenion as a means o achieve foreign exchange rae sabiliy. The Bank of Japan, as he agen of he Miniser of Finance, execues foreign exchange inervenion. ee Volz, and Fujimura (2011) for a deailed discussion. 2 Wih regard o exchange marke inervenions and heir impac on volailiy, from a heoreical poin of view credible Cenral Bank inervenions, especially when hey are coordinaed, should reduce exchange rae volailiy. The opposie should be rue for non-credible arrangemens (Frenkel e al., 2005; Dominguez, 1998). However, he resuls regarding his issue are no clear-cu. For sudies relaed o his issue see Dominguez and Frankel (1993), Frenkel e al. (2005), Waanabe and Harada (2006) and chnabl and Hillebrand (2008), among ohers. 3 Taylor (2005) applies a Markov swiching approach o he yen-dollar exchange rae over he period beween April 1992 and December His resuls sugges ha inervenions are effecive, as hey increase he probabiliy of real exchange rae sabiliy. Reiz and Taylor (2012) uilize a smooh ransiion GARCH model for he period 1980 o 2004, which allows for non-lineariies in he adjusmen process. 4

7 ies plays a major role in he success of forex marke inervenions. Furhermore, as Taylor (2005) shows, effeciveness seems o be increase wih he degree of misalignmen. In general, one aim of inervenions is o achieve exchange rae sabiliy a a level ha is broadly consisen wih fundamenals (arno and Taylor, 2001). This view is consisen wih he fac ha he Japanese auhoriies seem o inervene when he exchange rae has exceeded specific arges (Io and Yabu, 2007). By esimaing reacion funcions, Io (2003) idenifies several possible aims of inervenions and concludes ha acions underaken in he exchange marke by he Japanese auhoriies were effecive beween June 1995 and March 2001, while his was no he case from April 1991 o May From his seing, he findings of Io and Yabu (2007) sugges ha Japanese inervenions indeed followed a paern of leaning agains he wind, as large changes seem o cause conrary inervenions. This implies ha he BoJ had a arge value in mind. This paper conribues o his debae by focusing on a quesion which has mosly been negleced in he empirical lieraure: he imporance of inervenions in a long-run perspecive. If Japanese exchange rae policy has followed a sraegy of leaning agains he wind and aimed a resricing non-fundamenal exchange rae flucuaions, which are also based on a long-run exchange rae arge, he following quesion arises: Is here any influence on he long-run link beween he exchange rae and fundamenals which sems from inervenions in he foreign exchange marke? To be more precise: do periods of massive inervenions need o be accouned for when modeling he long-run relaionships beween he exchange rae and fundamenals? This is he cenral quesion we address in his sudy. If inervenions are imporan in he long-run, accouning for hese periods should no only help disenangle he link beween he exchange rae and fundamenals. The adjusmen owards he equilibrium pah should also be faser in hese periods. Inervenions usually occur when he exchange rae has roughly depared from is long-run level. Given ha moneary auhoriies have privae informaion abou he fundamenal level of he exchange rae, inervenion periods can be used o proxy periods in which he exchange rae does no follow is fundamenal pah. By no aking his influence ino accoun, he long-run relaionship found empirically, as long as one can be idenified, is severely biased. In addiion, if inervenions are successful and do limi he influence of noise raders by pushing exchange raes back o heir fundamenal values, his would end o suppor a mean revering behavior in he exchange rae which, in urn, would correspond o a break in he adjusmen coefficiens (see, e.g., Alavilla and De Grauwe, 2010, for he main argumen). In his spiri, Juselius and Mac- Donald (2004) analyze pariy relaions beween he Unied aes and Japan. They argue 5

8 ha he cumulaive impac of moneary inervenion shocks is likely o describe an addiional sochasic rend. When focusing on he long-run relaionship beween he exchange rae and fundamenals, we obviously disregard feaures ha are imporan in he conex of exchange rae inervenions such as he impac on volailiy or insabiliy issues regarding parameers. 4 However, hese shorcomings are jusified on he grounds ha our research opic is novel and we are aiming o model a sable long-run relaionship by aking inervenions ino accoun. From a policy poin of view, he quesion of wheher periods of massive inervenions have had an impac on he coinegraing relaionship beween he exchange rae and fundamenals is also imporan, since he impac of inervenions on long-run relaionships may also be inerpreed as a measure of effeciveness. To pu our opics of invesigaion under closer scruiny, ecion 2 proceeds wih a heoreical consideraion of inervenions in srucurally reduced exchange rae models and we idenify regimes of heavy inervenions underaken by he Japanese auhoriies in he dollar-yen marke. 5 In ecion 3 we apply he coinegraed VAR approach of Johansen and Juselius o assess wheher hese periods should be accouned for in he coinegraion vecor and invesigae wheher he speed of adjusmen ha we find owards he long-run equilibrium is faser during periods of inervenions. ecion 4 concludes. 2. Economic mehodology 2.1 Foreign exchange marke inervenions in heory Four cases can be disinguished wih regard o he characerizaion of inervenions. Inervenions may be carried ou in a serilized or unserilized fashion and may or may no be made publicly available. Furhermore, i is possible ha marke paricipans acually perceive inervenions when no acual inervenions have occurred or if policymakers deliver an oral saemen wihou acually inervening. Wih respec o he ransmission of inervenions, hree channels can be idenified. The porfolio balance effec arises when inervenions change he relaive supply of domesic o foreign asses which are assumed o be nonperfec subsiues. If inervenions are successfully serilized (wih respec o money supply) such an effec coninues o hold in conras o he case of perfec subsiues. The signaling 4 Beckmann e al. (2011) do, indeed, find significan parameer insabiliy in coinegraion regressions among he dollar-yen exchange rae and fundamenals. 5 As described in secion 3, including inervenion periods of he Fed urned ou o insignifican wihin our framework. 6

9 channel arises from he fac ha policymakers provide marke paricipans wih new informaion, for example wih respec o he fuure policy pah, in cases of inervenions. This mechanism migh also be imporan in he case of serilized inervenions (arno and Taylor, 2001; Faum, 2009). The coordinaion channel sems from a micro-based model. The idea here is ha in a heerogeneous agen framework i is difficul for fundamenal raders o make use of deviaions in he exchange rae from a fundamenal value because heir rade horizon may no be sufficien o exploi arbirage opporuniies. This can be undersood as a coordinaion failure. If he marke sees he Cenral Bank as an agen wih superior informaion, he announcemen of inervenions effecively acs as a coordinaing signal o fundamenal raders. In addiion, he relaive profis of agens are changed such ha he arbirageurs ener he marke, which in urn suppors he reurn of he exchange rae o a level consisen wih fundamenals (Reiz and Taylor, 2008, 2012; arno and Taylor, 2001; Frazscher, 2008). By definiion, ransmission hrough he signaling and coordinaion channels does no occur when paricipans are unaware of inervenions and when no oral saemens have been made. In general, he decision in favor of inervenions migh be based on he belief in a specific fundamenal value. Almekinder and Eijffinger (1996) and Io and Yabu (2007) suppor his view wih he help of reacion funcions derived from a heoreical framework which consiss of cos-minimizing behavior by he moneary auhoriies while aking a arge exchange rae ino accoun. Beine e al. (2009), for insance, use pas exchange rae variaions in a similar fashion as a measure of misalignmen of he exchange rae from a fundamenal value and as an empirical measure of inervenions. Non-fundamenal impacs on he exchange rae ypically lead o a deviaion from an exchange rae arge defined in erms of a long-run equilibrium beween he exchange rae and is fundamenals. Arbirageurs usually bring he exchange rae back o is fundamenal value so ha he equilibrium is preserved. However, arbirage canno be achieved if he rading horizon of he arbirageurs is shorer han ha of he noise raders. In addiion, i may be raional o follow a rend o generae excess reurns. In such a case, he adjusmen process usually linked wih arbirage is abandoned and he exchange rae shows slow or no selfadjusing behavior. As a consequence, he Cenral Bank decides o inervene if he exchange rae has deviaed o a specific exen (κ ) from is arge level ha can be inerpreed as a fundamenal value (Equaion (1)): T INT = φ 1 for 1 1 > κ T 1 (1) 7

10 The hreshold erm κ in Equaion (1) may well reflec he policy coss menioned by Io and Yabu (2007). 6 Inervenions ( INT ) are herefore relaed o periods of massive deviaions in he exchange rae from is fundamenal value. The coefficien φ capures he inensiy wih which he Cenral Bank reacs o deviaions from he arge level. 7 Long periods of deviaions from he fundamenal value do no only affec he adjusmen owards long-run equilibrium beween he exchange rae and is fundamenals. The long-run relaionship iself can also be disored. The reason for his is ha he rue link beween he exchange rae and is fundamenals is los. The only way o obain he long-run equilibrium in an empirical invesigaion is o ake explici accoun of he non-fundamenal impac. A common soluion o he problem of quanifying such periods is o include dummy variables in he long-run relaionship. The following consideraions moivae his proceeding. If nonfundamenal facors are a work, he exchange rae consiss of he fundamenal par and he deviaions from he fundamenal pah, wih he laer summarized in Z : ' ' = + Z = β X + Z = β X + Z + Z. (2) long nf f Deviaions from he equilibrium pah can furher be spli ino a non-fundamenal par nf Z and f a fundamenal par Z (Equaion (2)). The laer can be undersood as hose deviaions which will be removed by arbirageurs (even when hey are non-fundamenally iniiaed). From Equaion (1) we can derive ha inervenions ( INT ) occur in cases of deviaions from a arge so ha Z and in paricular nf Z, as non-fundamenal deviaions, can be linked o he degree of inervenions (neglecing, for simpliciy, a hreshold, as in Eq. (1)). Assuming ha inervenions in erms of purchases or sales of he domesic currency ake place, and we are ineresed only in capuring he baseline effec, we can divide he periods of deviaions from he fundamenal value up ino periods in which inervenions occur ( INT k Z wih INT k denoing he k -h period of inervenions) and periods wihou inervenions, summarized in NO INT Z INT INT k NO INT, such ha Z = ( Z 1,..., Z, Z ). The erm NO INT Z akes he value 0 when inervenions occur. In doing so, we are able o relae specific periods of inervenions o deviaions in he exchange rae from he fundamenal value. 6 I is assumed ha he arge exchange rae coincides wih he fundamenal exchange raes. 7 In conras o Io and Yabu (2007), we draw on he absolue deviaions from he arge value because we are no ineresed in he direcion of inervenions a his poin. 8

11 Z INT k INT 1 = 0 ( T T ) k sar where ( T T ) k end if oherwise INT 0 wih k = 1,..., K, 1 k sar k end is an indicaor funcion ha akes he value one for he defined period and zero oherwise. Wihou knowing he exac degree of inervenions we can build a k variable I ha is able o capure he k -h period of inervenions, such ha (3) INT-k k 1 for Z 0 I = for k = 1,..., K. INT k 0 for Z = 0 (4) All periods of inervenions covered by he inervenion dummies can be summarized in he vecor I. Wih is help, Eq. (2) can be rewrien, so ha = β ' X + δ ' I + u (5) arises, where δ is a vecor of weighing coefficiens and u comprises all deviaions from he fundamenal value while no inervenions occur. Equaion (5) can be direcly compared f wih Equaion (2). The erm u reflecs he process Z and he inervenion par δ ' I he non-fundamenal impac which is assumed o be known by he policy maker. Now, here are wo possible oucomes which may indicae successful inervenions. The firs is ha he k -h parameer δ in Eq. (5) is zero. Knowing ha inervenions have occurred, his could imply ha he inervenions are enirely successful because he long-run equilibrium is preserved. The second possibiliy is ha he k -h coefficien δ in Eq. (5) shows he direcion of he deviaion from he arge value while he deviaion iself, i.e. he equilibrium error, shrinks. uch an oucome indicaes ha he Cenral Bank has correcly idenified non-fundamenal deviaions from a fundamenal value. Owing o he fac ha insignificance may also be due o nonsuccessful inervenions, we focus on significan inervenion periods when evaluaing our empirical resuls. 2.2 Modeling he long run In order o idenify a possible fundamenal value of he exchange rae, i is necessary o consider an economic heory. In he lieraure concerned wih ineracion models beween fundamenals-based raders and noise raders, purchasing power pariy is ofen seen as he baseline model (Frenkel e al., 2005; De Grauwe and Grimaldi, 2006; Reiz and Taylor, 2008, 2012). omeimes, he fundamenal value is based on a model which conains only money supply and real income wih uni elasiciies (following for insance Mark, 1995). We base our heoreical consideraions on a reduced form of he exchange rae deerminaion model ha 9

12 sems from he class of moneary models. We feel legiimized o argue ha he Cenral Bank evaluaes he fundamenal value of he exchange wih he help of a broader se of fundamenals. The basic form of he moneary model in log form can be wrien as (Frenkel, 1976; Frankel, 1979; MacDonald and Taylor, 1994): f f f f f f μ + β1m β1 m β 2 y + β 2 y + β 3i β 3 i = (6) where μ is a consan, m represens he money supply, y real income and i he ineres raes; f sands for foreign variables. A rise in he exchange rae corresponds o a depreciaion in he domesic currency. By using he moneary model as presened in Equaion (6) i is assumed ha he real exchange rae is consan in he long run. However, in realiy his is generally no rue. Moreover, he PPP is usually consruced using he consumer price index, which sars from he assumpion ha i holds for a mixure of raded and non-raded goods. ricly speaking, he PPP is a concep for raded goods, so he prices of raded goods mus be aken ino accoun (Dornbusch, 1976). Assuming ha PPP holds for radable goods and he domesic price level is an average of non-raded and raded goods, we can rewrie Equaion (6) o add o our model he raios of (domesic and foreign) radable prices o non-radable prices: ( p ) f f f f f f f f f p f = μ β1m β1 m β2 y β2 y β3i β3 i β4π β4 π β5 β n 5 (7) n f p ( p ) wih π as he inflaion rae, which serves as a measure of inflaion expecaions. The las wo erms, namely he wo raios of raded o non-raded goods (domesic and foreign), reflec he real exchange rae. The domesic currency appreciaes when he price of radables increases relaive o ha of non-radables. Consequenly, our model is able o respond o produciviy differenials beween counries, i.e. he well-known Harrod-Balassa-amuelson effec (Harrod, 1939; Balassa 1964; amuelson 1964). 8 A reduced form of he model, as given in Equaions (5) and (7), is usually esimaed imposing a priori resricions on he coefficiens. Quie frequenly, i is assumed ha he domesic and foreign coefficiens are idenical for domesic and foreign variables. However, in order o sar our analysis as unresricive as possible, we remove hese resricions. This mehod is generally suppored by he fac ha coefficiens ha are resriced o being equal for each variable ypically end o resul in biased coefficiens (Haynes and one, 1981). Wih regard o he opic of our invesigaion, removing hese resricions is also imporan, since he radi- 8 Wu and Hu (2009) emphasize he imporance of he Harrod-Balassa-amuelson effec when modeling deviaions from purchasing power pariy using an ETAR model. 10

13 ional moneary model assumes ha domesic and foreign asses are perfec subsiues for each oher. Consequenly, he porfolio effec of inervenions does no occur in such seings. By means of relaxing he symmery resricion regarding ineres raes, we herefore also relax he assumpion ha domesic and foreign bonds are perfecly inerchangeable. 9 Hence, he model we employ conains elemens of he porfolio balance approach of Branson (1977), which is preferable in work if risk premia are imporan. 2.3 Definiion of periods of massive foreign exchange marke inervenions in Japan Inervenions in he dollar-yen marke have occurred frequenly in he free-floaing era. An ineresing quesion is wheher ime periods wih excepional magniudes of inervenions can be idenified. In he following, we will describe six prominen cases. As official daa are only available from 1991, mos analyses up o his poin are based on changes in he official foreign reserves as a proxy for inervenions, and on he evaluaion of press aricles. Basically, boh indicaors can be applied o our opic because we are ineresed in periods of heavy inervenions. ince we do no necessarily need o specify he exac amouns in he coinegraion analysis, we make use of hese repored inervenion periods. We will accoun for he idenified periods in our coinegraion analysis by using inervenion dummies, which we can specify wihou his knowledge. Moreover, such a procedure is adequae because we are working wih monhly daa raher han daily daa. For he period 1993 o 2000, Galai e al. (2005) compare Reuers repors on inervenions wih he acual amouns of inervenions. ince heir resuls sugges ha he probabiliy ha inervenions had acually been underaken if hey were repored by Reuers was 0.84, hey conclude ha hese repors quie precisely mach inervenions acually underaken (Galai e al., 2005). As we will describe laer, we will in addiion rely on changes in he foreign exchange reserves. Figure 1 shows he nominal yen-dollar exchange rae in conjuncion wih he idenified periods of inervenions which we will describe in his secion. I can be seen ha he yen-dollar exchange rae has flucuaed remarkably, especially during he 1980s. -Figure 1 abou here- Afer he breakdown of Breon Woods in 1973, he yen sared o depreciae afer a shor spell of appreciaion as a resul of speculaive capial flowing ou of he counry. Consequenly, he moneary auhoriies in Japan began o sell dollars. The yen sabilized a around Goldberg (2000) argues ha a rejecion of he symmery resricion relaing o he ineres rae differenial is eiher linked o imperfec capial mobiliy or provides evidence in favor of he approach of imperfec knowledge over raional expecaion. 11

14 yen per dollar in Our invesigaion begins in 1976, when Japanese policy swiched in he direcion of moderaing he appreciaion of he yen, while in general limiing he amoun of inervenions (Takagi, 1991). This paern changed on differen occasions when he yen appreciaed heavily. This was especially rue in he period from Ocober 1977 unil he end of In November 1977, he amoun of inervenions came o around 32 percen of he rade volume in he foreign exchange marke. In March 1978 i had gone up o 44 percen (Komiya and uda, 1983; Takagi, 1991). From November 1978, he Bank of Japan joined he Fed, he Deusche Bundesbank and he wiss Naional Bank in a coordinaed aemp a selling yen o dampen is appreciaion. Japan s exchange rae policy changed again a he beginning of 1979, when he yen sared a spell of depreciaion. I follows ha he purpose of hese inervenions was o suppor he currency. These effors were paricularly inensified in he spring and auumn of 1979 (Takagi, 1991). However, accouning for he fac ha he amoun of inervenions slowed down afer he spring, we have decided o end our firs inervenion period (I1) in April 1979, wih he beginning specified as Ocober From 1981 onwards, he frequency of inervenions by he Japanese auhoriies shrank. This is an indicaion ha Japanese exchange rae policy was biased owards prevening yen appreciaion, as he auhoriies did lile o preven he massive yen depreciaion agains he dollar. However, he Plaza Agreemen held in New York on 22 epember 1985 iniiaed a series of coordinaed inervenions afer he paricipans saed ha exchange raes should beer reflec fundamenal economic condiions. The Group of Five reached an agreemen o conduc simulaneous sales up o 18 billion dollars (Obsfeld, 1990) in order o weaken he dollar. As a resul, he Fed suppored he BoJ in sabilizing he dollar-yen exchange rae. When he yen appreciaed o 200 yen/dollar, he aim of Japan s exchange rae policy became o sabilize he yen insead of allowing i o appreciae. Consequenly, from March 1986, he Japanese began purchasing dollars (Takagi, 1991). During May of he same year, he members of he Tokyo summi again commied hemselves o marke inervenions. The paricipans of he Louvre Accord also expressed he will o mainain nominal exchange raes near exising levels (Obsfeld, 1990). Large inervenions also occurred from immediaely afer he sock marke crash of Ocober 1987 hrough o December. In paricular, he period afer he Plaza Agreemen is ofen regarded as an example of successful inervenions in he foreign exchange marke. The credibiliy of he saemens, he degree of inernaional coordinaion and he fac ha marke paricipans indeed assessed he dollar as undervalued are 12

15 idenified as possible reasons for his. Accordingly, our second period (I2) runs from epember 1985 o unil January Beween April 1989 and April 1990 he Fed inervened in he dollar-yen marke wihou a suppor of he BoJ. This is he reason why we label his period Fed inervenion period (Ifed). 12 Alhough he yen experienced a period of appreciaion from 1991, i seems ha he Japanese did no inervene significanly o sop his developmen. For he res of he decade he yen remained remarkably srong, considering ha he Japanese economy suffered from deflaion and weak real economic growh (chnabl and Hillebrand, 2003). According o Frazscher (2008), oral inervenions favored a weaker yen afer i appreciaed o above 120 yen/dollar in While a sronger yen was briefly suppored in 1998, public saemens aferwards again expressed he view ha i should depreciae. As already menioned, daa on acual Japanese foreign inervenions have been published since April For he period up o 2004, Hoshikawa (2008) disinguishes beween a period of low frequency inervenions, from June 1995 o December 2002, and high frequency inervenions, from April 1991 o May 1995 and from January 2003 up o 2004 respecively. Io and Yabu (2007) argue ha he change in 1995, which corresponds o a srucural break in heir reacion funcion, is aribuable o he appoinmen of Dr. akakibara as direcor of he Inernaional Finance Bureau of he Minisry of Finance in June of ha year. Concerning he yen/dollar inervenions, hree periods of huge amouns of inervenions can be observed during he nineies and will be accouned for in he following. The hird period (I3) goes from May 1991 o Augus 1992 and is characerized by frequen inervenions of small magniude; while he fourh period (I4), from April 1993 unil January 1996, is also characerized by frequen inervenions of small magniude. 13 During his period, he Fed also inervened in he dollar-yen marke o some exen. The fifh period from January 1999 unil January 2000 (I5) is characerized by huge bu lowfrequency inervenions. Again, mos inervenions during he 1990s were aimed a lowering 10 The Fed also inervened in he dollar-yen marke in lae Nearly all of hese inervenions occurred in November This is he reason why we do no exend he second period o include he Fed inervenions. 11 During his period, inervenions were qualiaively differen. While he Plaza Agreemen was aimed a prevening he appreciaion of he U dollar, i.e. U dollar sales occurred, he Louvre Accord should sop he iniiaed counermovemen by U dollar purchases. ince we are no ineresed in he direcion of he inervenion, we rea boh periods as one period. 12 As will be seen in ecion 3.2, his period has no saisical significance. 13 ince he BoJ also inervened a he beginning of 1996, we decide o end his inervenion period in January

16 he appreciaion of he yen, which suggess ha Japan was seeking o weaken is currency (Morel and Teileche, 2004). Confroned wih deflaion, convenional moneary policy los is effeciveness afer he Cenral Bank cu he overnigh ineres rae o almos zero percen and he real ineres rae remained posiive. The exchange rae policy herefore became even more imporan in sopping he downward spiral of deflaion by simulaing demand over a lowering of he value of he yen. As a resul, massive dollar-supporing inervenions ook place beween 2001 and The Bank of Japan sold 35 rillion yen in exchange for dollars beween January 2003 and March 2004 (Faum and Huchinson, 2005). Accordingly, our sixh period runs from epember 2001 unil March 2004 (I6). ince ha ime he Japanese auhoriies have rarely inervened (Frazscher, 2008). Even when he yen sared o fall heavily agains he dollar in 2005, hey did lile o sop he rend by inervening in he currency marke. This is anoher hin ha he Japanese inervenion policy is indeed biased oward prevening he yen appreciaing. The Bank of Japan did, however, inervene in epember 2010 and again in March Neverheless, hese aciviies canno be seen as periods of massive inervenions, for which reason we omi hem. 3. Daa and empirical resuls of he coinegraed VAR approach 3.1 Daa We work wih monhly daa aken beween January 1976 and December 2007, alhough he BoJ did also inervene in laer periods. We have no accouned for he ime period hereafer because our main aim is o focus on periods of inervenions lasing several monhs, i.e. looking a he role of inervenions in a long-run perspecive. The BoJ (officially) inervened afer our chosen end only on wo days: 15 epember 2010 and 18 March Consequenly, hese inervenions do no mach our definiion. Furhermore, we decide o include only he period unil he financial crisis emerged, alhough he las inervenion period ended on 16 March The reason for his is ha in he course of he financial crisis remarkable swings 14 Boh daes are relaed o specific evens. The firs dae mus be seen in conjuncion wih he sovereign deb crisis in several EU member saes agains he background of dampening fligh-o-safey impacs on he exchange rae. In March 2011, he BoJ inervened afer a devasaing naural disaser. 14

17 in exchange raes could be observed (Frazscher, 2009a). ince hese developmens can poenially affec he esimaion of he long-run relaionship, we sop a he end of For money supply we op for he moneary aggregae M1. Real income is proxied by he indusrial producion index. In our model we include wo differen price measures. On he one hand we include he rae of inflaion ha is calculaed based on he consumer price index (CPI). On he oher, as suggesed by Wolff (1987), we make use of a relaive price measure which is he price raio of radable o non-radable goods. 16 Regarding he shor-erm ineres raes, we decide on using money marke raes wih a mauriy of hree monhs. As usual, exchange raes, money supply and real income are expressed in logarihms. All series are seasonally adjused and are aken from inernaional financial saisics from he Inernaional Moneary Fund. We sar our empirical invesigaion wih he applicaion of a baery of well-known uni roo ess o our daa. The resuls sugges ha all series should be reaed as non-saionary and inegraed of order one (I(1)). 17 Consequenly, we should apply coinegraion mehods o analyze he link beween exchange raes and fundamenals. 3.2 The coinegraed VAR approach: economeric mehodology In general, he concep of coinegraion refers o linear combinaions of non-saionary variables which resul in saionary equilibrium errors. As a resul, he linear combinaion(s) can be inerpreed as a long-run relaionship(s). There are differen ways of esing for coinegraion among a couple of variables. In he following, we apply he mulivariae es by Johansen (1988), which draws upon he following vecor auoregression represenaion (VAR): ΔX = αβ ' X 1 + Γ1ΔX Γk ΔX k 1 + ΦD + ε, = 1,...,T and k = 1,..., q (8) The non-saionary behavior is accouned for by a reduced rank resricion of he long-run marix Π, which can be fragmened ino wo marices α and β such ha Π = αβ '. The erm β gives he coefficiens of he variables for he r long-run relaion(s) while α conains he adjusmen coefficiens describing he reacion of each variable o disequilibria from he 15 Of course, we esimaed models wih longer periods and here are several hins of srucural breaks afer However, our fourh coinegraion vecor (see below) seems o be sable. The complee esimaion resuls are available upon reques. 16 The price of radable goods is proxied by he producer price index, while he consumer price index serves as a proxy for he baske of non-radables. 17 We conduced he ADF, he Phillips Peron and he KPPs es. The resuls are available upon reques. 15

18 r long-run relaions given by he r 1 vecor β ' X 1.The erm Γk ΔX k describes he shorrun dynamics of he model using p dependen variables (Juselius, 2006). The deerminisic componens are given by he ( p 1) vecor Φ D, while ε describes an independen and idenically disribued error erm. In he presen case, he expression μ includes he consan erm and ΦD dummies o accoun for ouliers in he residuals. In he case of persisen deviaions from he long-run equilibrium relaionship wih specific variables as he driving forces behind his developmen, he omission of hese forces would lead o biased coinegraion coefficiens. The reason behind his bias is sraighforward as we show in he following. The rue regression model should be ' ' = β X + Z + ε = β X + δ ' I + ε, (9) nf where ε is a whie noise error erm. The regression model from which he invesigaion sars is = β + ε. (10) '* X * The relaionship beween he omied variable and he he help of he familiar auxiliary regression as X variables can be described wih Z nf ' = δ ' I = λ X + η, (11) where η is a whie noise error erm. Insering Eq. (11) in Eq. (9) and rewriing his expression yields = ' ' ( β + λ ) + η + ε X. (12) Equaion (12) is he underlying model when Eq. (10) is esimaed. An esimaion based on Equaion (10), alhough Eq. (9) is rue, generaes he familiar omied variable bias. Consequenly, i holds ha and '* ' ' β = β + λ γ (13) ε = η + ε. (14) * 16

19 By neglecing he non-fundamenal variable he esimaed coinegraion vecor is biased and does no reflec he rue parameers. Wha is more, he biased esimaed coinegraion coefficiens also produce biased adjusmen coefficiens, because Π = α * β '* holds. In addiion, he finding of coinegraion iself is affeced by Equaion (14). 18 Coinegraion requires he error series η o be saionary. This is he case when he poenially omied variable is eiher saionary or linked o he non-saionary fundamenals in he long run, as can be seen from Equaion (11). Taken his as given, he omission of relevan deviaions from he arge value of he exchange rae produces a biased coinegraion vecor. Bearing hese argumens in mind, we can ake deviaions from he long-run relaionship ino accoun by rewriing he coinegraion space based on Eq. (8). The long-run Π X marix can be spli up as ~ ~ ' Π = αβ X ~, where X ~ also conains he dummies for he inervenion periods ha are considered significan according o exclusion ess laer on. We resric hese componens o lying in he coinegraion space. In he following, we will no focus on he shor-run view in our model, as our aim is o invesigae he long-run imporance of inervenions Prior analysis: deerminaion of he rank and exclusion ess We now proceed wih he deerminaion of he rank, ha is, deermining he number of saionary long-run relaionships. The inervenion periods idenified in ubsecion 2.3 ener as dummy variables when we specify hem as shifs in he coinegraion vecor. They are marked as I1, I2, I3, I4, I5 and I6, respecively. To idenify he number of coinegraing relaions r we rely on he race es developed by Johansen (1988). Owing o he large numbers of variables under observaion and o he fac ha he inclusion of exogenous shif dummies may aler he resuls of he race es, we have simulaed he asympoic disribuion by applying Mone Carlo simulaions. The simulaions were carried ou for random walks wih a lengh of 400 monhs and 2500 ieraions. The resuls are presened in Table 1. Table 1 abou here The hypohesis of a rank of four can clearly be rejeced a he 1% level, according o he es saisic, while a rank of five is marginally no rejeced a he 5% level. A rank of six canno be rejeced. ince he choice of rank is imporan and he resuls are no clear-cu, we have also considered recursive esimaes of he rank ess, which are available upon reques. Alogeh- 18 This is a very simplified explanaion of he problem in coinegraion regressions because we merely draw on a single equaion framework alhough we are using a mulivariae one. Our aim here is o highligh he general problem of omied variables in a coinegraion framework. 17

20 er, he resuls sugges ha a rank of 5 seems o be an adequae choice, alhough he resuls are inconclusive o some exen. For his reason, as a robusness check, we have esimaed our model addiionally for a rank of 6. The resuls, which are available upon reques, did no change he findings o a significan degree. We herefore proceed in he following by describing he resuls for a rank of 5. Turning o some diagnosics, Table 2 shows ha he hypohesis of no auocorrelaion canno be rejeced for he firs four lags a all convenional levels. Table 2 abou here In he nex sep, we run exclusion likelihood raio ess o analyze wheher he inervenion dummies should be included in our model (Juselius and MacDonald, 2004). 19 A join LRexclusion es for all inervenion periods rejecs he hypohesis ha all periods should be excluded from our model, wih a es saisic of a he 1% level. From his finding we proceed by esing for he significance of each inervenion period o achieve an adequae model srucure based on a general-o-specific approach. We presen he resuls in Table Table 3 abou here The findings sugges ha none of he inervenion periods should be excluded from our model a leas a he 10% level. However, for he las wo periods during he nineies (I4 and I5) he hypohesis of exclusion is only rejeced a he 10% level. This resul is no surprising, since he lieraure is sharply divided wih regard o he efficiency of inervenions during he nineies (arno and Taylor, 2001). When idenifying he coinegraing vecors as described in he nex secion, furher ess suggesed ha I4 gained significance afer I5 was omied from he coinegraing space. We herefore exclude I5 only for he final esimaions. A reesimaion of rank and auocorrelaion ess for our reduced model wihou I5 sill suggess ha a rank of five is he adequae choice wih he hypohesis of five long-run relaionships no being rejeced a he 5% level and auocorrelaion sill firmly rejeced. The resuls are presened in he hree columns on he righ-hand side in Table 1 and Table As menioned in ecion 2.3, we also considered inervenion periods of he Fed. According o he resuls of exclusion ess, he addiional period ha we labeled Fed inervenion period (from April 1989 unil March 1990) should no be included in he coinegraing space. For his reason, we omi his period. 20 The lag-lengh of he model is based on ess for auocorrelaion and he ARCH effec. The corresponding resuls for he ARCH effec are available upon reques. According o Rahbek e al. (2002), he resuls we gain in he following are sill robus under he remaining ARCH-effecs. Because of he high skewness and kurosis of some variables, dummies have been included in some cases. While excess kurosis does no inroduce a significan bias o he coinegraion esimaion resuls, he resuls are sensiive o excess skewness (Juselius, 2006; Juselius and MacDonald, 2004). Afer inroducing dummy variables ino he sysem, he rejecion of he assumpion of normaliy is due o excess kurosis, so ha our resuls are sill reliable. Jarque-Bera saisics for each variable and daes of he dummies inroduced are also available upon reques. 18

21 3.2.2 Hypohesis esing and idenificaion of he long-run srucure Afer we have deermined he rank, he Johansen approach provides he maximum likelihood esimaes of he unresriced coinegraing relaions. In order o achieve inerpreable economic relaionships for he long-run srucure, in cases of a rank greaer han one i is necessary o implemen resricions on β ha a leas jus idenify i because he coinegraion vecors are oherwise no unique. By having an economic model a hand, furher resricions can also be implemened so ha he model becomes over-idenified. The hypohesis ess are based on a likelihood raio procedure described in Johansen and Juselius (1992, 1994). Alhough we are primarily ineresed in he link beween he exchange rae and is fundamenals, we have o specify all five coinegraion vecors. In so doing, i is required ha we have furher reasonable economic relaions a hand. In resricing he exchange rae and he variables of he oher economies o zero we aim a specifying wo vecors o represen he domesic economies of Japan (relaion 1) and he Unied aes (relaion 2) respecively. The Japanese money supply urned ou o be insignifican so we removed i from relaion 1. The hird vecor links he exchange rae o prices. Consequenly, we originally included he raes of inflaion and he raio of radable o non-radable goods. However, only U.. inflaion and he Japanese price raio urned ou o be significan. To model he relaionship beween he exchange rae and he remaining fundamenals, we follow he moneary model as described and include ineres raes, money supply, income of boh counries and he exchange rae ino he fourh vecor. Resricions of he fifh vecor were guided by he significance of he coefficiens. The resuling relaions are presened in Table 4. Table 4 abou here The implied resricions are acceped wih a very high p-value of As he focus of our analysis is on he exchange rae, we do no exensively discuss he resuls of he firs and second relaions corresponding o he domesic economies of Japan and he Unied aes and he fifh relaion. The empirical findings for he exchange rae do appear raher promising. Money supply and ineres raes ener wih he correc sign in he fourh relaion for boh economies. This is also rue for U inflaion and he Japanese price raio in he hird relaion. However, boh U and Japanese income series urn ou o be significan bu ener wih he wrong sign in relaion four. This migh mean ha, owing o business cycle linkages, he effec of income on he exchange rae does no work via he money demand channel. This argumen seems o be plausible because direc price effecs do no ener he long-run relaionship. Ineresingly, he symmery resricion wih respec o money is also valid in he fourh 19

22 vecor. In addiion, he corresponding coefficiens can be resriced o having he same magniude as he coefficien for he nominal exchange, namely a value of one. This is a srong resul which relaes o he original version of he moneary model (Frankel, 1979). Applying zero resricions o he inervenion periods in he hird and/or fourh long-run relaionships resuls in a breakdown of he long-run relaionships, since he resuling resricions are rejeced. Hence, evidence of he moneary approach in he form described above is only provided if he inervenion periods are included. Nex, referring o he adjusmen coefficiens for he resriced model, we ackle he quesion of wheher he exchange rae adjuss o deviaions from he esablished long-run relaions. These coefficiens are more closely examined in Table 5. Table 5 abou here The resuls show ha he exchange rae adjuss o he fourh relaionship, which includes money, ineres raes and income, as well as o he hird long-run relaionship, which includes prices and inflaion. The resuls show ha he inervenion periods are imporan in he relaions referring o he exchange rae. For he hird relaion, all inervenion periods excep I1 gain significance for he exchange rae/price relaion, while he firs wo periods are imporan for he relaionship beween he exchange rae and he remaining fundamenals. This is consisen wih he view ha he exchange raes deviaed remarkably from heir fundamenal values during he 1980s. To some exen, we could argue ha inervenions during ha ime seem o have been jusified because heir inclusion in a ime series model suppors he finding of a heory-consisen relaionship beween he exchange rae and is fundamenals. In conras, all oher inervenion periods are no relevan o he fourh relaion, which means ha he long-run link beween exchange rae and is fundamenals can be found wihou aking addiional effecs ino accoun. Our resuls, are broadly robus wih respec o differen specificaions. As already described, we esimaed he model wih differen coinegraion ranks and also wih differen ends of he sample. I urns ou ha vecors hree and four are relaively robus regarding he coefficiens, he signs and he included dummies. However, he consiuion of he oher coinegraion vecors parly changes. Overall, he resuls of his secion sugges ha fundamenals play an imporan role in exchange rae movemens when inervenion periods are included. 20

23 3.2.3 Addiional adjusmen effecs in periods of inervenions ince we assume ha he Cenral Bank has knowledge of a misalignmen in he exchange when i inervenes, we mus conclude ha i has a fundamenal link beween exchange rae and fundamenals in mind. Insignifican dummy variables in our esimaed long-run relaionship could be an indicaion ha Cenral Bank inervenions have been successful. The reason for his is ha he Cenral Bank inervenes when here is a misalignmen, and when we canno find ex pos any misalignmens in long-run daa he inervenions migh be seen as being successful. However, if he dummies are significan, here is indeed an indicaion of a misalignmen ha could no be compleely removed. A clearer hin a successful inervenions should be ha he adjusmen owards he long-run equilibrium is enhanced during periods of inervenions. Consequenly, he adjusmen coefficien in Eq. (14) migh be greaer. In order o check wheher he adjusmen owards he long-run relaionship is greaer during periods of inervenions, we re-esimae he VECM in a slighly exended form. We keep all error correcion erms as obained (excep dummies) bu modify he exchange rae equaion of he VECM in he sense ha we allow for changes in he adjusmen parameer during each period of inervenions. These changes depend on he magniude of he inervenions in each inervenion period, i.e. we inerrelae each error correcion erm wih he volume of inervenions. From his poin of view, we are able o evaluae he addiional adjusmen effecs during each period ha sem from he srengh of he inervenion behavior. Hence, he exchange rae equaion in he VECM becomes ΔX = μ + α i ECTi, 1 + α i ECTi, 1Inm, 1 + Λ X i + Ξ Z i + D + i= 1 i= 1 m= 1,2,3,4,5, 6 i= 1 i= 0 while all oher equaions remain unchanged. The erm α i in Eq. (15) denoes he adjusmen coefficien in he i-h error correcion erm. The variables In m, 1 capure he inervenion volume during each m-h inervenion period. 21 The erms Ξ are marices of coefficiens regarding he lagged endogenous variables Λ and i ε (15) X and exogenous variables Dummy variables are capured by D and μ is an inercep. In conras o he esimaion of he long-run relaionship, we include he fifh inervenion period again. Concerning he modi- Z. i 21 ince we do no have inervenion volumes before 1991 we proxy hem wih he help of changes in foreign exchange reserves. We expec ha changes due o rue inervenions should be greaer han valuaion effecs. 21

24 fied exchange rae equaion, he resuls from he re-esimaed VECM are presened in Table 6, where we focus solely on he coinegraion vecors hree and four. Table 6 abou here In accordance wih he maximum likelihood esimaes, he dollar-yen exchange rae adjuss significanly o equilibrium errors of he hird and fourh error correcion erm. The fourh error correcion erm reflecs he long-run relaionship of he exchange rae wih is fundamenals (semming from he moneary model). Based upon convenional significance levels, i urns ou ha he adjusmen is faser in he second and fourh inervenion period as compared o he overall effec for boh he hird and he fourh erm. From hese resuls, i seems ha Cenral Bank inervenions have parly improved he adjusmen owards is equilibrium pah. ince we relae inervenion volumes o changes in he adjusmen coefficien, we are able o deliver evidence ha inervenions provide he reasons for our resuls. Ineresingly, his is rue for boh error correcion erms. Hence, inervenions increase he adjusmen speed owards boh long-run empirical relaionships beween exchange raes and fundamenals a he same ime. However, he effecs in boh periods differ wih respec o heir economic imporance. Alhough he effecs are saisically significan in boh periods, he adjusmen speed is only increased remarkably in he second inervenion period. From his poin of view, his can only be seen as an indicaion of successful inervenions in a long-run perspecive. Furhermore, during he firs, hird, fifh, and sixh inervenion periods no addiional effec can be idenified empirically. I is worh menioning ha he wo periods wih addiional effecs are associaed wih longer lasing inervenions (see, again, Table 1). In addiion, he second period is characerized by coordinaed inervenions, as described in ecion 2.3. This is consisen wih he lieraure, which saes ha coordinaed inervenions made known o he public are more likely o succeed (Beine e al., 2009; Frazscher, 2009b). Our resuls indicae ha inervenions have no been efficien in erms of reinforcing he selfadjusing behavior of he exchange rae in every period. This is in line wih furher approaches, we applied. We also experimened wih smooh ransiion models in which inervenions ener he ransiion variable. 22 However, he resuls give no clear evidence of he smooh ransiion ypes of non-lineariy wih monhly daa. The reason for his migh be ha hose periods are very heerogeneous, and smooh ransiion adjusmens aking inervenions ino accoun can only be measured using daily daa We esimaed a TR-VECM in which he ransiion funcion was very similar o Reiz and Taylor (2008). 23 ee, for example, Reiz and Taylor (2012) for he dollar-yen exchange rae. 22

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas The Greek financial crisis: growing imbalances and sovereign spreads Heaher D. Gibson, Sephan G. Hall and George S. Tavlas The enry The enry of Greece ino he Eurozone in 2001 produced a dividend in he

More information

Chapter 8: Regression with Lagged Explanatory Variables

Chapter 8: Regression with Lagged Explanatory Variables Chaper 8: Regression wih Lagged Explanaory Variables Time series daa: Y for =1,..,T End goal: Regression model relaing a dependen variable o explanaory variables. Wih ime series new issues arise: 1. One

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper Augus 31, 2010 2010 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion

More information

4. International Parity Conditions

4. International Parity Conditions 4. Inernaional ariy ondiions 4.1 urchasing ower ariy he urchasing ower ariy ( heory is one of he early heories of exchange rae deerminaion. his heory is based on he concep ha he demand for a counry's currency

More information

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements Inroducion Chaper 14: Dynamic D-S dynamic model of aggregae and aggregae supply gives us more insigh ino how he economy works in he shor run. I is a simplified version of a DSGE model, used in cuing-edge

More information

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR The firs experimenal publicaion, which summarised pas and expeced fuure developmen of basic economic indicaors, was published by he Minisry

More information

Cointegration: The Engle and Granger approach

Cointegration: The Engle and Granger approach Coinegraion: The Engle and Granger approach Inroducion Generally one would find mos of he economic variables o be non-saionary I(1) variables. Hence, any equilibrium heories ha involve hese variables require

More information

DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR

DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR Invesmen Managemen and Financial Innovaions, Volume 4, Issue 3, 7 33 DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR Ahanasios

More information

Vector Autoregressions (VARs): Operational Perspectives

Vector Autoregressions (VARs): Operational Perspectives Vecor Auoregressions (VARs): Operaional Perspecives Primary Source: Sock, James H., and Mark W. Wason, Vecor Auoregressions, Journal of Economic Perspecives, Vol. 15 No. 4 (Fall 2001), 101-115. Macroeconomericians

More information

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal Quarerly Repor on he Euro Area 3/202 II.. Deb reducion and fiscal mulipliers The deerioraion of public finances in he firs years of he crisis has led mos Member Saes o adop sizeable consolidaion packages.

More information

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005 FONDATION POUR LES ETUDES ET RERS LE DEVELOPPEMENT INTERNATIONAL Measuring macroeconomic volailiy Applicaions o expor revenue daa, 1970-005 by Joël Cariolle Policy brief no. 47 March 01 The FERDI is a

More information

Foreign exchange market intervention and expectations: an empirical study of the yen/dollar exchange rate

Foreign exchange market intervention and expectations: an empirical study of the yen/dollar exchange rate Foreign exchange marke inervenion and expecaions: an empirical sudy of he yen/dollar exchange rae by Gabriele Galai a, William Melick b and Marian Micu a a Moneary and Economic Deparmen, Bank for Inernaional

More information

Journal Of Business & Economics Research September 2005 Volume 3, Number 9

Journal Of Business & Economics Research September 2005 Volume 3, Number 9 Opion Pricing And Mone Carlo Simulaions George M. Jabbour, (Email: jabbour@gwu.edu), George Washingon Universiy Yi-Kang Liu, (yikang@gwu.edu), George Washingon Universiy ABSTRACT The advanage of Mone Carlo

More information

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments BALANCE OF PAYMENTS DATE: 2008-05-30 PUBLISHER: Balance of Paymens and Financial Markes (BFM) Lena Finn + 46 8 506 944 09, lena.finn@scb.se Camilla Bergeling +46 8 506 942 06, camilla.bergeling@scb.se

More information

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613. Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised

More information

Why Did the Demand for Cash Decrease Recently in Korea?

Why Did the Demand for Cash Decrease Recently in Korea? Why Did he Demand for Cash Decrease Recenly in Korea? Byoung Hark Yoo Bank of Korea 26. 5 Absrac We explores why cash demand have decreased recenly in Korea. The raio of cash o consumpion fell o 4.7% in

More information

SPEC model selection algorithm for ARCH models: an options pricing evaluation framework

SPEC model selection algorithm for ARCH models: an options pricing evaluation framework Applied Financial Economics Leers, 2008, 4, 419 423 SEC model selecion algorihm for ARCH models: an opions pricing evaluaion framework Savros Degiannakis a, * and Evdokia Xekalaki a,b a Deparmen of Saisics,

More information

Chapter 6: Business Valuation (Income Approach)

Chapter 6: Business Valuation (Income Approach) Chaper 6: Business Valuaion (Income Approach) Cash flow deerminaion is one of he mos criical elemens o a business valuaion. Everyhing may be secondary. If cash flow is high, hen he value is high; if he

More information

Usefulness of the Forward Curve in Forecasting Oil Prices

Usefulness of the Forward Curve in Forecasting Oil Prices Usefulness of he Forward Curve in Forecasing Oil Prices Akira Yanagisawa Leader Energy Demand, Supply and Forecas Analysis Group The Energy Daa and Modelling Cener Summary When people analyse oil prices,

More information

How To Calculate Price Elasiciy Per Capia Per Capi

How To Calculate Price Elasiciy Per Capia Per Capi Price elasiciy of demand for crude oil: esimaes for 23 counries John C.B. Cooper Absrac This paper uses a muliple regression model derived from an adapaion of Nerlove s parial adjusmen model o esimae boh

More information

Estimating Time-Varying Equity Risk Premium The Japanese Stock Market 1980-2012

Estimating Time-Varying Equity Risk Premium The Japanese Stock Market 1980-2012 Norhfield Asia Research Seminar Hong Kong, November 19, 2013 Esimaing Time-Varying Equiy Risk Premium The Japanese Sock Marke 1980-2012 Ibboson Associaes Japan Presiden Kasunari Yamaguchi, PhD/CFA/CMA

More information

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees

More information

Option Put-Call Parity Relations When the Underlying Security Pays Dividends

Option Put-Call Parity Relations When the Underlying Security Pays Dividends Inernaional Journal of Business and conomics, 26, Vol. 5, No. 3, 225-23 Opion Pu-all Pariy Relaions When he Underlying Securiy Pays Dividends Weiyu Guo Deparmen of Finance, Universiy of Nebraska Omaha,

More information

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS Hong Mao, Shanghai Second Polyechnic Universiy Krzyszof M. Osaszewski, Illinois Sae Universiy Youyu Zhang, Fudan Universiy ABSTRACT Liigaion, exper

More information

Term Structure of Prices of Asian Options

Term Structure of Prices of Asian Options Term Srucure of Prices of Asian Opions Jirô Akahori, Tsuomu Mikami, Kenji Yasuomi and Teruo Yokoa Dep. of Mahemaical Sciences, Risumeikan Universiy 1-1-1 Nojihigashi, Kusasu, Shiga 525-8577, Japan E-mail:

More information

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS RICHARD J. POVINELLI AND XIN FENG Deparmen of Elecrical and Compuer Engineering Marquee Universiy, P.O.

More information

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith**

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith** Relaionships beween Sock Prices and Accouning Informaion: A Review of he Residual Income and Ohlson Models Sco Pirie* and Malcolm Smih** * Inernaional Graduae School of Managemen, Universiy of Souh Ausralia

More information

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? *

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? * Does Opion Trading Have a Pervasive Impac on Underlying Sock Prices? * Neil D. Pearson Universiy of Illinois a Urbana-Champaign Allen M. Poeshman Universiy of Illinois a Urbana-Champaign Joshua Whie Universiy

More information

GOOD NEWS, BAD NEWS AND GARCH EFFECTS IN STOCK RETURN DATA

GOOD NEWS, BAD NEWS AND GARCH EFFECTS IN STOCK RETURN DATA Journal of Applied Economics, Vol. IV, No. (Nov 001), 313-37 GOOD NEWS, BAD NEWS AND GARCH EFFECTS 313 GOOD NEWS, BAD NEWS AND GARCH EFFECTS IN STOCK RETURN DATA CRAIG A. DEPKEN II * The Universiy of Texas

More information

The US Term Structure and Central Bank Policy

The US Term Structure and Central Bank Policy Regensburger DISKUSSIONSBEITRÄGE zur Wirschafswissenschaf Universiy of Regensburg Working Papers in Business, Economics and Managemen Informaion Sysems The US Term Srucure and Cenral Bank Policy Enzo Weber,

More information

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand 36 Invesmen Managemen and Financial Innovaions, 4/4 Marke Liquidiy and he Impacs of he Compuerized Trading Sysem: Evidence from he Sock Exchange of Thailand Sorasar Sukcharoensin 1, Pariyada Srisopisawa,

More information

Discussion Papers. Joscha Beckmann Ansgar Belke Michael Kühl

Discussion Papers. Joscha Beckmann Ansgar Belke Michael Kühl Deusches Insiu für Wirschafsforschung www.diw.de Discussion Papers 944 Joscha Beckmann Ansgar Belke Michael Kühl How Sable Are Moneary Models of he Dollar-Euro Exchange Rae? A Time-varying Coefficien Approach

More information

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of Prof. Harris Dellas Advanced Macroeconomics Winer 2001/01 The Real Business Cycle paradigm The RBC model emphasizes supply (echnology) disurbances as he main source of macroeconomic flucuaions in a world

More information

Lead Lag Relationships between Futures and Spot Prices

Lead Lag Relationships between Futures and Spot Prices Working Paper No. 2/02 Lead Lag Relaionships beween Fuures and Spo Prices by Frank Asche Ale G. Guormsen SNF-projec No. 7220: Gassmarkeder, menneskelig kapial og selskapssraegier The projec is financed

More information

Long Run Purchasing Power Parity: Cassel or Balassa-Samuelson?

Long Run Purchasing Power Parity: Cassel or Balassa-Samuelson? Long Run Purchasing Power Pariy: Cassel or Balassa-Samuelson? David H. Papell and Ruxandra Prodan Universiy of Houson November 003 We use long-horizon real exchange rae daa for 6 indusrialized counries

More information

Explaining the NZ-Australian exchange rate occasional paper

Explaining the NZ-Australian exchange rate occasional paper Wespac $ Insiuional Bank April 2002 Explaining he NZ-Ausralian exchange rae occasional paper Paul Conway and Richard Franulovich Wespac Insiuional Bank PO Box 691 Wellingon New Zealand Phone (644) 381-1414

More information

THE RELATIONSHIPS AMONG PETROLEUM PRICES. Abstract

THE RELATIONSHIPS AMONG PETROLEUM PRICES. Abstract Inernaional Conference On Applied Economics ICOAE 2010 459 THE RELATIONSHIPS AMONG PETROLEUM PRICES RAYMOND LI 1 Absrac This paper evaluaes in a mulivariae framework he relaionship among he spo prices

More information

CRISES AND THE FLEXIBLE PRICE MONETARY MODEL. Sarantis Kalyvitis

CRISES AND THE FLEXIBLE PRICE MONETARY MODEL. Sarantis Kalyvitis CRISES AND THE FLEXIBLE PRICE MONETARY MODEL Saranis Kalyviis Currency Crises In fixed exchange rae regimes, counries rarely abandon he regime volunarily. In mos cases, raders (or speculaors) exchange

More information

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were

More information

Lecture Note on the Real Exchange Rate

Lecture Note on the Real Exchange Rate Lecure Noe on he Real Exchange Rae Barry W. Ickes Fall 2004 0.1 Inroducion The real exchange rae is he criical variable (along wih he rae of ineres) in deermining he capial accoun. As we shall see, his

More information

Risk Modelling of Collateralised Lending

Risk Modelling of Collateralised Lending Risk Modelling of Collaeralised Lending Dae: 4-11-2008 Number: 8/18 Inroducion This noe explains how i is possible o handle collaeralised lending wihin Risk Conroller. The approach draws on he faciliies

More information

Investor sentiment of lottery stock evidence from the Taiwan stock market

Investor sentiment of lottery stock evidence from the Taiwan stock market Invesmen Managemen and Financial Innovaions Volume 9 Issue 1 Yu-Min Wang (Taiwan) Chun-An Li (Taiwan) Chia-Fei Lin (Taiwan) Invesor senimen of loery sock evidence from he Taiwan sock marke Absrac This

More information

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? *

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? * Does Opion Trading Have a Pervasive Impac on Underlying Soc Prices? * Neil D. Pearson Universiy of Illinois a Urbana-Champaign Allen M. Poeshman Universiy of Illinois a Urbana-Champaign Joshua Whie Universiy

More information

Does International Trade Stabilize Exchange Rate Volatility?

Does International Trade Stabilize Exchange Rate Volatility? Does Inernaional Trade Sabilize Exchange Rae Volailiy? Hui-Kuan Tseng, Kun-Ming Chen, and Chia-Ching Lin * Absrac Since he early 980s, major indusrial counries have been suffering severe muli-laeral rade

More information

Bid-ask Spread and Order Size in the Foreign Exchange Market: An Empirical Investigation

Bid-ask Spread and Order Size in the Foreign Exchange Market: An Empirical Investigation Bid-ask Spread and Order Size in he Foreign Exchange Marke: An Empirical Invesigaion Liang Ding* Deparmen of Economics, Macaleser College, 1600 Grand Avenue, S. Paul, MN55105, U.S.A. Shor Tile: Bid-ask

More information

The Kinetics of the Stock Markets

The Kinetics of the Stock Markets Asia Pacific Managemen Review (00) 7(1), 1-4 The Kineics of he Sock Markes Hsinan Hsu * and Bin-Juin Lin ** (received July 001; revision received Ocober 001;acceped November 001) This paper applies he

More information

FX Intervention in the Yen-US Dollar Market: A Coordination Channel Perspective. by Stefan Reitz and Mark P. Taylor

FX Intervention in the Yen-US Dollar Market: A Coordination Channel Perspective. by Stefan Reitz and Mark P. Taylor FX Inervenion in he Yen-US Dollar Marke: A Coordinaion Channel Perspecive by Sefan Reiz and Mark P. Taylor No. 1765 April 2012 Kiel Insiue for he World Economy, Hindenburgufer 66, 24105 Kiel, Germany Kiel

More information

Modelling the dependence of the UK stock market on the US stock market: A need for multiple regimes

Modelling the dependence of the UK stock market on the US stock market: A need for multiple regimes Modelling he dependence of he UK sock marke on he US sock marke: A need for muliple regimes A J Khadaroo Deparmen of Economics and Saisics Universiy of Mauriius Redui Mauriius Email: j.khadaroo@uom.ac.mu

More information

Market Efficiency or Not? The Behaviour of China s Stock Prices in Response to the Announcement of Bonus Issues

Market Efficiency or Not? The Behaviour of China s Stock Prices in Response to the Announcement of Bonus Issues Discussion Paper No. 0120 Marke Efficiency or No? The Behaviour of China s Sock Prices in Response o he Announcemen of Bonus Issues Michelle L. Barnes and Shiguang Ma May 2001 Adelaide Universiy SA 5005,

More information

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion

More information

Time Series Analysis Using SAS R Part I The Augmented Dickey-Fuller (ADF) Test

Time Series Analysis Using SAS R Part I The Augmented Dickey-Fuller (ADF) Test ABSTRACT Time Series Analysis Using SAS R Par I The Augmened Dickey-Fuller (ADF) Tes By Ismail E. Mohamed The purpose of his series of aricles is o discuss SAS programming echniques specifically designed

More information

Do Credit Rating Agencies Add Value? Evidence from the Sovereign Rating Business Institutions

Do Credit Rating Agencies Add Value? Evidence from the Sovereign Rating Business Institutions Iner-American Developmen Bank Banco Ineramericano de Desarrollo (BID) Research Deparmen Deparameno de Invesigación Working Paper #647 Do Credi Raing Agencies Add Value? Evidence from he Sovereign Raing

More information

Appendix D Flexibility Factor/Margin of Choice Desktop Research

Appendix D Flexibility Factor/Margin of Choice Desktop Research Appendix D Flexibiliy Facor/Margin of Choice Deskop Research Cheshire Eas Council Cheshire Eas Employmen Land Review Conens D1 Flexibiliy Facor/Margin of Choice Deskop Research 2 Final Ocober 2012 \\GLOBAL.ARUP.COM\EUROPE\MANCHESTER\JOBS\200000\223489-00\4

More information

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Inernaional Journal of Accouning Research Vol., No. 7, 4 SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Mohammad Ebrahimi Erdi, Dr. Azim Aslani,

More information

The Maturity Structure of Volatility and Trading Activity in the KOSPI200 Futures Market

The Maturity Structure of Volatility and Trading Activity in the KOSPI200 Futures Market The Mauriy Srucure of Volailiy and Trading Aciviy in he KOSPI200 Fuures Marke Jong In Yoon Division of Business and Commerce Baekseok Univerisy Republic of Korea Email: jiyoon@bu.ac.kr Received Sepember

More information

Chapter 1.6 Financial Management

Chapter 1.6 Financial Management Chaper 1.6 Financial Managemen Par I: Objecive ype quesions and answers 1. Simple pay back period is equal o: a) Raio of Firs cos/ne yearly savings b) Raio of Annual gross cash flow/capial cos n c) = (1

More information

Supplementary Appendix for Depression Babies: Do Macroeconomic Experiences Affect Risk-Taking?

Supplementary Appendix for Depression Babies: Do Macroeconomic Experiences Affect Risk-Taking? Supplemenary Appendix for Depression Babies: Do Macroeconomic Experiences Affec Risk-Taking? Ulrike Malmendier UC Berkeley and NBER Sefan Nagel Sanford Universiy and NBER Sepember 2009 A. Deails on SCF

More information

Investigation of the effect of the degree of openness of the economy on real effective exchange rate Volatility: case study (the Iran economy)

Investigation of the effect of the degree of openness of the economy on real effective exchange rate Volatility: case study (the Iran economy) saqartvelos mecnierebata erovnuli akademiis moambe,. 9, #2, 2015 BULLETIN OF THE GEORGIAN NATIONAL ACADEMY OF SCIENCES, vols. 9, no. 2, 2015 Economy Invesigaion of he effec of he degree of openness of

More information

Dynamic co-movement and correlations in fixed income markets: Evidence from selected emerging market bond yields

Dynamic co-movement and correlations in fixed income markets: Evidence from selected emerging market bond yields P Thupayagale* and I Molalapaa Dynamic co-movemen and correlaions in fixed income markes: Evidence from seleced emerging marke bond yield Dynamic co-movemen and correlaions in fixed income markes: Evidence

More information

ARCH 2013.1 Proceedings

ARCH 2013.1 Proceedings Aricle from: ARCH 213.1 Proceedings Augus 1-4, 212 Ghislain Leveille, Emmanuel Hamel A renewal model for medical malpracice Ghislain Léveillé École d acuaria Universié Laval, Québec, Canada 47h ARC Conference

More information

LEASING VERSUSBUYING

LEASING VERSUSBUYING LEASNG VERSUSBUYNG Conribued by James D. Blum and LeRoy D. Brooks Assisan Professors of Business Adminisraion Deparmen of Business Adminisraion Universiy of Delaware Newark, Delaware The auhors discuss

More information

Trend and Cycle in the Euro-Area: A Permanent-Transitory Decomposition Using a Cointegrated VAR Model

Trend and Cycle in the Euro-Area: A Permanent-Transitory Decomposition Using a Cointegrated VAR Model Viereljahrshefe zur Wirschafsforschung 7. Jahrgang, Hef 3/2 S. 352 363 Trend and Cycle in he Euro-Area: A Permanen-Transiory Decomposiion Using a Coinegraed VAR Model By Chrisian Schumacher* Summary This

More information

WORKING PAPER SERIES STOCKS, BONDS, MONEY MARKETS AND EXCHANGE RATES MEASURING INTERNATIONAL FINANCIAL TRANSMISSION NO.

WORKING PAPER SERIES STOCKS, BONDS, MONEY MARKETS AND EXCHANGE RATES MEASURING INTERNATIONAL FINANCIAL TRANSMISSION NO. WORKING PAPER SERIES NO. 452 / MARCH 25 STOCKS, BONDS, MONEY MARKETS AND EXCHANGE RATES MSURING INTERNATIONAL FINANCIAL TRANSMISSION by Michael Ehrmann, Marcel Frazscher and Robero Rigobon WORKING PAPER

More information

CEEP-BIT WORKING PAPER SERIES. The crude oil market and the gold market: Evidence for cointegration, causality and price discovery

CEEP-BIT WORKING PAPER SERIES. The crude oil market and the gold market: Evidence for cointegration, causality and price discovery CEEP-BIT WORKING PAPER SERIES The crude oil marke and he gold marke: Evidence for coinegraion, causaliy and price discovery Yue-Jun Zhang Yi-Ming Wei Working Paper 5 hp://www.ceep.ne.cn/english/publicaions/wp/

More information

Day Trading Index Research - He Ingeria and Sock Marke

Day Trading Index Research - He Ingeria and Sock Marke Influence of he Dow reurns on he inraday Spanish sock marke behavior José Luis Miralles Marcelo, José Luis Miralles Quirós, María del Mar Miralles Quirós Deparmen of Financial Economics, Universiy of Exremadura

More information

Small and Large Trades Around Earnings Announcements: Does Trading Behavior Explain Post-Earnings-Announcement Drift?

Small and Large Trades Around Earnings Announcements: Does Trading Behavior Explain Post-Earnings-Announcement Drift? Small and Large Trades Around Earnings Announcemens: Does Trading Behavior Explain Pos-Earnings-Announcemen Drif? Devin Shanhikumar * Firs Draf: Ocober, 2002 This Version: Augus 19, 2004 Absrac This paper

More information

Can Individual Investors Use Technical Trading Rules to Beat the Asian Markets?

Can Individual Investors Use Technical Trading Rules to Beat the Asian Markets? Can Individual Invesors Use Technical Trading Rules o Bea he Asian Markes? INTRODUCTION In radiional ess of he weak-form of he Efficien Markes Hypohesis, price reurn differences are found o be insufficien

More information

RUHR. Long-run Trends or Short-run Fluctuations What Establishes the Correlation between Oil and Food Prices? ECONOMIC PAPERS #357

RUHR. Long-run Trends or Short-run Fluctuations What Establishes the Correlation between Oil and Food Prices? ECONOMIC PAPERS #357 RUHR ECONOMIC PAPERS Karoline Kräschell Torsen Schmid Long-run Trends or Shor-run Flucuaions Wha Esablishes he Correlaion beween Oil and Food Prices? #357 Imprin Ruhr Economic Papers Published by Ruhr-Universiä

More information

The Influence of Positive Feedback Trading on Return Autocorrelation: Evidence for the German Stock Market

The Influence of Positive Feedback Trading on Return Autocorrelation: Evidence for the German Stock Market The Influence of Posiive Feedback Trading on Reurn Auocorrelaion: Evidence for he German Sock Marke Absrac: In his paper we provide empirical findings on he significance of posiive feedback rading for

More information

UNDERSTANDING THE DEATH BENEFIT SWITCH OPTION IN UNIVERSAL LIFE POLICIES. Nadine Gatzert

UNDERSTANDING THE DEATH BENEFIT SWITCH OPTION IN UNIVERSAL LIFE POLICIES. Nadine Gatzert UNDERSTANDING THE DEATH BENEFIT SWITCH OPTION IN UNIVERSAL LIFE POLICIES Nadine Gazer Conac (has changed since iniial submission): Chair for Insurance Managemen Universiy of Erlangen-Nuremberg Lange Gasse

More information

The Information Content of Implied Skewness and Kurtosis Changes Prior to Earnings Announcements for Stock and Option Returns

The Information Content of Implied Skewness and Kurtosis Changes Prior to Earnings Announcements for Stock and Option Returns The Informaion Conen of Implied kewness and urosis Changes Prior o Earnings Announcemens for ock and Opion Reurns Dean Diavaopoulos Deparmen of Finance Villanova Universiy James. Doran Bank of America

More information

Performance Center Overview. Performance Center Overview 1

Performance Center Overview. Performance Center Overview 1 Performance Cener Overview Performance Cener Overview 1 ODJFS Performance Cener ce Cener New Performance Cener Model Performance Cener Projec Meeings Performance Cener Execuive Meeings Performance Cener

More information

Real long-term interest rates and monetary policy: a cross-country perspective

Real long-term interest rates and monetary policy: a cross-country perspective Real long-erm ineres raes and moneary policy: a cross-counry perspecive Chrisian Upper and Andreas Worms, 1 Deusche Bundesbank 1. Inroducion The real rae of ineres is a cenral concep in economics. I represens

More information

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1 Business Condiions & Forecasing Exponenial Smoohing LECTURE 2 MOVING AVERAGES AND EXPONENTIAL SMOOTHING OVERVIEW This lecure inroduces ime-series smoohing forecasing mehods. Various models are discussed,

More information

The Behavior of China s Stock Prices in Response to the Proposal and Approval of Bonus Issues

The Behavior of China s Stock Prices in Response to the Proposal and Approval of Bonus Issues The Behavior of China s Sock Prices in Response o he Proposal and Approval of Bonus Issues Michelle L. Barnes a* and Shiguang Ma b a Federal Reserve Bank of Boson Research, T-8 600 Alanic Avenue Boson,

More information

Does informed trading occur in the options market? Some revealing clues

Does informed trading occur in the options market? Some revealing clues Does informed rading occur in he opions marke? Some revealing clues Blasco N.(1), Corredor P.(2) and Sanamaría R. (2) (1) Universiy of Zaragoza (2) Public Universiy of Navarre Absrac This paper analyses

More information

One dictionary: Native language - English/English - native language or English - English

One dictionary: Native language - English/English - native language or English - English Faculy of Social Sciences School of Business Corporae Finance Examinaion December 03 English Dae: Monday 09 December, 03 Time: 4 hours/ 9:00-3:00 Toal number of pages including he cover page: 5 Toal number

More information

Distributing Human Resources among Software Development Projects 1

Distributing Human Resources among Software Development Projects 1 Disribuing Human Resources among Sofware Developmen Proecs Macario Polo, María Dolores Maeos, Mario Piaini and rancisco Ruiz Summary This paper presens a mehod for esimaing he disribuion of human resources

More information

INTRODUCTION TO FORECASTING

INTRODUCTION TO FORECASTING INTRODUCTION TO FORECASTING INTRODUCTION: Wha is a forecas? Why do managers need o forecas? A forecas is an esimae of uncerain fuure evens (lierally, o "cas forward" by exrapolaing from pas and curren

More information

The Identification of the Response of Interest Rates to Monetary Policy Actions Using Market-Based Measures of Monetary Policy Shocks

The Identification of the Response of Interest Rates to Monetary Policy Actions Using Market-Based Measures of Monetary Policy Shocks The Idenificaion of he Response of Ineres Raes o Moneary Policy Acions Using Marke-Based Measures of Moneary Policy Shocks Daniel L. Thornon Federal Reserve Bank of S. Louis Phone (314) 444-8582 FAX (314)

More information

Estimating the immediate impact of monetary policy shocks on the exchange rate and other asset prices in Hungary

Estimating the immediate impact of monetary policy shocks on the exchange rate and other asset prices in Hungary Esimaing he immediae impac of moneary policy shocks on he exchange rae and oher asse prices in Hungary András Rezessy Magyar Nemzei Bank 2005 Absrac The paper applies he mehod of idenificaion hrough heeroskedasiciy

More information

Individual Health Insurance April 30, 2008 Pages 167-170

Individual Health Insurance April 30, 2008 Pages 167-170 Individual Healh Insurance April 30, 2008 Pages 167-170 We have received feedback ha his secion of he e is confusing because some of he defined noaion is inconsisen wih comparable life insurance reserve

More information

JEL classifications: Q43;E44 Keywords: Oil shocks, Stock market reaction.

JEL classifications: Q43;E44 Keywords: Oil shocks, Stock market reaction. Applied Economerics and Inernaional Developmen. AEID.Vol. 5-3 (5) EFFECT OF OIL PRICE SHOCKS IN THE U.S. FOR 1985-4 USING VAR, MIXED DYNAMIC AND GRANGER CAUSALITY APPROACHES AL-RJOUB, Samer AM * Absrac

More information

LIFE INSURANCE WITH STOCHASTIC INTEREST RATE. L. Noviyanti a, M. Syamsuddin b

LIFE INSURANCE WITH STOCHASTIC INTEREST RATE. L. Noviyanti a, M. Syamsuddin b LIFE ISURACE WITH STOCHASTIC ITEREST RATE L. oviyani a, M. Syamsuddin b a Deparmen of Saisics, Universias Padjadjaran, Bandung, Indonesia b Deparmen of Mahemaics, Insiu Teknologi Bandung, Indonesia Absrac.

More information

Hedging with Forwards and Futures

Hedging with Forwards and Futures Hedging wih orwards and uures Hedging in mos cases is sraighforward. You plan o buy 10,000 barrels of oil in six monhs and you wish o eliminae he price risk. If you ake he buy-side of a forward/fuures

More information

ISSN - 2038-6931 WORKING PAPER 02/2010

ISSN - 2038-6931 WORKING PAPER 02/2010 ISSN - 2038-6931 WORKING PAPER 02/2010 Copyrigh CREG 2010 Tui i dirii riservai The effecs of ambiguous cenral bank s communicaion on money marke raes: he sudy of a special case Carlo Di Giorgio a, Alessio

More information

Monetary Policy & Real Estate Investment Trusts *

Monetary Policy & Real Estate Investment Trusts * Moneary Policy & Real Esae Invesmen Truss * Don Bredin, Universiy College Dublin, Gerard O Reilly, Cenral Bank and Financial Services Auhoriy of Ireland & Simon Sevenson, Cass Business School, Ciy Universiy

More information

Migration, Spillovers, and Trade Diversion: The Impact of Internationalization on Domestic Stock Market Activity

Migration, Spillovers, and Trade Diversion: The Impact of Internationalization on Domestic Stock Market Activity Migraion, Spillovers, and Trade Diversion: The mpac of nernaionalizaion on Domesic Sock Marke Aciviy Ross Levine and Sergio L. Schmukler Firs Draf: February 10, 003 This draf: April 8, 004 Absrac Wha is

More information

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES OPENGAMMA QUANTITATIVE RESEARCH Absrac. Exchange-raded ineres rae fuures and heir opions are described. The fuure opions include hose paying

More information

Title: Who Influences Latin American Stock Market Returns? China versus USA

Title: Who Influences Latin American Stock Market Returns? China versus USA Cenre for Global Finance Working Paper Series (ISSN 2041-1596) Paper Number: 05/10 Tile: Who Influences Lain American Sock Marke Reurns? China versus USA Auhor(s): J.G. Garza-García; M.E. Vera-Juárez Cenre

More information

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry Measuring he Effecs of Exchange Rae Changes on Invesmen in Ausralian Manufacuring Indusry Robyn Swif Economics and Business Saisics Deparmen of Accouning, Finance and Economics Griffih Universiy Nahan

More information

A prediction of long-run macroeconomic relations and investigation of domestic shock effects in the Czech economy

A prediction of long-run macroeconomic relations and investigation of domestic shock effects in the Czech economy Mahemaical Models and Mehods in Modern Science A predicion of long-run macroeconomic relaions and invesigaion of domesic shock effecs in he Czech economy JANA HANCLOVA Deparmen of Mahemaical Mehods in

More information

The impact of Federal Reserve asset purchase programmes: another twist 1

The impact of Federal Reserve asset purchase programmes: another twist 1 Jack Meaning jm583@ken.ac.uk eng Zhu feng.zhu@bis.org The impac of ederal Reserve asse purchase programmes: anoher wis 1 This aricle examines he effeciveness of recen ederal Reserve asse purchase programmes.

More information

SCHUMPETER DISCUSSION PAPERS Interdependence between Foreign Exchange Markets and Stock Markets in Selected European Countries

SCHUMPETER DISCUSSION PAPERS Interdependence between Foreign Exchange Markets and Stock Markets in Selected European Countries SCHUMPETER DISCUSSION PAPERS Inerdependence beween Foreign Exchange Markes and Sock Markes in Seleced European Counries Mevlud Islami SDP 2008-007 ISSN 1867-5352 by he auor Inerdependence Beween Foreign

More information

Oil Price Fluctuations and Firm Performance in an Emerging Market: Assessing Volatility and Asymmetric Effect

Oil Price Fluctuations and Firm Performance in an Emerging Market: Assessing Volatility and Asymmetric Effect Journal of Economics, Business and Managemen, Vol., No. 4, November 203 Oil Price Flucuaions and Firm Performance in an Emerging Marke: Assessing Volailiy and Asymmeric Effec Hawai Janor, Aisyah Abdul-Rahman,

More information

Price Controls and Banking in Emissions Trading: An Experimental Evaluation

Price Controls and Banking in Emissions Trading: An Experimental Evaluation This version: March 2014 Price Conrols and Banking in Emissions Trading: An Experimenal Evaluaion John K. Sranlund Deparmen of Resource Economics Universiy of Massachuses-Amhers James J. Murphy Deparmen

More information

GUIDE GOVERNING SMI RISK CONTROL INDICES

GUIDE GOVERNING SMI RISK CONTROL INDICES GUIDE GOVERNING SMI RISK CONTROL IND ICES SIX Swiss Exchange Ld 04/2012 i C O N T E N T S 1. Index srucure... 1 1.1 Concep... 1 1.2 General principles... 1 1.3 Index Commission... 1 1.4 Review of index

More information

REAL (EFFECTIVE) EXCHANGE RATE IN URUGUAY: A PERIODIC COINTEGRATION APPROACH

REAL (EFFECTIVE) EXCHANGE RATE IN URUGUAY: A PERIODIC COINTEGRATION APPROACH REAL (EFFECTIVE) EXCHANGE RATE IN URUGUAY: A PERIODIC COINTEGRATION APPROACH Elizabeh Bucacos 002-2007 1688-7565 REAL (EFFECTIVE) EXCHANGE RATE IN URUGUAY: A PERIODIC COINTEGRATION APPROACH Elizabeh Bucacos

More information

Foreign Exchange Market Microstructure

Foreign Exchange Market Microstructure Foreign Exchange Marke Microsrucure Marin.. Evans 1 Georgeown Universiy and NBER Absrac This paper provides an overview of he recen lieraure on Foreign Exchange Marke Microsrucure. Is aim is no o survey

More information

Maccini, Louis J.; Schaller, Huntley; Moore, Bartholomew. Working Papers, The Johns Hopkins University, Department of Economics, No.

Maccini, Louis J.; Schaller, Huntley; Moore, Bartholomew. Working Papers, The Johns Hopkins University, Department of Economics, No. econsor www.econsor.eu Der Open-Access-Publikaionsserver der ZBW Leibniz-Informaionszenrum Wirschaf The Open Access Publicaion Server of he ZBW Leibniz Informaion Cenre for Economics Maccini, Louis J.;

More information