RUHR. Exports and Capacity Constraints A Smooth Transition Regression Model for Six Euro Area Countries ECONOMIC PAPERS #449

Size: px
Start display at page:

Download "RUHR. Exports and Capacity Constraints A Smooth Transition Regression Model for Six Euro Area Countries ECONOMIC PAPERS #449"

Transcription

1 RUHR ECONOMIC PAPERS Ansgar Belke Anne Oeking Ralph Setzer Exports and Capacity Constraints A Smooth Transition Regression Model for Six Euro Area Countries #449

2 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics Universitätsstr. 150, Bochum, Germany Technische Universität Dortmund, Department of Economic and Social Sciences Vogelpothsweg 87, Dortmund, Germany Universität Duisburg-Essen, Department of Economics Universitätsstr. 12, Essen, Germany Rheinisch-Westfälisches Institut für Wirtschaftsforschung (RWI) Hohenzollernstr. 1-3, Essen, Germany Editors Prof. Dr. Thomas K. Bauer RUB, Department of Economics, Empirical Economics Phone: +49 (0) 234/ , Prof. Dr. Wolfgang Leininger Technische Universität Dortmund, Department of Economic and Social Sciences Economics Microeconomics Phone: +49 (0) 231/ , Prof. Dr. Volker Clausen University of Duisburg-Essen, Department of Economics International Economics Phone: +49 (0) 201/ , Prof. Dr. Christoph M. Schmidt RWI, Phone: +49 (0) 201/ , Editorial Offi ce Sabine Weiler RWI, Phone: +49 (0) 201/ , Ruhr Economic Papers #449 Responsible Editor: Volker Clausen All rights reserved. Bochum, Dortmund, Duisburg, Essen, Germany, 2013 ISSN (online) ISBN The working papers published in the Series constitute work in progress circulated to stimulate discussion and critical comments. Views expressed represent exclusively the authors own opinions and do not necessarily reflect those of the editors.

3 Ruhr Economic Papers #449 Ansgar Belke, Anne Oeking, and Ralph Setzer Exports and Capacity Constraints A Smooth Transition Regression Model for Six Euro Area Countries

4 Bibliografische Informationen der Deutschen Nationalbibliothek Die Deutsche Bibliothek verzeichnet diese Publikation in der deutschen Nationalbibliografie; detaillierte bibliografische Daten sind im Internet über: abrufbar. ISSN (online) ISBN

5 Ansgar Belke, Anne Oeking, and Ralph Setzer 1 Exports and Capacity Constraints A Smooth Transition Regression Model for Six Euro Area Countries Abstract Traditional specifications of export equations incorporate foreign demand as a demand pull factor and the real exchange rate as a relative price variable. However, such standard export equations have failed to explain the export performance of euro area countries during the crisis period. In particular, the significant gains in export market shares in a number of vulnerable euro area crisis countries did not coincide with an appropriate improvement in price competitiveness. This paper argues that, under certain conditions, firms consider export activity as a substitute of serving domestic demand. The strength of the link between domestic demand and exports is dependent on capacity constraints. Our econometric model for six euro area countries suggests domestic demand pressure and capacity constraint restrictions as additional variables of a properly specified export equation. As an innovation to the literature, we assess the empirical significance through the logistic and the exponential variant of the non-linear smooth transition regression model. In the first case, we differentiate between positive and negative changes in capacity utilization and in the second case between small and large changes of the same transition variable. We find that domestic demand developments are relevant for the short-run dynamics of exports when capacity utilization is low. For some countries, we also find evidence that the substitution effect of domestic demand on exports turns out to be stronger the larger is the deviation of capacity utilization from its average value over the cycle. JEL Classification: F14, C22, C50, C51, F10 Keywords: Domestic demand pressure; error correction models; asymmetry; play-hysteresis; modeling techniques; switching/spline regression; smooth transition models; exports; sunk costs October Ansgar Belke, University of Duisburg-Essen, Monetary Experts Panel, European Parliament, and IZA, Bonn; Anne Oeking, University of Duisburg-Essen and RGS Econ; Ralph Setzer, European Central Bank, Frankfurt. The views expressed are those of the authors and do not necessarily reflect those of their institutions. The authors would like to thank Joscha Beckmann, Philippe de Rougemont, Florian Verheyen, participants of the conference European Economics and Finance Society 2013 in Berlin and the RGS Jamboree 2013 for valuable comments and suggestions. All correspondence to: Anne Oeking, University of Duisburg-Essen, Universitätsstr. 12, Essen, Germany. anne.oeking@uni-due.de.

6 1. Introduction A number of euro area countries which recorded large current account deficits in the precrisis period have seen a significant correction of their external imbalances over recent years. Although driventoalargeextentbyfallingimports,asignificantpartofthecorrectionhasresultedfromrising exports (see ECB 2013). Interestingly, the standard approach to model exports appears unable to exactlytracefortheexportperformancesince2009.therecentsignificantandcontinuousincrease of exports market shares cannot be explained by changes in the usual price competitiveness indicators as positive developments such as shrinking unit labor costs and falling real effective exchangeratesareabletoexplainonlyapartofthegainsinexportmarketshares.thissuggeststhat nonprice related factors have been important in explaining export performance of euro area countries.theemergingresidualscan,however,bepotentiallymatchedbytheparalleldramaticfall of domestic demand, as shown by Esteves and Rua (2013) for the case of Portugal. In fact, the relationshipbetweendomesticdemandandexportscouldbeparticularlyimportantinthecurrent economicscenarioofcyclicalweakness.itmayhaveabearingbeyondtheportuguesecaseandmay well extend to other euro area member countries facing significant macroeconomic adjustment needsandthusastrongdeclineindomesticdemand. While studies on the effects of domestic demand pressure on the inclination and/or capacity to export are not numerous, they have their roots already in the 1960s. 2 Generally, it is argued that increasesinexportdemandcannotbesatisfiedintheshortrunwhencapacityutilizationishighand whenproductionismainlysoldonthedomestic market.conversely,duringadomesticrecession, firms will be able to shift more resources to export activities. In these periods, firms strive to compensateforthedeclineindomesticsalesthroughincreasedeffortstoexportinordertostayin themarketorentertheexportmarket.thestudiesoverallidentifiedasignificantnegativeeffectof domesticdemandpressureonexportsforseveralcountries,amongthemtheunitedkingdom,the United States, Germany, Spain, Israel, Turkey, Morocco and India. Our study goes beyond this countrysamplebyfocusingonsixeuroareacountrieswithsignificantcurrentaccountdeficitsinthe precrisisperiod(spain,portugal,italy,france,irelandandgreece),usinganadequatesetofnon lineareconometricproceduresnotapplieduptonowinthiscontext.buildingonhysteresismodels ofinternationaltrade,weexplicitlytestforanonlinearrelationshipbetweendomesticdemandand foreignsalesintheshortrun.thebasicideaisthatnonexportingfirmsaremorewillingtopaysunk costs of export market entry in an environment of weak domestic demand and low capacity utilization, while exporting firms strive to stay in the foreign market and accept lower or even negative profits in order to avoid exit costs and costs of reentry. Moreover, we try to put the empiricalanalysisonamoresoundandcoherenttheoreticalfootingbyexplicitlyincorporatingthe tradehysteresisapproach.thelatterintegratesthemicroapproach(whichtendstodominatethe precedingstudiesonthetopic)andthemacroapproachinaunifiedapproachallowingforasocalled symmetricnonlinearity.bythis,weareenlargingthesetoftestablehypothesesontheimpactof domesticdemandpressureontheexportequation. Thepaperproceedsasfollows.Insection2,wepresentdifferenttheoreticalapproacheswhichhelp toexplainanegativerelationshipbetweendomesticdemandandexports.weconsiderasimplesunk costbasedmodelwhichservestocapturethenonlinearhysteresistypedynamicsinherentinthe 2 See,forinstance,Balletal.(1966),Smyth(1968),Artus(1970,1973),Zilberfarb(1980),Faini(1994)and Sharma(2003). 4

7 relationbetweenthedegreeofcapacityutilizationandexportsasthemostpromisingone.taking thismodelasastartingpoint,weconductsomepretestingintermsofunitrootsandcointegration insection3.thisenablesustomodelalinearerrorcorrectionexportequationandtoincorporate nonlinearities imposed by our theoretical considerations. In section 4, we explicitly refer to two differentkindsofnonlinearities:exportsmightreactsharperinarecessionthanduringaneconomic expansion,ormightreacttoanegligiblylowextenttoasmallchangeineconomicconditions,butthe effectmaystronglyincreaseforlargerchangesinthebusinesscycle.whereasthepreviousliterature investigatesonlytheformerhypothesis(seee.g.bermanetal.2011,estevesandrua2013,),wealso focus asaninnovation onthelatter.indoingso,weintroducecapacityutilizationasthesocalled transition variable to capture business cycle effects. We structure our proceedings in accordance withthemodelingcycleforthesmoothtransitionregressionmodelsuggestedbyteräsvirta(1994) whichconsistsofthreestages:specification,estimationandevaluation.inthefirststage,weperform linearitytestsforourbasiclinearmodel,andthenselectbetweenalogisticandanexponentialstr model. In the second stage, we estimate the parameter values by multivariate nonlinear least squares,andinalaststageevaluateandtestourmodel.section5finallyconcludes. 2. Theoreticalmotivation Theexportresponsetoadomesticdemandshockisnotstraightforward.Astandardhypothesisin international trade has been that firms face constant marginal costs and maximize profits on the domesticandexportmarketsindependentlyofeachother.dasetal.(2007)argueforinstancethat shocksthatshiftthedomesticdemandscheduledonotaffecttheoptimallevelofexports.other theoreticalconsiderationssuggestapositivelinkbetweendomesticandforeignsales,atleastinthe long run. This may be due to learning by doing effects emerging from domestic sales to export activitiesandinoppositedirectionwhichinturnraisesoverallefficiencyinthelongrun(belkeetal. 2013,EstevesandRua2013).Apositivecorrelationmayalsoemergeintheshortrunifthereisa liquidityconstraintandthecashflowgeneratedbyexportsisusedtofinancedomesticoperations (seebermanetal.2011). More recently, however, much theoretical and empirical research at the firm level has been conductedwhichallowsforadeeperfoundationoftherelationshipbetweendomesticdemandand exports (Berman et al. 2011, Blum et al. 2011, Vannoorenberghe 2012). These studies generally argue that, in the short term, exporting firms substitute sales between their domestic and export markets. Vannoorenberghe (2012) shows theoretically and empirically that a higher than average salesgrowthinonemarketisassociatedwithalowerthanaveragegrowthintheother.máñezetal. (2008)findthatforeignmarketsbecamearelevantalternativeinperiodsoflowdomesticdemand, andthattheprobabilityofexportingincreasesintheseperiods.inturn,ahnandmcquoid(2012) and Ilmakunnas and Nurmi (2007) conclude that positive domestic demand shocks may exert a downwardpressureonexports. The arguments put forward to motivate a shortrun substitutive relationship between domestic demandandexportsaretwofold:afirstpossiblereasonisrelatedtothedemandsideofexports. Withgrowingdomesticdemandinflationarypressureincreaseswhichinturnshoulddiminishprice competitiveness of exports and therefore reduce export demand. This effect is usually taken into accountbymeansoftherealexchangerateinempiricalexportdemandequations(estevesandrua 5

8 2013).Alternatively,onecouldarguethatpricesarerelativelyrigidintheshortrun,especiallyinthe downwarddirection.hence,theymaynotreactadequatelytochangesindomesticdemandpressure (Zilberfarb 1980). In this case, domestic demand would exert an impact on exports (via export demand)onlyaftersometimehaselapsedand/orifbusinesscyclefluctuationsarepronounced. Asecondandmoredirectimpactofdomesticdemandpressureonexportsreferstothesupplyside of exports. In their excellent survey, Ahn and McQuoid (2012) deal in detail with the sources of exportdomestic sales tradeoffs and assess the growing literature that traces back a negative correlationbetweendomesticandexportsalestocapacityconstraintsorincreasingmarginalcosts. 3 UsingastandardCobbDouglasproductionfunction,theassumptionofincreasingmarginalcostsis motivatedbyproductionfactorswhicharedifficult(orcostly)toadjustintheshortrun,asevidenced bylengthyhiringproceduresorovertimepayforlabor.thesamepatterncanbeexplainedusinga Melitz (2003) type of model of international trade with demand uncertainty in which firms face marketspecificshocksandshortrunconvexcostsofproduction.intheseframeworks,theoptimal outputforthedomesticandtheforeignmarketarenotindependentofeachother.firmsreacttoa shockinthedomesticmarketbyadjustingtheirsalesintheforeignmarket.facedwithanegative domesticdemandshock,firmswouldsellrelativelylesstothedomesticmarketandtargettheirsales moretowardsforeignmarketsasthecostsofexcesscapacitymayoutweightheadditionalcostsand effortofsellingintheforeignmarket.bycontrast,firmswillprefersellingtothedomesticmarketin detrimentofexportsalesifdomesticdemandincreases. Overall, the main lesson from the available literature is that any exercise of modeling export performanceshouldtakeintoaccountnotonlythefactorsdrivingexternaldemand(andthusimpact export activity from the demand side), but also those influencing domestic demand (which affect export activity through the supply side). Moreover, the studies underline the necessity of clearly differentiatingbetweentheshortandthelongrun. One potential limitation of the previous literature is that the complementarity versus substitutability propertyofdomesticdemandandexportactivityhastypicallybeenanalyzedina linear framework. The relationship between domestic demand and exports performance may however be nonlinear because firms need to pay an irreversible cost, which are sunk ex post, to enter a foreign market (Baldwin and Krugman 1989). If there is uncertainty about returns, the decision to switch on or off export activity can be analyzed based on the Dixittype investment under uncertainty model (Dixit and Pindyck 1994). As a modern variant, Impullitti et al. (2013) deriveexportmarketentryandexitdecisionsinageneralequilibriumcontextwithheterogeneous firms.theyshowthatsunkcostsinducehysteresiswhenitcomestoexportmarketsparticipation. Empiricalstudieswithfirmleveldata,amongthemBernardandJensen(2004),BernardandWagner (2001),RobertsandTybout(1997)andCampa(2004)confirmthesefindings. Activity in export markets and building a global network for exports requires considerable set up costs. Examples for these ex post sunk costs consist of market research costs, marketing, finding suitable foreign suppliers and setting up networks for distribution. Most of these costs cannot be reversedonleavingtheexportmarkets;quitethecontrary,thesecostsmainlyrefertoknowledge 3 SupportingempiricalevidenceisdeliveredbyBlumetal.(2011)forChilean,Soderbery(2011)forThaiand AhnandMcQuoid(2012)forIndonesianfirms. 6

9 andinformationthatneedstobegatheredtosetupaglobalexportnetwork.assoonasthefirm leavestheexportmarket,thesignificanceofthisknowledgediminishesrapidly(belkeetal.2013). Inthesemicromodelsofhysteresisinexportmarketsparticipation,thus,abandofinactiondueto switchingcostsforfirmsbetweenservingthedomesticandforeignmarkettypicallyemerges,which isinsomecasesevenwidenedbyoptionvalueeffectsofreturnuncertainty.theexistenceofsunk costs thus suggests that substitutability among serving domestic and export demand will only materialize if the deviation of capacity utilization from its normal level is either highly positive or highly negative ( symmetric nonlinearity ). It will require a significant negative domestic demand shockforfirmstopaythesunkentrycostsandswitchtoexportactivity.inthesamevein,inorderto avoid paying exit costs and repaying the entry costs, active exporters may only leave the export market if domestic demand pressure increases strongly and capacity constraint considerations becomepressing(belkeandgoecke2005,estevesandrua2013). Inthecontextofthispaper,wewillthereforeanalyzetherelationshipbetweendomesticdemand andexportactivityinanonlinearframework.basedonthistypeofmicrofoundation,wedevelopan aggregation approach which appears to be adequate to fit a macro data set as used in this contribution.intervalsofweakresponsetocapacityutilizationreversalsareintroducedonthemacro level.spurtsinnewexportsorareductioninexportsmayoccurafteraninitiallyweakresponseto changesincapacityutilization.inthefollowingempiricalanalysis,wewilltestfortherelevanceof thehysteresischannelbymodelinganexponentialsmoothtransitionregressionmodelwhichisable to differentiate between small and large changes of the socalled transition variable, i.e. capacity utilization. 3. Estimationdesignandpretesting Standardinternationaltrademodelspredictthatthevolumeofexportsofacountryisinthelong termafunctionofitsforeigndemandanditsrelativepricelevelvisàvisitsmaintradingpartners.as a first step, we therefore estimate an export equation which relates real exports of goods and services torealforeigndemand andtherealeffectiveexchangerate.weconsiderthe(non) stationarityofourseriesandthenapplytheenglegrangercointegrationtechniquetofindalong termrelationbetweenexports,foreigndemandandtherealeffectiveexchangerate. 4 Asasecond step,weestimateanerrorcorrectionmodelwhichincludestheshortrunadjustmenttothelongrun equilibrium.asexplainedinsection2,itisratherstraightforwardfromtheorythatdomesticdemand mayexertanimportantshortruneffectonexportsand that thestrengthanddirection ofthis effect depends on the business cycle stance. Deviating from Esteves and Rua (2013) and the literaturecitedtherein,wedonotonlytakeintoaccountthepossibilitythatdownturnsoftenhavea sharperimpactonexport activitiesofacountrythanrecoveriesandthatthiseffectisparticularly strongforlargechangesineconomicconditions.instead,wefocusonwhetherexportactivityreacts onlytoanegligiblylowextenttoasmallchangeineconomicconditions(asmeasuredbythedegree of capacity utilization), but the effect strongly increases for larger changes in conditions. We thereforeapplyanonlinearframeworktocaptureanyasymmetricimpactregardingthestateofthe 4 Sucha standard exportdemandequationhasalsobeenestimatedbymanyothers,asforinstancebythe EuropeanCommission(2011). 7

10 economies.weconsidereachcountry seconomicconditionsbylookingatdeviationsofitscapacity utilizationfromitsmean. Data Ourdatastemsfromdifferentsources:Dataonrealexportsandrealdomesticdemandcomesfrom thenationalstatisticaloffices(eitherobtainedfromeurostatoroxfordeconomics).therealeffective exchange rate is an index deflated by consumer price indices with a country s 15 main trading partnersavailableateurostat. 5 Theseriesonforeigndemandisbasedontradeweightedimportsfor 15maintradingpartners andcomesfromtheecb. Finally,thedataoncapacityutilization(in the manufacturing industry) stems from the Business and Consumer Surveys by the European Commission,availableonEurostat.ForFranceandIreland,thisdatawasnotavailable(oronlyfora veryshorttimeperiod).forthesecountries,weusedtheoutputgapinstead(interpolateddatafrom AMECO).Theseriesareallavailableasquarterlydata,formostvariablesinthetimeperiod1980:Q1 to2012:q4. 6 Unitroottests Asiscommonlydone,wetakeeachseriesin(natural)logarithms.Inafirststep,wecheckwhether thevariablesinourmodelarestationaryornot,i.e.whethertheyareintegratedoforderzero,i(0), orofahigherorder,e.g.i(1).forthispurpose,weapplytheaugmenteddickeyfullertest(adftest) with different auxiliary regressions: for the real effective exchange rate series, the regression includesanintercept,butnodeterministictimetrend;allotherseriesshowatimedependentmean whichisthenincorporatedintotheauxiliaryregressionsviabothaninterceptandatimetrend. To account for possible structural breaks in the series, we also apply the LM unit root testing procedurebasedonleeandstrazicich(2003).iftherewerestructuralbreaksintheseries,theadf testwouldhaveverylowpowerandwouldbebiasedtowardsnonrejection.thus,itmakessenseto applyanothertestforthosetimeswhenthenullhypothesisoftheadftestcannotberejected;the testwillthereforeonlybeappliedtothelevelsoftheseriestotestforthecorrectnessoftheadf testresults. 7. The results for both the ADF test and the LeeStrazicich test can be found in Table 1. The null hypothesisofaunitrootcannotberejectedfortheseriesinlevelsfortheadftest.atthesame time, the null hypothesis can be rejected for the series in first differences. Complementing these results with the LeeStrazicich test, we find that when controlling for structural breaks, for every seriesthenullhypothesiscannotberejectedinlevels.thus,weconcludethattheseriesarealli(1). Table1abouthere 5 WealsousedREERsforthemain24tradingpartnersanddeflatedbyunitlaborcosts;resultsdidnotchange withthesedifferentmeasures. 6 Fortheexactdefinitionsofvariablescf.TableA1. 7 TheLMtestbyLeeandStrazicichwillbeappliedtoeachserieswithbothonebreakandtwobreaks(each breakrepresentingashiftinlevels),wherethestructuralbreakisallowedtooccuratanendogenouslysetdate 8

11 Testingforcointegration As the variables are nonstationary, we cannot estimate an export equation in a straightforward fashion,butfirstneedtoconsidercointegration.thiswillbedonebytheenglegrangerapproach. TheEngleGrangerapproachestimatesthefollowinglongrunequilibriumrelationship: (1) withlogofexports,logofforeigndemand,andlogoftherealeffectiveexchangerate.with timeseriesdataforthecountriesinquestion,theremightbetheissueofstructuralbreaksintheir longrunrelationship,mostlyduetotheintroductionoftheeuroandthetimeleadinguptoit.for thispurpose,weallowforastructuralbreak()inthisrelation.thebreakpoint(s)foreachcountry arefoundbyamultiplestructuralchangeanalysisasdescribedinbaiandperron(2003) 8 andbya GregoryHansencointegrationtest(GregoryandHansen1996a,1996b)whichallowsforonebreakin the cointegration regression. The identified break points all lie in the time period between the EuropeanExchangeRateMechanism(ERM)crisisof1992/1993andtheintroductionoftheeuroin 1999.ForSpainandFrance,thebreakpointoccursin1993,thetimeoftheERMcrisis.ForItaly whichlefttheermduringitscrisis,socanbeassumedtohavebeenaffecteddifferentlythanthe formermentionedcountries theintroductionoftheeuroin1999constitutesthebreakpoint.the breakforgreeceis1998whenitjoinedtheerm.forirelandandportugal,thestructuralbreakswere identifiedin1995,aroundthestartofconvergencetotheeuro.ithaswidelybeendocumentedthat Ireland has had a strong and sustained growth performance (Murphy 2000) ever since the mid 1990s, due e.g. to the increased presence of high tech multinational corporations. Similarly, the Portuguese economy changed in the mid1990s mostly attributable to the prospect of joining the euro.asblanchard(2007)argues,thisledtoaboominoutputandastrongincreaseinitscurrent accountdeficit. Thedummyisdefinedas if,otherwise.thedummyandinteraction termswiththeregressorsareincludedintheequation,sothatwehave: (2) Iftherewasalongrunlinearrelationbetweentheseseries,theresiduals fromthisregressionhad to be stationary. In this case, the OLS results would yield superconsistent estimates for the cointegratingparameters.weestimateequation(2)byfullymodifiedleastsquares(whichcorrects the OLS estimator for endogeneity and serial correlation) and compute an EngleGranger test for cointegrationusingtheresidualsfromthisfirststageregression.thenullhypothesisforthistestis thatthereisnocointegration(i.e.thattheresidualserieshasaunitroot).thetestresultswiththe respectivecriticalvaluesfrommackinnon(1991)canbefoundintable2. Table2abouthere 8 Themaximumnumberofbreaksallowedwastwo,butduetotherelativelyshorttimeseriesathandwe concentrateononebreakforestimationofthecointegrationrelation.otherwise,eventssuchastheglobal crisisin2008wouldhavebeenconsideredasanotherbreak(which,however,wouldhaveincludedonlyashort numberoftimeperiodsafterthebreak). 9

12 Foreachcountry,wefindthatandthereforeconcludethatthevariablesarecointegrated. TheresultinglongrunrelationshipcomesfromtheresultsoftheFMOLSestimationandcanbe foundintable3. Table3abouthere Basedontheory,theexpectedoutcomeforthelongtermrelationshipisapositiverelationbetween and,i.e.whenforeigndemandincreases,sodoexports.for and weexpectanegative relation,asthereerisameasureofthechangeincompetitivenessofacountry.ariseintheindex oftherespectivereermeansalossofcompetitiveness,i.e.exportsshoulddecline.thisisexactly whattheresultsshow:apositivesignfor and andanegativesignfor and. Also,thesizeofthecoefficientsisoverallplausible.Theyaregenerallynottoomuchdifferentfrom onefortheincomeelasticityandbroadlyinlinewithotherstudiesforthepriceelasticity(seee.g. EuropeanCommission2011). Testingfornonlinearity Asanextstep,welookatshorttermadjustments(inparticularattheshorttermrelationbetween exports and domestic demand) taking into account the longrun equilibrium we have estimated above.forthispurpose,weapplyanerrorcorrectionmodel.asmentionedalready,inthiscontext wearealsotakingintoaccountthepossibilityofnonlinearities.nonlinearitiesallowustoinvestigate an asymmetric adjustment process to a linear longrun equilibrium relationship depending on the state of a system. A variable might e.g. react sharper in a recession than during an economic expansion, or might react negligibly low to a small change in economic conditions, but the effect stronglyincreasesforlargerchangesinconditions.thiscouldbeestimatedinthecontextofasimple threshold model. However, for some processes such as an economy s export equation where individual firm level decisions are aggregated, it may not seem reasonable to assume that this thresholdisasuddenandabruptchange;thesmoothtransitionregression(str)modelsthusallow forgradualregimechangeorforachangewhentheexacttimeoftheregimeswitchisnotknown with certainty. The error correction model with nonlinear shortrun adjustment in STR form then lookslikethis: (3) (4) suchthatthechangeof isafunctionofpastequilibriumerrors(theerrorcorrectionterm, where refers to the error term of the long run cointegration relation between, and determinedinthepreviousstep),changesofthevariablesdomesticdemand,foreigndemand, the real effective exchange rate and past changes of its own value. The parameter is thereforetheadjustmenteffectwhichgivesinformationaboutthespeedofadjustmentwhenthere 10

13 is disequilibrium and parameters are the shortrun effects. The parameter is the parameterwearemostinterestedin,namelytheelasticityofachangeindomesticdemandonthe changeinexports. Themaindifferencebetweenourshortandlongrunspecificationistheinclusionofthedomestic demand variable. Based on the theoretical arguments in section 2 above, we include domestic demandintheshortrunspecificationonly.wealsoincludeditinthelongruncointegrationrelation, butitdidnotturnouttobesignificant.thisisafindingalsosupportede.g.byestevesandrua(2013) whoarguethatitisunclearinwhichwaydomesticdemandshouldtheoreticallyenterthelongrun export demand equation. We therefore concentrate on domestic demand in the short run specification.contrarytothelongrunestimation,wealsodonotincludeastructuralbreakinthe shortrunspecification.mostimportantly,ourshortrunspecificationalreadyincludesnonlinearities byapplyingthesmoothtransitionregressionmodel.besides,abreakinthelongrunrelationdoes notimplythatshortrundynamicschangeaswell;byexcludingbreakswealsoreducethecomplexity ofourmodel. Thepartoftheregressionmodel(3)inthefirstbracketsisastandardlinearerrorcorrectionmodel. The second set of brackets picks up the same regressors, but this part is multiplied with function andconstitutesthenonlinearpartofthemodel.iscalledatransitionfunctioninthe smoothtransitionmodel.thisisasmoothandcontinuousfunctionwhichisalwaysboundedandlies between0and1.here,weconsidertwodifferentformsofsmoothtransitionmodels,dependingon thespecificationofthetransitionfunction.thesearethelstrmodel(logisticstrmodel)andestr (exponentialstrmodel). TheLSTRmodelreliesonalogistictransitionfunctionofthefollowingform: with (5) Here,isthetransitionvariable;inourcasethisisthepercentageofcapacityutilization.Weemploy capacityutilizationtocapturebusinesscycleeffectsinparticularinthemanufacturingindustry.we look at deviations of from a threshold value which we set as the average value of capacity utilizationineachcountry.representsthesmoothnessparameterwhichdeterminesthespeedof transitionand isthestandarddeviationofthetransitionvariable.asthesmoothnessparameter dependsonthescalingofthetransitionvariable,wenormalizeitby inordertobescalefree(cf. Teräsvirta(1998)).Thisway,themeaningofthesmoothnessparameterwillnotdependonthescale of. Thelogisticfunctionincreasesmonotonicallyfrom0to1whenthevalueofthetransitionvariable increases. The threshold thus separates two different regimes: 9 (i) negative deviations of the transitionvariablefromitsthresholdvalue:,i.e.themodelcollapsesto just the linear part, and (ii) positive deviations of the transition variable from its threshold value: 9 Therearetwodifferentwaysofinterpretingasmoothtransitionmodel.Ontheonehand,itcanberegarded asamodelwithtworegimes(thetwoextremeswhenthetransitionfunctiontakesonthevalues0or1)anda smoothtransitionbetweenthesetworegimes.ontheotherhand,itmaybeinterpretedasacontinuous numberofregimesbetweenthetwoextremes. 11

14 . The coefficients smoothly change between these two extremevaluesasthevalueof changes. Oneexampleofapplicationisthehypothesisthatdomesticdemandissubstitutedbyexportswhen thedegreeofcapacityutilizationisbelowitsnormallevel(themorestronglyitisbelowitsnormal level the more significantly the substitution between domestic demand and exports) whereas domesticdemandsubstitutesexportstoalesserextentif,inturn,capacityutilizationishigherthan normal. The exponential form of the STR model uses an exponential transition function of the following functionalform: with. (6) Duetothequadraticterm,thistransitionfunctionissymmetric(Ushaped)around sothat thetwodifferentregimestodistinguishbetweenare:(i)largedeviationsofthetransitionvariable from the threshold: and (ii) small deviations of the transition variable fromthethreshold:,i.e.thenonlinearpartdisappearsinthelatterextreme. One example of application is the hypothesis of symmetric hysteresis in exports, i.e. only small effectsonexportsifthechangeoftheforcingtransitionalvariablecapacityutilizationissmall( band of inaction ) and large effects if the change of the capacity utilization variable is large ( spurt of exports ). In our context, we define the change as the difference of current capacity utilization fromitsaverage. Thus,thetwoformsofnonlinearerrorcorrectionmentionedhererefertodifferentdeviationsofthe transition variable from its threshold value: positive vs. negative deviations in the case of LSTR or largevs.smalldeviationsfromequilibrium(butsymmetricdeviationsaboveorbelowthethreshold) inthecaseofestr. 4. Themodelingcycleandempiricalresults The modeling cycle for the STR model as suggested by Teräsvirta (1994) consists of three stages: specification,estimationandevaluation.inthefirststage,weperformlinearitytestsforthelinear model, and then propose either an LSTR or ESTR model. In the second stage, we estimate the parametervaluesbymultivariatenonlinearleastsquares,andinalaststageevaluateandtestour model. Specification TotestforthepresenceofaSTRmodel,Teräsvirta(1994)developedthefollowingframeworkwhich testsbothforthepresenceofnonlinearbehaviorandforanlstrvs.estrprocess.thebasisforthis testisataylorseriesexpansionofthestrmodelinwhichthetransitionfunctionisapproximatedby athirdordertaylorexpansion.theapproximatedmodelhasthefollowingform: 12

15 where and withequaltothenumberofregressors(i.e.thenumberofelementsin ).To getafirstideaofhowmanyregressorsandhowmanylagsofeachvariabletoincludein,wefirst estimatethelinearpartofthevecmmodelwithalldifferentcombinationsoflags(upto )and choosethenumberoflagsbasedontheschwarzinformationcriterion. Testingforlinearitymeanstestingthejointrestrictionthateverynonlinearterminthisexpressionis zero.thealternativehypothesisisthatofastrmodel.formally,thisis for against the alternative for at least one of, implying nonlinearity due to significant higher order terms (Teräsvirta 1998). The test assumes that all regressors and the transitionvariablearestationary,i.e.olsisvalid.weapplythetestfordifferentlaglengthsofthe transitionvariableandselectthevalueofthatresultsinthesmallestpvalue,asthisisbelievedto providethebestestimateof;wherethepvaluesarethesame,wealsoconsiderthevaluesof of the particular regression model. Plausible values for the lag length for quarterly data are here assumedtobe. 10 TheresultsofthetestinTable4showthatthenullhypothesisof linearitycanbeclearlyrejectedforeachcountryandeverylaglength. 11 Anonlinearmodeltherefore seemstobesuitableforeverycountryinoursample. Table4abouthere Based on equation (7), we also approach the choice between an ESTR and an LSTR model (cf. Teräsvirta 1994, 1998). After the first null hypothesis has been rejected (i.e. the model is regardedasnonlinear),wetestthenullhypothesis against.arejectionof this null hypothesis can be seen as a rejection of the ESTR model. Next, we test the hypothesis against.notrejecting canbeseenasevidencein favor of an LSTR model. Lastly, one can test the hypothesis against.if isrejected,thisagainpointstothelstrmodel. In short, the specification tests point to an LSTR model if is rejected and if is rejected after couldnotberejectedandtoanestrmodelif cannotberejected,orif wasnot rejectedafterrejecting.teräsvirta(1994)argues,however,thatthisway,anlstrmodelcould beerroneouslyselectedandsuggeststocomparetherelativestrengthsoftherejectionsinstead,i.e. thepvalues.foranlstrmodel, and areusuallymorestronglyrejectedthan andthe oppositeisexpectedforanestrmodel.resultsforthetestareshownintable5includingthemodel tentativelyproposedforeachcountry. Table5abouthere Oneproblemwiththistest,however,isthefactthatinparticularinsmallsamples,ifthetruemodel is an ESTR model which behaves closely to an LSTR model, the Teräsvirta test often erroneously choosesanlstrmodel(cf.teräsvirta1994).becausethetestdoesnotgiveclearcutresultsforthe selection of the transition function, we also apply another procedure, proposed by Escribano and Jordá(1999).Theyclaimthatusingequation(7)abovedoesnotcaptureallimportantfeaturesand suggestasecondordertaylorapproximationyieldingthefollowingauxiliaryregression: 10 Longerlaglengths(uptoj=8)werecarriedoutasrobustnesschecks,butturnedouttobelesssuitable. 11 However,forFrancewithlaglength thenullhypothesiscanonlyberejectedatthe5%level. 13

16 The hypotheses tested here are and. Escribano and Jordá suggesttochooseanlstrmodelifthelowestpvalueisobtainedfor andanestrmodelifthe lowestpvalueisobtainedfor.resultsforthistestcanbefoundintable6. Table6abouthere However,ingeneralitcanbearguedthatoncelinearityhasbeenrejected,theLSTRandESTRmodel formveryclosesubstitutes.thedecisionrulesmightnotbefullyimportant,butcanratherbeseen as a starting point for estimation. As Teräsvirta (1998) argues, it might make sense to estimate differentmodelsandchoosebetweenthemonlyduringthenextstages,i.e.duringtheestimation andevaluationoftheestimationresults(thesameholdsforthechoiceofthelaglength). EstimationandEvaluation Thesecondstageofthemodelingcycleconsistsofestimatingourparametervalues.Weestimate equation(3)incombinationwitheither(5)or(6)asthetransitionfunction withnonlinear leastsquares(nls).theresultsforourmaincoefficientofinterestarethusmadedependenton thestateoftheeconomy.thethirdandlaststageofthemodelingcycleconsistsofevaluation.the estimation results are examined by simple judgment concerning the convergence of the models, goodnessoffitandbyinspectingtheregimesthemodelsimply.ourresultsarealsosubjectedtothe misspecificationtestofnoresidualautocorrelation.totestforthis,weapplyaspecialcaseofthe BreuschGodfrey Lagrange Multiplier (BG) test suitable for nonlinear estimation (Teräsvirta 1998). Thenullhypothesisforthetestisthatthereisno th orderserialcorrelationinourresiduals.the testregressesourestimatedresiduals onlaggedresiduals andthepartialderivatives of the regression function with respect to. Where necessary, we then respecify our estimated models.finalresultsforcanbefoundintable7. 12 Asubstitutioneffectbetweenexportsanddomesticdemandshouldresultinanegativecoefficient for.thetwoextremeregimesinournonlinearestimationarecoefficient for (i.e. the linear model) and for the case when. To show how evolves between these two extremes (and thus through all stages of the business cycle), is drawn in combination with the transition variable in Figures 1 to 6. In these figures, is defined as. Table7abouthere Figures1to6abouthere EstimationResults LetusfirstturntothecountriesforwhichtheeconometricspecificationwarrantsanESTRmodel.As evidentfromfigure1,whichisbasedonanestrmodelforspain,displaysnegativevaluesforlow 12 CompleteestimationresultsareshowninTableA2alongwithR 2 valuesandpvaluesforthetestofno autocorrelation. 14

17 and high levels of past capacity utilization. This suggests a substitutive relationship between domesticandforeignsaleswhentheeconomyisclosetopeakortrough.whencapacityutilizationis verylow,firmsreacttoafallindomesticdemandbyincreasingtheireffortstoexport.similarly,if the economy operates at high capacity utilization, capacity constraints imply that an increase in domestic demand triggers a reallocation of resources from external to domestic clients. The estimation for Spain yields statistically significant results and the economic significance is also meaningful. For very low capacity utilization, a one percentage point fall in domestic demand generatesclosetoaonepercentagepointincreaseinexports(cf.table7);forpeaks,thiselasticityis slightlylower.bycontrast,apositivelinkisidentifiedbetweendomesticdemandandexportsduring normaleconomicconditions.asarguedabove,thisisinlinewiththeprevalenceofhysteresisand thebandofinactionduetoswitchingcostsforsuppliersbetweenservingthedomesticandforeign market. It is likely that during this period, the shortrun liquidity channel, whereby the cash flow generatedbyexportsisusedtofinancedomesticoperationsandtheexistenceofincreasingreturns dominatesthecapacityconstraintschannel(bermanetal.2011). Similarresults(thoughsomewhatlessstrongineconomicterms)arefoundforPortugalandItalyas evidentinfigures2and3.whereastheestimatedcoefficientsfordomesticdemandarestatistically significant for Portugal (both the substitution effect during peak and trough and the positive link duringnormaltimes),thisisnotthecaseforitaly.here,thesmallsubstitutioneffectduringtrough and peak is found not to be different from zero contrary to the statistically significant positive coefficientfornormaltimes.overall,theresultsindicatethat,asareactiontoanegativedomestic demandshock,firmswhicharealreadyintheexportmarketandhavethusalreadyincurredmarket entry costs would sell relatively less to the domestic market and just switch to foreign markets. EspeciallyinthePortuguesecase,thereappearstobeamplescopeforrelocationintermsofmarket destination from the home to the foreign market. In 2010, only one third of the firms in the Portuguese manufacturing sector was exporting and for them the exports to sales ratio was on averagearound30percent(estevesandrua2013).duringnormaleconomictimes,therelationship isstronglycomplementaryforbothcountries.asformerentrycostscanbeconsideredtobesunk, onecouldarguethatinordertoavoidexitingthemarketsandpayingentrycostsanewinthefuture (BelkeandGoecke2005),firmstrytoservebothdomesticandforeignmarkets. TheresultsforFrance(Figure4)donotcorrespondwithourtheoreticalpriorsbutwiththeresultsby Berman et al. (2011) who suggest that exports and domestic sales are not substitutive but complementary for a panel of French firms. Our results also show that this complementary relationshipisnotasstrongasitisforothercountries;wefindanelasticityofaround0.3.contrary to most other countries results, the coefficients on domestic demand also do not turn out to be jointly statistically significant. These findings may be related to the lower openness of the French economyandpotentiallythelowerforeigndemandelasticityoffrenchexports.generally,theeffect of increases in marginal costs increases with foreign demand elasticity, which make a substitute relationship between domestic demand and exports more likely in small open economies characterizedbyhighlyelasticforeigndemand. LookingatIrelandandGreece,thetwocountriesforwhichweestimateanLSTRmodel,weequally findevidenceforanegativelinkbetweendomesticandforeignsalesduringperiodsoflowcapacity utilization(figures5and6).thiseffect,however,isstatisticallyinsignificantforbothcountriesand economicallyonlyofverymodestsize.butgenerally,exportsreactsharper(andslightlypositive)toa declineindomesticdemandinarecessionthanduringaneconomicexpansion.andevenmorethan 15

18 that:afterpassingacriticalthresholdexportsanddomesticdemandbecomecomplementswithan increasing degree of capacity utilization. In the case of Ireland, the finding that only economic recessionsbutnotperiodsofboomsleadtoasubstitutiverelationshipbetweendomesticandexport sales may be explained by the higher flexibility of the Irish economy compared to its Southern European counterparts. Flexible prices and immigration may have made capacity constraints less binding. For Greece, the estimated model somewhat resembles a simple tworegime threshold modelwheremarginalchangesofcapacityutilizationarounditsaveragehavestrongeffectsonthe relationbetweendomesticdemandandexports.furtherstrongchanges,however,donothaveany furthereffects. Overall,ourempiricalresultsstronglysuggestthattherelationshipbetweenexportsanddomestic salesdependsonthebusinesscycle.asubstitutiverelationshipbetweendomesticandforeignsaleis evidentduringeconomicdownturns.weobtainanegativecoefficientforinallcountriesexcept France.Thisisinlinewiththegaininexportmarketsharesinseveraleuroareacrisiscountriesduring thecurrentrecession.thereismorediversityacrosscountriesduringotherstagesofthebusiness cycle suggesting that capacity constraints and the liquidity channel play a different role across countriesand/orpartlycanceleachotherout. AdjustmentEffects Besides the effect of domestic demand on exports, we are also interested in the adjustment coefficient, which shows how much of the longrun disequilibrium between exports and its explanatoryfactorsisbeingcorrectedineachperiod.inparticular,thecoefficienttellsustheextent towhichdisequilibriuminthepreviousperiodhasanimpactonexportadjustments. If there was a negative shock and exports in the previous period were below its longrun equilibriumpath,thevalueoffromequation(4)wouldturnnegative.sinceweaddwitha positive sign in the errorcorrection model of equation (3), we expect a negative adjustment coefficientinorderfor toreturntothelongrunequilibrium.theoppositeholdsforapositive shocktoexports.thespeedwithwhichexportsreturntoequilibriumdependsonthesizeof.inour specification, the adjustment coefficient depends on the transition function (and therefore the transition variable). To show the adjustment effect for the respective countries over the business cycle (i.e. as the transition variable changes), coefficient is displayed in Figure7forthedifferentcountries. Figure7abouthere For Spain and Italy, the adjustment coefficient turns out to be somewhere between 0.1 and 0.3 dependingonthestateoftheeconomy,i.e.10to30percentoftheadjustmentfromdisequilibrium takesplaceinonequarter.theadjustmentforfranceandgreecedoesnotvarysubstantiallyover thebusinesscycleandrangesfrom30toabout37percent.forportugalandireland,thecaseis different:themaximumcorrectionofthedisequilibriumbetweenexportsanditsexplanatoryfactors is one fifth (Portugal) and one tenth (Ireland), while no adjustment takes place during strong economicdownturns. 16

19 RobustnessChecks In the following, we are performing some robustness checks to our estimations by e.g. changing someoftheparametersorsplittingoursample.asoneoftheserobustnesschecks,wemodifythe laglengthofthetransitionvariable.intable4,weproposedsuitablelaglengthsbasedontestsfor nonlinearity and chose the one with the lowest pvalue (given that it passed the estimation and evaluation stage). Now, we also estimate our nonlinear error correction model with the second lowestpvalue slaglength.thisalsoreducestheproblemoftherelativelylonglaglengthforsome countries,notablyportugal,italyandfrance.ascanbeseenintablea3andinfigure8,ourresults quantitatively do not change for most countries due to a different lag length of the transition variable.exceptionsareitalyandfrance,thosetwocountriesthatdidnotyieldsignificantresultsfor theestimationofjointintheoriginalestimation.forfrance,thereisalsotheproblemofveryfew observations around the threshold value of its transition variable. Most of the observations are foundintheleftandrighttail,andforthesepartstheestimationresultsstayroughlythesame. In addition, we vary the initial values for our smoothness parameter when our estimations are iteratedbynonlinearleastsquares.weoriginallystartedwithasmallvalueof=2,butnowalsouse smallerandlargervalues.when,ourmodelresemblesasimpletworegimethresholdmodel. When,thetransitionfunctionbecomesaconstant(0.5forthelogisticversionand0forthe exponentialversion)andourmodelcollapsesintoalinearerrorcorrectionmodel.foralargerange ofstartingvaluesforouriteration,theestimationsconvergetotheoriginalresultsandouroriginal. Only for some values very close to zero, the models do not converge anymore. We take this as furtherevidencefornonlinearestimation. Last, we estimate our results for a shorter time period to judge how our results could have been influencedbytherecentcrisisperiod.wesplitoursamplerightbeforethefinancialcrisis(takingthe LehmanBrothers bankruptcyinseptember2008asbreakpoint),i.e.between2008q2and2008q3. Because the time span after and including the financial crisis is very short and estimations of this timeperiodwouldincludeaverylimitednumberofobservations,weconcentrateonestimatingthe firsttimeperiod,i.e.uptoandincluding2008q2.resultscanbefoundintablea4andfigure9. 13 Comparedtotheoriginalestimation,resultsarequantitativelyrobustforSpain,Italy,France,Ireland andgreece.forthesecountries,inclusionofthecrisistimeperiodthusdoesnotseemtostrongly impact our findings. Results change, however, for Portugal. Whereas we originally found a small substitutioneffectbetweendomesticdemandandexportswhencapacityutilizationwasparticularly highorlow,thiseffectnowdisappears.therecentyearsthusseemtohaveinfluencedportugal s relationofexportsanddomesticdemand.themostimportantreasonforthismightbethefactthat verylowcapacityutilizationinoursampleonlyoccurredduringthelastfewyears,sosubstitution effectssimplymightnothavebeenanissuebefore.overall,theresultsfromourrobustnesschecks confirmtheresultswepresentedabovewithslightrefinements. 13 Theaveragevalueofthetransitionvariablechangedaswellduringtheshortersampleandcanbefoundin Figure9. 17

20 5. Conclusions Theresultsofourmacroeconometricsmoothtransitionregressionapproachindicatethatdomestic demand behavior is relevant for modeling the shortrun dynamics of several euro area member countries exports. In particular, the estimation results suggest that contemporary and lagged domesticdemanddevelopmentsaffectacountry sexportperformancesignificantlyandnegatively. In the cases of Spain, Portugal and Italy, the asymmetry of the relation expresses itself in a substitutive relationship between domestic demand and export activity if deviations from average capacityutilizationarelarge,independentoftheirsign.tobemoreconcrete:ifourdataindicatethat theestrmodelhastobeapplied,thesubstitutioneffectfromdomesticdemandonexportsturns out to be stronger and more significant the larger the deviation of capacity utilization from its averagevalueoverthecycleis.onthecontrary,inthecasesofirelandandgreecewherethelstr modelturnsouttobethebettermodelingchoice,wefindthattherelationshipbetweendomestic demandandexportsisasymmetric.domesticdemandandexportsaresubstitutesduringabusiness cycle trough and complements in a boom. In other words, positive versus negative deviations of capacity utilization from its normal level matter. For France, we find evidence for complementary relationshipsinstead. Whataretheimplicationsoftheseresultsforthediscussionofmacroeconomicadjustmentandthe reduction of euro area current account imbalances? Prima facie, our results suggests that the negativelinkbetweendomesticdemandandexportsisashorttermphenomenonlinkedtocurrent economic conditions. In the longterm export performance has to be linked closely to price developments.thiswouldimplythatalotofthegainsinexportmarketsharesofvulnerableeuro areacountriesarecyclicalandcouldbelostinthelongterm.analysesofcyclicallyadjustedcurrent account balances, as done in the context of the macroeconomic imbalance procedure or the macroeconomicadjustmentprograms,couldthenpossiblyoverestimatethestructuraladjustmentof thecurrentaccounttotheextentthatweakdomesticeconomicconditionsexertanimpactnotonly ontheimportsideofthenettradeequation,butalsoontheexportside. On the other hand, at least three factors give rise to the hope that the gains in export market performancemaybeofamorelongtermnature.first,ifdomesticproducershavepaidsunkcosts forexportmarketentryandadaptedtheirproductiontomeettherequirementsofforeignclients, attractionbyforeignmarketsshouldremainhigheveninaneconomicupswing.second,theeffect may also be more longterm to the extent that the current economic crisis leads to a change in investmentactivities:withaneyeonthedepresseddomesticdemandconditions,firmsinvulnerable euro area countries may increasingly consider exportoriented foreign direct investment into distribution networks and other hedging activities (Belke et al. 2013). This, in turn, renders the hypothesizednegativerelationshipbetweendomesticdemandandexportsmorelongterm.third,as arguedabove,apositivecorrelationbetweendomesticsalesandexportsmightemergeinthelong term due to overall efficiency improvements induced by learningbydoing effects. Overall, it can thereforebeexpectedthatasubstantialpartofthegainsinexportmarketsharesmayindeedbe structural. 18

RUHR. Commitment Problems and War in International Bargaining ECONOMIC PAPERS #403. Erwin Amann Nadine Leonhardt

RUHR. Commitment Problems and War in International Bargaining ECONOMIC PAPERS #403. Erwin Amann Nadine Leonhardt RUHR ECONOMIC PAPERS Erwin Amann Nadine Leonhardt Commitment Problems and War in International Bargaining #403 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics

More information

RUHR. Structural Change and Spurious Persistence in Stochastic Volatility ECONOMIC PAPERS #310. Walter Krämer Philip Messow

RUHR. Structural Change and Spurious Persistence in Stochastic Volatility ECONOMIC PAPERS #310. Walter Krämer Philip Messow RUHR ECONOMIC PAPERS Walter Krämer Philip Messow Structural Change and Spurious Persistence in Stochastic Volatility #310 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

Item Nonresponse in Wages: Testing for Biased Estimates in Wage Equations

Item Nonresponse in Wages: Testing for Biased Estimates in Wage Equations RUHR ECONOMIC PAPERS Michael Fertig Katja Görlitz Item Nonresponse in Wages: Testing for Biased Estimates in Wage Equations #333 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information

RUHR. Using Internet Data to Account for Special Events in Economic Forecasting ECONOMIC PAPERS #382. Torsten Schmidt Simeon Vosen

RUHR. Using Internet Data to Account for Special Events in Economic Forecasting ECONOMIC PAPERS #382. Torsten Schmidt Simeon Vosen RUHR ECONOMIC PAPERS Torsten Schmidt Simeon Vosen Using Internet Data to Account for Special Events in Economic Forecasting #382 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information

RUHR. Communication and Reputation in Procurement Auctions ECONOMIC PAPERS. Some Empirical Evidence #253. Timo Heinrich

RUHR. Communication and Reputation in Procurement Auctions ECONOMIC PAPERS. Some Empirical Evidence #253. Timo Heinrich RUHR ECONOMIC PAPERS Timo Heinrich Communication and Reputation in Procurement Auctions Some Empirical Evidence #253 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

RUHR. Interest Rate Pass-Through in the EMU ECONOMIC PAPERS. New Evidence from Nonlinear Cointegration Techniques for Fully Harmonized Data #350

RUHR. Interest Rate Pass-Through in the EMU ECONOMIC PAPERS. New Evidence from Nonlinear Cointegration Techniques for Fully Harmonized Data #350 RUHR ECONOMIC PAPERS Ansgar Belke Joscha Beckmann Florian Verheyen Interest Rate Pass-Through in the EMU New Evidence from Nonlinear Cointegration Techniques for Fully Harmonized Data #350 Imprint Ruhr

More information

RUHR. Exchange Rate Pass-through into German Import Prices ECONOMIC PAPERS. A Disaggregated Perspective #427

RUHR. Exchange Rate Pass-through into German Import Prices ECONOMIC PAPERS. A Disaggregated Perspective #427 RUHR ECONOMIC PAPERS Joscha Beckmann Ansgar Belke Florian Verheyen Exchange Rate Pass-through into German Import Prices A Disaggregated Perspective #427 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

RUHR. A New Outside Option Value for Networks: The Kappa-value ECONOMIC PAPERS. Measuring Distribution of Power of Political Agreements #326

RUHR. A New Outside Option Value for Networks: The Kappa-value ECONOMIC PAPERS. Measuring Distribution of Power of Political Agreements #326 RUHR ECONOMIC PAPERS Julia Belau A New Outside Option Value for Networks: The Kappa-value Measuring Distribution of Power of Political Agreements #6 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

RUHR. (How) Do the ECB and the Fed React to Financial Market Uncertainty? ECONOMIC PAPERS. The Taylor Rule in Times of Crisis #166

RUHR. (How) Do the ECB and the Fed React to Financial Market Uncertainty? ECONOMIC PAPERS. The Taylor Rule in Times of Crisis #166 RUHR ECONOMIC PAPERS Ansgar Belke Jens Klose (How) Do the ECB and the Fed React to Financial Market Uncertainty? The Taylor Rule in Times of Crisis #166 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

RUHR. Weather, the Forgotten Factor in Business Cycle Analyses ECONOMIC PAPERS #539. Roland Döhrn Philipp an de Meulen

RUHR. Weather, the Forgotten Factor in Business Cycle Analyses ECONOMIC PAPERS #539. Roland Döhrn Philipp an de Meulen RUHR ECONOMIC PAPERS Roland Döhrn Philipp an de Meulen Weather, the Forgotten Factor in Business Cycle Analyses #539 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

RUHR. Time Lags in the Pass-Through of Crude- Oil Prices Big Data Evidence from the German Gasoline Market ECONOMIC PAPERS #573

RUHR. Time Lags in the Pass-Through of Crude- Oil Prices Big Data Evidence from the German Gasoline Market ECONOMIC PAPERS #573 RUHR ECONOMIC PAPERS Manuel Frondel Colin Vance Alex Kihm Time Lags in the Pass-Through of Crude- Oil Prices Big Data Evidence from the German Gasoline Market #573 Imprint Ruhr Economic Papers Published

More information

RUHR. Is there a Future for Small Hospitals in Germany? ECONOMIC PAPERS #198. Boris Augurzky Hendrik Schmitz

RUHR. Is there a Future for Small Hospitals in Germany? ECONOMIC PAPERS #198. Boris Augurzky Hendrik Schmitz RUHR ECONOMIC PAPERS Boris Augurzky Hendrik Schmitz Is there a Future for Small Hospitals in Germany? #198 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics

More information

Working Paper Transportation Data as a Tool for Nowcasting Economic Activity The German Road Pricing System as an Example

Working Paper Transportation Data as a Tool for Nowcasting Economic Activity The German Road Pricing System as an Example econstor www.econstor.eu Der Open-Access-Publikationsserver der ZBW Leibniz-Informationszentrum Wirtschaft The Open Access Publication Server of the ZBW Leibniz Information Centre for Economics Döhrn,

More information

RUHR. The Interplay of Standardized Tests and Incentives ECONOMIC PAPERS. An Econometric Analysis with Data from PISA 2000 and PISA 2009 #356

RUHR. The Interplay of Standardized Tests and Incentives ECONOMIC PAPERS. An Econometric Analysis with Data from PISA 2000 and PISA 2009 #356 RUHR ECONOMIC PAPERS Christoph Helbach The Interplay of Standardized Tests and Incentives An Econometric Analysis with Data from PISA 2000 and PISA 2009 #356 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

RUHR. On the Efficient Provision of Public Goods by Means of Lotteries ECONOMIC PAPERS #399. Jörg Franke Wolfgang Leininger

RUHR. On the Efficient Provision of Public Goods by Means of Lotteries ECONOMIC PAPERS #399. Jörg Franke Wolfgang Leininger RUHR ECONOMIC PAPERS Jörg Franke Wolfgang Leininger On the Efficient Provision of Public Goods by Means of Lotteries #399 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

RUHR. Effects of Global Liquidity on Commodity and Food Prices ECONOMIC PAPERS #323. Ansgar Belke Ingo Bordon Ulrich Volz

RUHR. Effects of Global Liquidity on Commodity and Food Prices ECONOMIC PAPERS #323. Ansgar Belke Ingo Bordon Ulrich Volz RUHR ECONOMIC PAPERS Ansgar Belke Ingo Bordon Ulrich Volz Effects of Global Liquidity on Commodity and Food Prices #323 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

RUHR. On Marginal and Interaction Effects: The Case of Heckit and Two-Part Models ECONOMIC PAPERS #138. Manuel Frondel Colin Vance

RUHR. On Marginal and Interaction Effects: The Case of Heckit and Two-Part Models ECONOMIC PAPERS #138. Manuel Frondel Colin Vance RUHR ECONOMIC PAPERS Manuel Frondel Colin Vance On Marginal and Interaction Effects: The Case of Heckit and Two-Part Models #138 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information

RUHR. Is the Burden Too Small? Effective Tax Rates in Ghana ECONOMIC PAPERS #389. David Nguyen-Thanh Christoph Strupat

RUHR. Is the Burden Too Small? Effective Tax Rates in Ghana ECONOMIC PAPERS #389. David Nguyen-Thanh Christoph Strupat RUHR ECONOMIC PAPERS David Nguyen-Thanh Christoph Strupat Is the Burden Too Small? Effective Tax Rates in Ghana #389 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

RUHR. Are Public and Private R&D Investments Complements or Substitutes? ECONOMIC PAPERS #485. Anna Bohnstedt

RUHR. Are Public and Private R&D Investments Complements or Substitutes? ECONOMIC PAPERS #485. Anna Bohnstedt RUHR ECONOMIC PAPERS Anna Bohnstedt Are Public and Private R&D Investments Complements or Substitutes? #485 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics

More information

RUHR. Supervisory Board Qualification of German Banks ECONOMIC PAPERS. Legal Standards and Survey Evidence #436

RUHR. Supervisory Board Qualification of German Banks ECONOMIC PAPERS. Legal Standards and Survey Evidence #436 RUHR ECONOMIC PAPERS Tobias Körner Oliver Müller Stephan Paul Christoph M. Schmidt Supervisory Board Qualification of German Banks Legal Standards and Survey Evidence #436 Imprint Ruhr Economic Papers

More information

RUHR. Did Customers Benefit from the Reorganisation of Customer Management in German Employment Agencies? ECONOMIC PAPERS #462.

RUHR. Did Customers Benefit from the Reorganisation of Customer Management in German Employment Agencies? ECONOMIC PAPERS #462. RUHR ECONOMIC PAPERS Christoph Ehlert Did Customers Benefit from the Reorganisation of Customer Management in German Employment Agencies? #462 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

Exchange Rate Bands of Inaction and Play Hysteresis in German Exports Sectoral Evidence for Some OECD Destinations

Exchange Rate Bands of Inaction and Play Hysteresis in German Exports Sectoral Evidence for Some OECD Destinations Exchange Rate Bands of Inaction and Play Hysteresis in German Exports Sectoral Evidence for Some OECD Destinations by Ansgar Belke, Matthias Goecke and Martin Guenther Vorlesung Empirie der internationalen

More information

RWI : Discussion Papers

RWI : Discussion Papers Michael Fertig and Robert E. Wright No. 9 RWI : Discussion Papers RWI ESSEN Rheinisch-Westfälisches Institut für Wirtschaftsforschung Board of Directors: Prof. Dr. Christoph M. Schmidt, Ph.D. (President),

More information

Chapter 5: Bivariate Cointegration Analysis

Chapter 5: Bivariate Cointegration Analysis Chapter 5: Bivariate Cointegration Analysis 1 Contents: Lehrstuhl für Department Empirische of Wirtschaftsforschung Empirical Research and und Econometrics Ökonometrie V. Bivariate Cointegration Analysis...

More information

RUHR. A Level Playing Field An Optimal Weighting Scheme of Dismissal Protection Characteristics ECONOMIC PAPERS #442. Michael Kind

RUHR. A Level Playing Field An Optimal Weighting Scheme of Dismissal Protection Characteristics ECONOMIC PAPERS #442. Michael Kind RUHR ECONOMIC PAPERS Michael Kind A Level Playing Field An Optimal Weighting Scheme of Dismissal Protection Characteristics #442 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information

Bank- und finanzwirtschaftliche Forschungen Band 395

Bank- und finanzwirtschaftliche Forschungen Band 395 Bank- und finanzwirtschaftliche Forschungen Band 395 Institut für schweizerisches Bankwesen der Universität Zürich Schweizerisches Institut für Banken und Finanzen an der Universität St. Gallen Florentina

More information

Financial Markets and Public Finance

Financial Markets and Public Finance Neue Studien zur Politischen Ökonomie 10 Erik R. Fasten Financial Markets and Public Finance Sovereign Risks, Credit Markets and Fiscal Federalism Nomos Die Reihe Neue Studien zur Politischen Ökonomie

More information

RUHR. Banking Union as a Shock Absorber ECONOMIC PAPERS #548. Ansgar Belke Daniel Gros

RUHR. Banking Union as a Shock Absorber ECONOMIC PAPERS #548. Ansgar Belke Daniel Gros RUHR ECONOMIC PAPERS Ansgar Belke Daniel Gros Banking Union as a Shock Absorber #548 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics Universitätsstr. 150,

More information

RUHR. Do Elderly Choose Nursing Homes by Quality, Price or Location? ECONOMIC PAPERS #495. Hendrik Schmitz Magdalena A. Stroka

RUHR. Do Elderly Choose Nursing Homes by Quality, Price or Location? ECONOMIC PAPERS #495. Hendrik Schmitz Magdalena A. Stroka RUHR ECONOMIC PAPERS Hendrik Schmitz Magdalena A. Stroka Do Elderly Choose Nursing Homes by Quality, Price or Location? #495 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

RUHR. The Transmission of Oil and Food Prices to Consumer Prices Evidence for the MENA Countries ECONOMIC PAPERS #448. Ansgar Belke Christian Dreger

RUHR. The Transmission of Oil and Food Prices to Consumer Prices Evidence for the MENA Countries ECONOMIC PAPERS #448. Ansgar Belke Christian Dreger RUHR ECONOMIC PAPERS Ansgar Belke Christian Dreger The Transmission of Oil and Food Prices to Consumer Prices Evidence for the MENA Countries #448 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

RUHR. Impact Evaluation of Productive Use An Implementation Guideline for Electrification Projects ECONOMIC PAPERS #279

RUHR. Impact Evaluation of Productive Use An Implementation Guideline for Electrification Projects ECONOMIC PAPERS #279 RUHR ECONOMIC PAPERS Gunther Bensch Jörg Peters Christoph M. Schmidt Impact Evaluation of Productive Use An Implementation Guideline for Electrification Projects Productive Use of Electricity (PRODUSE)

More information

RUHR. Young FSU Migrants in Germany: Educational Attainment and Early Labor Market Outcomes ECONOMIC PAPERS #425. Regina Flake

RUHR. Young FSU Migrants in Germany: Educational Attainment and Early Labor Market Outcomes ECONOMIC PAPERS #425. Regina Flake RUHR ECONOMIC PAPERS Regina Flake Young FSU Migrants in Germany: Educational Attainment and Early Labor Market Outcomes #425 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

Productivity and the Internationalization of Firms

Productivity and the Internationalization of Firms RUHR ECONOMIC PAPERS Michaela Trax Productivity and the Internationalization of Firms Cross-border Acquisitions versus Greenfield Investments #259 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

Working Paper Monetary Commitment and Structural Reforms A Dynamic Panel Analysis for Transition Economies

Working Paper Monetary Commitment and Structural Reforms A Dynamic Panel Analysis for Transition Economies econstor www.econstor.eu Der Open-Access-Publikationsserver der ZBW Leibniz-Informationszentrum Wirtschaft The Open Access Publication Server of the ZBW Leibniz Information Centre for Economics Belke,

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution

More information

RUHR. Forecasting House Prices in Germany ECONOMIC PAPERS #294. Philipp an de Meulen Martin Micheli Torsten Schmidt

RUHR. Forecasting House Prices in Germany ECONOMIC PAPERS #294. Philipp an de Meulen Martin Micheli Torsten Schmidt RUHR ECONOMIC PAPERS Philipp an de Meulen Martin Micheli Torsten Schmidt Forecasting House Prices in Germany #294 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of

More information

RUHR. Disentangling Two Causes of Biased Probability Judgment Cognitive Skills and Perception of Randomness ECONOMIC PAPERS #568.

RUHR. Disentangling Two Causes of Biased Probability Judgment Cognitive Skills and Perception of Randomness ECONOMIC PAPERS #568. RUHR ECONOMIC PAPERS Kai Duttle Disentangling Two Causes of Biased Probability Judgment Cognitive Skills and Perception of Randomness #568 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum

More information

THE IMPACT OF EXCHANGE RATE VOLATILITY ON BRAZILIAN MANUFACTURED EXPORTS

THE IMPACT OF EXCHANGE RATE VOLATILITY ON BRAZILIAN MANUFACTURED EXPORTS THE IMPACT OF EXCHANGE RATE VOLATILITY ON BRAZILIAN MANUFACTURED EXPORTS ANTONIO AGUIRRE UFMG / Department of Economics CEPE (Centre for Research in International Economics) Rua Curitiba, 832 Belo Horizonte

More information

RUHR. How Much Should an Investor Trust the Startup Entrepreneur? ECONOMIC PAPERS. A Network Model #450. Anna Klabunde

RUHR. How Much Should an Investor Trust the Startup Entrepreneur? ECONOMIC PAPERS. A Network Model #450. Anna Klabunde RUHR ECONOMIC PAPERS Anna Klabunde How Much Should an Investor Trust the Startup Entrepreneur? A Network Model #450 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of

More information

Working Paper Global Integration of Central and Eastern European Financial Markets The Role of Economic Sentiments

Working Paper Global Integration of Central and Eastern European Financial Markets The Role of Economic Sentiments econstor www.econstor.eu Der Open-Access-Publikationsserver der ZBW Leibniz-Informationszentrum Wirtschaft The Open Access Publication Server of the ZBW Leibniz Information Centre for Economics Belke,

More information

RUHR. The Effect of Student Time Allocation on Academic Achievement ECONOMIC PAPERS #235. Barbara S. Grave

RUHR. The Effect of Student Time Allocation on Academic Achievement ECONOMIC PAPERS #235. Barbara S. Grave RUHR ECONOMIC PAPERS Barbara S. Grave The Effect of Student Time Allocation on Academic Achievement #235 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics

More information

CHAPTER 11. AN OVEVIEW OF THE BANK OF ENGLAND QUARTERLY MODEL OF THE (BEQM)

CHAPTER 11. AN OVEVIEW OF THE BANK OF ENGLAND QUARTERLY MODEL OF THE (BEQM) 1 CHAPTER 11. AN OVEVIEW OF THE BANK OF ENGLAND QUARTERLY MODEL OF THE (BEQM) This model is the main tool in the suite of models employed by the staff and the Monetary Policy Committee (MPC) in the construction

More information

Erich R. Utz. Modelling and Measurement Methods of Operational Risk in Banking. Herbert Utz Verlag München

Erich R. Utz. Modelling and Measurement Methods of Operational Risk in Banking. Herbert Utz Verlag München Erich R. Utz Modelling and Measurement Methods of Operational Risk in Banking Herbert Utz Verlag München Schriftenreihe für angewandtes Management herausgegeben von Prof. Dr. Dr. Christian Werner, Fachhochschule

More information

RUHR. Exchange Rate Bands of Inaction and Play-Hysteresis in German Exports ECONOMIC PAPERS. Sectoral Evidence for some OECD Destinations #327

RUHR. Exchange Rate Bands of Inaction and Play-Hysteresis in German Exports ECONOMIC PAPERS. Sectoral Evidence for some OECD Destinations #327 RUHR ECONOMIC PAPERS Ansgar Belke Matthias Göcke Martin Guenther Exchange Rate Bands of Inaction and Play-Hysteresis in German Exports Sectoral Evidence for some OECD Destinations #327 Imprint Ruhr Economic

More information

RUHR. Practice and Prospects of Medium-term Economic Forecasting ECONOMIC PAPERS #177. Helmut Hofer Torsten Schmidt Klaus Weyerstrass

RUHR. Practice and Prospects of Medium-term Economic Forecasting ECONOMIC PAPERS #177. Helmut Hofer Torsten Schmidt Klaus Weyerstrass RUHR ECONOMIC PAPERS Helmut Hofer Torsten Schmidt Klaus Weyerstrass Practice and Prospects of Medium-term Economic Forecasting #177 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information

Bender, Stefan; Fertig, Michael; Görlitz, Katja; Huber, Martina; Schmucker, Alexandra

Bender, Stefan; Fertig, Michael; Görlitz, Katja; Huber, Martina; Schmucker, Alexandra econstor www.econstor.eu Der Open-Access-Publikationsserver der ZBW Leibniz-Informationszentrum Wirtschaft The Open Access Publication Server of the ZBW Leibniz Information Centre for Economics Bender,

More information

Working Paper Measuring Energy Security A Conceptual Note

Working Paper Measuring Energy Security A Conceptual Note econstor www.econstor.eu Der Open-Access-Publikationsserver der ZBW Leibniz-Informationszentrum Wirtschaft The Open Access Publication Server of the ZBW Leibniz Information Centre for Economics Frondel,

More information

RUHR. Is the German Retail Gas Market Competitive? ECONOMIC PAPERS. A Spatial-temporal Analysis Using Quantile Regression #522

RUHR. Is the German Retail Gas Market Competitive? ECONOMIC PAPERS. A Spatial-temporal Analysis Using Quantile Regression #522 RUHR ECONOMIC PAPERS Alex Kihm Nolan Ritter Colin Vance Is the German Retail Gas Market Competitive? A Spatial-temporal Analysis Using Quantile Regression #522 Imprint Ruhr Economic Papers Published by

More information

RUHR. Current Account Balances and Structural Adjustment in the Euro Area ECONOMIC PAPERS #176. Holger Zemanek Ansgar Belke Gunther Schnabl

RUHR. Current Account Balances and Structural Adjustment in the Euro Area ECONOMIC PAPERS #176. Holger Zemanek Ansgar Belke Gunther Schnabl RUHR ECONOMIC PAPERS Holger Zemanek Ansgar Belke Gunther Schnabl Current Account Balances and Structural Adjustment in the Euro Area #176 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum

More information

Testing The Quantity Theory of Money in Greece: A Note

Testing The Quantity Theory of Money in Greece: A Note ERC Working Paper in Economic 03/10 November 2003 Testing The Quantity Theory of Money in Greece: A Note Erdal Özmen Department of Economics Middle East Technical University Ankara 06531, Turkey ozmen@metu.edu.tr

More information

The relationships between stock market capitalization rate and interest rate: Evidence from Jordan

The relationships between stock market capitalization rate and interest rate: Evidence from Jordan Peer-reviewed & Open access journal ISSN: 1804-1205 www.pieb.cz BEH - Business and Economic Horizons Volume 2 Issue 2 July 2010 pp. 60-66 The relationships between stock market capitalization rate and

More information

RUHR. Corporate Taxation and Investment Evidence from the Belgian ACE Reform ECONOMIC PAPERS #534. Nils aus dem Moore

RUHR. Corporate Taxation and Investment Evidence from the Belgian ACE Reform ECONOMIC PAPERS #534. Nils aus dem Moore RUHR ECONOMIC PAPERS Nils aus dem Moore Corporate Taxation and Investment Evidence from the Belgian ACE Reform #534 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of

More information

Stagnatic Models of Consumer Credit and the Great Moderation

Stagnatic Models of Consumer Credit and the Great Moderation RUHR ECONOMIC PAPERS Mathias Klein Christopher Krause Income Redistribution, Consumer Credit, and Keeping up with the Riches #509 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information

The Determinants and the Value of Cash Holdings: Evidence. from French firms

The Determinants and the Value of Cash Holdings: Evidence. from French firms The Determinants and the Value of Cash Holdings: Evidence from French firms Khaoula SADDOUR Cahier de recherche n 2006-6 Abstract: This paper investigates the determinants of the cash holdings of French

More information

RUHR. Non-Standard Monetary Policy Measures Magic Wand or Tiger by the Tail? ECONOMIC PAPERS #447. Ansgar Belke

RUHR. Non-Standard Monetary Policy Measures Magic Wand or Tiger by the Tail? ECONOMIC PAPERS #447. Ansgar Belke RUHR ECONOMIC PAPERS Ansgar Belke Non-Standard Monetary Policy Measures Magic Wand or Tiger by the Tail? #447 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics

More information

RUHR. Cross-section Dependence and the Monetary Exchange Rate Model ECONOMIC PAPERS. A Panel Analysis #252. Joscha Beckmann Ansgar Belke Frauke Dobnik

RUHR. Cross-section Dependence and the Monetary Exchange Rate Model ECONOMIC PAPERS. A Panel Analysis #252. Joscha Beckmann Ansgar Belke Frauke Dobnik RUHR ECONOMIC PAPERS Joscha Beckmann Ansgar Belke Frauke Dobnik Cross-section Dependence and the Monetary Exchange Rate Model A Panel Analysis #252 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

Are the US current account deficits really sustainable? National University of Ireland, Galway

Are the US current account deficits really sustainable? National University of Ireland, Galway Provided by the author(s) and NUI Galway in accordance with publisher policies. Please cite the published version when available. Title Are the US current account deficits really sustainable? Author(s)

More information

The VAR models discussed so fare are appropriate for modeling I(0) data, like asset returns or growth rates of macroeconomic time series.

The VAR models discussed so fare are appropriate for modeling I(0) data, like asset returns or growth rates of macroeconomic time series. Cointegration The VAR models discussed so fare are appropriate for modeling I(0) data, like asset returns or growth rates of macroeconomic time series. Economic theory, however, often implies equilibrium

More information

The Euro Area Crisis Management Framework Consequences and Incomes

The Euro Area Crisis Management Framework Consequences and Incomes RUHR ECONOMIC PAPERS Ansgar Belke The Euro Area Crisis Management Framework Consequences and Institutional Follow-ups #207 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

RUHR. Methods for Evaluating Educational Programs Does Writing Center Participation Affect Student Achievement? ECONOMIC PAPERS #275

RUHR. Methods for Evaluating Educational Programs Does Writing Center Participation Affect Student Achievement? ECONOMIC PAPERS #275 RUHR ECONOMIC PAPERS Julia Bredtmann Carsten J. Crede Sebastian Otten Methods for Evaluating Educational Programs Does Writing Center Participation Affect Student Achievement? #275 Imprint Ruhr Economic

More information

Energy Consumption and Economic Growth Revisited: Structural Breaks and Cross-section Dependence

Energy Consumption and Economic Growth Revisited: Structural Breaks and Cross-section Dependence RUHR ECONOMIC PAPERS Frauke Dobnik Energy Consumption and Economic Growth Revisited: Structural Breaks and Cross-section Dependence #303 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum

More information

The Causal Impact of Fear of Unemployment on Psychological Health

The Causal Impact of Fear of Unemployment on Psychological Health RUHR ECONOMIC PAPERS Arndt Reichert Harald Tauchmann The Causal Impact of Fear of Unemployment on Psychological Health #266 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

Heterogeneous firms and dynamic gains from trade

Heterogeneous firms and dynamic gains from trade Heterogeneous firms and dynamic gains from trade Julian Emami Namini Department of Economics, University of Duisburg-Essen, Campus Essen, Germany Email: emami@vwl.uni-essen.de 14th March 2005 Abstract

More information

Is the Basis of the Stock Index Futures Markets Nonlinear?

Is the Basis of the Stock Index Futures Markets Nonlinear? University of Wollongong Research Online Applied Statistics Education and Research Collaboration (ASEARC) - Conference Papers Faculty of Engineering and Information Sciences 2011 Is the Basis of the Stock

More information

FORECASTING DEPOSIT GROWTH: Forecasting BIF and SAIF Assessable and Insured Deposits

FORECASTING DEPOSIT GROWTH: Forecasting BIF and SAIF Assessable and Insured Deposits Technical Paper Series Congressional Budget Office Washington, DC FORECASTING DEPOSIT GROWTH: Forecasting BIF and SAIF Assessable and Insured Deposits Albert D. Metz Microeconomic and Financial Studies

More information

Ralf Dewenter and Justus Haucap #17. Ruhr Economic Papers

Ralf Dewenter and Justus Haucap #17. Ruhr Economic Papers Ralf Dewenter and Justus Haucap #17 Ruhr Economic Papers Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics Universitätsstraße 150, 44801 Bochum, Germany Universität

More information

Current account core-periphery dualism in the EMU. Tatiana Cesaroni (Bank of Italy) and Roberta De Santis (Istat)

Current account core-periphery dualism in the EMU. Tatiana Cesaroni (Bank of Italy) and Roberta De Santis (Istat) Current account core-periphery dualism in the EMU Tatiana Cesaroni (Bank of Italy) and Roberta De Santis (Istat) Motivation (i) starting from the beginning of 90ies Eurozone CA as a whole has remained

More information

DEPARTMENT OF ECONOMICS CREDITOR PROTECTION AND BANKING SYSTEM DEVELOPMENT IN INDIA

DEPARTMENT OF ECONOMICS CREDITOR PROTECTION AND BANKING SYSTEM DEVELOPMENT IN INDIA DEPARTMENT OF ECONOMICS CREDITOR PROTECTION AND BANKING SYSTEM DEVELOPMENT IN INDIA Simon Deakin, University of Cambridge, UK Panicos Demetriades, University of Leicester, UK Gregory James, University

More information

RUHR. Who Opts Out of the Statutory Health Insurance? ECONOMIC PAPERS. A Discrete Time Hazard Model for Germany #458

RUHR. Who Opts Out of the Statutory Health Insurance? ECONOMIC PAPERS. A Discrete Time Hazard Model for Germany #458 RUHR ECONOMIC PAPERS Christian Bünnings Harald Tauchmann Who Opts Out of the Statutory Health Insurance? A Discrete Time Hazard Model for Germany #458 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

Causes of Inflation in the Iranian Economy

Causes of Inflation in the Iranian Economy Causes of Inflation in the Iranian Economy Hamed Armesh* and Abas Alavi Rad** It is clear that in the nearly last four decades inflation is one of the important problems of Iranian economy. In this study,

More information

RUHR. Does Hospital Reputation Influence the Choice of Hospital? ECONOMIC PAPERS #516. Adam Pilny Roman Mennicken

RUHR. Does Hospital Reputation Influence the Choice of Hospital? ECONOMIC PAPERS #516. Adam Pilny Roman Mennicken RUHR ECONOMIC PAPERS Adam Pilny Roman Mennicken Does Hospital Reputation Influence the Choice of Hospital? #516 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics

More information

TEMPORAL CAUSAL RELATIONSHIP BETWEEN STOCK MARKET CAPITALIZATION, TRADE OPENNESS AND REAL GDP: EVIDENCE FROM THAILAND

TEMPORAL CAUSAL RELATIONSHIP BETWEEN STOCK MARKET CAPITALIZATION, TRADE OPENNESS AND REAL GDP: EVIDENCE FROM THAILAND I J A B E R, Vol. 13, No. 4, (2015): 1525-1534 TEMPORAL CAUSAL RELATIONSHIP BETWEEN STOCK MARKET CAPITALIZATION, TRADE OPENNESS AND REAL GDP: EVIDENCE FROM THAILAND Komain Jiranyakul * Abstract: This study

More information

How To Understand The Impact Of The Exit From Unconventional Monetary Policies On The Euro Area Economy

How To Understand The Impact Of The Exit From Unconventional Monetary Policies On The Euro Area Economy RUHR ECONOMIC PAPERS Ansgar Belke Exit Strategies and Their Impact on the Euro Area A Model Based View #467 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics

More information

RUHR. Women s Fertility and Employment Decisions under Two Political Systems ECONOMIC PAPERS. Comparing East and West Germany before Reunification

RUHR. Women s Fertility and Employment Decisions under Two Political Systems ECONOMIC PAPERS. Comparing East and West Germany before Reunification RUHR ECONOMIC PAPERS Julia Bredtmann Jochen Kluve Sandra Schaffner Women s Fertility and Employment Decisions under Two Political Systems Comparing East and West before Reunification #149 Imprint Ruhr

More information

Ruhr Economic Papers RWI ESSEN. Michael Rothgang #59

Ruhr Economic Papers RWI ESSEN. Michael Rothgang #59 Michael Rothgang Ruhr Economic Papers #59 RWI ESSEN Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of Economics Universitätsstraße 150, 44801 Bochum, Germany Technische Universität

More information

RUHR. Monetary Policy, Commodity Prices and Inflation ECONOMIC PAPERS. Empirical Evidence from the US #216. Florian Verheyen

RUHR. Monetary Policy, Commodity Prices and Inflation ECONOMIC PAPERS. Empirical Evidence from the US #216. Florian Verheyen RUHR ECONOMIC PAPERS Florian Verheyen Monetary Policy, Commodity Prices and Inflation Empirical Evidence from the US #216 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department

More information

Stock market booms and real economic activity: Is this time different?

Stock market booms and real economic activity: Is this time different? International Review of Economics and Finance 9 (2000) 387 415 Stock market booms and real economic activity: Is this time different? Mathias Binswanger* Institute for Economics and the Environment, University

More information

Schwierz, Christoph; Augurzky, Boris; Focke, Axel; Wasem, Jürgen. Working Paper Demand, Selection and Patient Outcomes in German Acute Care Hospitals

Schwierz, Christoph; Augurzky, Boris; Focke, Axel; Wasem, Jürgen. Working Paper Demand, Selection and Patient Outcomes in German Acute Care Hospitals econstor www.econstor.eu Der Open-Access-Publikationsserver der ZBW Leibniz-Informationszentrum Wirtschaft The Open Access Publication Server of the ZBW Leibniz Information Centre for Economics Schwierz,

More information

Exports, foreign direct investment, and productivity: Evidence from German firm level data. Joachim Wagner

Exports, foreign direct investment, and productivity: Evidence from German firm level data. Joachim Wagner Exports, foreign direct investment, and productivity: Evidence from German firm level data Joachim Wagner University of Lüneburg Working Paper Series in Economics No. 8 Lüneburg, March 2005 www.uni-lueneburg.de/vwl/papers

More information

RUHR. Why Are More Boys Born During War? ECONOMIC PAPERS. Evidence from Germany at Mid Century #154. Dirk Bethmann Michael Kvasnicka

RUHR. Why Are More Boys Born During War? ECONOMIC PAPERS. Evidence from Germany at Mid Century #154. Dirk Bethmann Michael Kvasnicka RUHR ECONOMIC PAPERS Dirk Bethmann Michael Kvasnicka Why Are More Boys Born During War? Evidence from Germany at Mid Century #154 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information

Ruhr Economic Papers. Ansgar Belke. The Option of Waiting Can Be Valuable, Though! #88

Ruhr Economic Papers. Ansgar Belke. The Option of Waiting Can Be Valuable, Though! #88 Ansgar Belke The Option of Waiting Can Be Valuable, Though! #88 Ruhr Economic Papers UNIVERSITÄT D U I S B U R G E S S E N Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB), Department of

More information

THE IMPACT OF MACROECONOMIC FACTORS ON NON-PERFORMING LOANS IN THE REPUBLIC OF MOLDOVA

THE IMPACT OF MACROECONOMIC FACTORS ON NON-PERFORMING LOANS IN THE REPUBLIC OF MOLDOVA Abstract THE IMPACT OF MACROECONOMIC FACTORS ON NON-PERFORMING LOANS IN THE REPUBLIC OF MOLDOVA Dorina CLICHICI 44 Tatiana COLESNICOVA 45 The purpose of this research is to estimate the impact of several

More information

Higher-Order Risk Preferences

Higher-Order Risk Preferences RUHR ECONOMIC PAPERS Stefan Felder Thomas Mayrhofer Higher-Order Risk Preferences Consequences for Test and Treatment Thresholds and Optimal Cutoffs #287 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

MACROECONOMIC IMPLICATIONS OF FINANCIAL FRICTIONS IN THE EURO ZONE: LESSONS FROM CANADA

MACROECONOMIC IMPLICATIONS OF FINANCIAL FRICTIONS IN THE EURO ZONE: LESSONS FROM CANADA MACROECONOMIC IMPLICATIONS OF FINANCIAL FRICTIONS IN THE EURO ZONE: LESSONS FROM CANADA Pierre L. Siklos WLU and Viessmann European Research Centre JUNE 2014 Prepared for the 20 th Dubrovnik Economic Conference,

More information

THE U.S. CURRENT ACCOUNT: THE IMPACT OF HOUSEHOLD WEALTH

THE U.S. CURRENT ACCOUNT: THE IMPACT OF HOUSEHOLD WEALTH THE U.S. CURRENT ACCOUNT: THE IMPACT OF HOUSEHOLD WEALTH Grant Keener, Sam Houston State University M.H. Tuttle, Sam Houston State University 21 ABSTRACT Household wealth is shown to have a substantial

More information

The Various Facets of Credit Card Debt

The Various Facets of Credit Card Debt The Various Facets of Credit Card Debt Dr. William Chow 13 May, 2014 Executive Summary This paper looks at consumer borrowings using data of credit card debt and evaluates the various economic implications

More information

THE EFFECTS OF BANKING CREDIT ON THE HOUSE PRICE

THE EFFECTS OF BANKING CREDIT ON THE HOUSE PRICE THE EFFECTS OF BANKING CREDIT ON THE HOUSE PRICE * Adibeh Savari 1, Yaser Borvayeh 2 1 MA Student, Department of Economics, Science and Research Branch, Islamic Azad University, Khuzestan, Iran 2 MA Student,

More information

Is the Forward Exchange Rate a Useful Indicator of the Future Exchange Rate?

Is the Forward Exchange Rate a Useful Indicator of the Future Exchange Rate? Is the Forward Exchange Rate a Useful Indicator of the Future Exchange Rate? Emily Polito, Trinity College In the past two decades, there have been many empirical studies both in support of and opposing

More information

Can we rely upon fiscal policy estimates in countries with a tax evasion of 15% of GDP?

Can we rely upon fiscal policy estimates in countries with a tax evasion of 15% of GDP? Can we rely upon fiscal policy estimates in countries with a tax evasion of 15% of GDP? Raffaella Basile, Ministry of Economy and Finance, Dept. of Treasury Bruno Chiarini, University of Naples Parthenope,

More information

RUHR. Ramifications of Debt Restructuring on the Euro Area The Example of Large European Economies Exposure to Greece ECONOMIC PAPERS #273

RUHR. Ramifications of Debt Restructuring on the Euro Area The Example of Large European Economies Exposure to Greece ECONOMIC PAPERS #273 RUHR ECONOMIC PAPERS Ansgar Belke Christian Dreger Ramifications of Debt Restructuring on the Euro Area The Example of Large European Economies Exposure to Greece #273 Imprint Ruhr Economic Papers Published

More information

Asian Economic and Financial Review DETERMINANTS OF THE AUD/USD EXCHANGE RATE AND POLICY IMPLICATIONS

Asian Economic and Financial Review DETERMINANTS OF THE AUD/USD EXCHANGE RATE AND POLICY IMPLICATIONS Asian Economic and Financial Review ISSN(e): 2222-6737/ISSN(p): 2305-2147 journal homepage: http://www.aessweb.com/journals/5002 DETERMINANTS OF THE AUD/USD EXCHANGE RATE AND POLICY IMPLICATIONS Yu Hsing

More information

Tests of Changes in the Elasticity of the Demand for M2 and Policy Implications: The Case of Four Asian Countries

Tests of Changes in the Elasticity of the Demand for M2 and Policy Implications: The Case of Four Asian Countries Volume 23, Number 2, December 1998 Tests of Changes in the Elasticity of the Demand for M2 and Policy Implications: The Case of Four Asian Countries Yu Hsing * 1 This paper examines the demand for real

More information

RUHR. Does Gold Act as a Hedge or a Safe Haven for Stocks? ECONOMIC PAPERS. A Smooth Transition Approach #502

RUHR. Does Gold Act as a Hedge or a Safe Haven for Stocks? ECONOMIC PAPERS. A Smooth Transition Approach #502 RUHR ECONOMIC PAPERS Joscha Beckmann Theo Berger Robert Czudaj Does Gold Act as a Hedge or a Safe Haven for Stocks? A Smooth Transition Approach #5 Imprint Ruhr Economic Papers Published by Ruhr-Universität

More information

Working Paper SerieS. Is there a role for domestic demand pressure on export performance? NO 1594 / september 2013

Working Paper SerieS. Is there a role for domestic demand pressure on export performance? NO 1594 / september 2013 Working Paper SerieS NO 1594 / september 2013 Is there a role for domestic demand pressure on export performance? Paulo Soares Esteves and António Rua the Competitiveness Research Network In 2013 all ECB

More information

School of Economics and Management

School of Economics and Management School of Economics and Management TECHNICAL UNIVERSITY OF LISBON Department of Economics Carlos Pestana Barros & Nicolas Peypoch António Afonso & João Tovar Jalles A Comparative The cyclicality Analysis

More information

RUHR. Inequality of Opportunity in Retirement Age The Role of Physical Job Demands ECONOMIC PAPERS #492. Matthias Giesecke Sarah Okoampah

RUHR. Inequality of Opportunity in Retirement Age The Role of Physical Job Demands ECONOMIC PAPERS #492. Matthias Giesecke Sarah Okoampah RUHR ECONOMIC PAPERS Matthias Giesecke Sarah Okoampah Inequality of Opportunity in Retirement Age The Role of Physical Job Demands #492 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum

More information

Evaluation of the ECB s monetary policy strategy

Evaluation of the ECB s monetary policy strategy Evaluation of the ECB s monetary policy strategy Prof. Otmar Issing 8 May 2003 1 1. 1998: Strategy for a new currency Main elements: - Quantification of the primary objective provided by the Treaty Definition

More information

Masters in Financial Economics (MFE)

Masters in Financial Economics (MFE) Masters in Financial Economics (MFE) Admission Requirements Candidates must submit the following to the Office of Admissions and Registration: 1. Official Transcripts of previous academic record 2. Two

More information

Dynamic Relationship between Interest Rate and Stock Price: Empirical Evidence from Colombo Stock Exchange

Dynamic Relationship between Interest Rate and Stock Price: Empirical Evidence from Colombo Stock Exchange International Journal of Business and Social Science Vol. 6, No. 4; April 2015 Dynamic Relationship between Interest Rate and Stock Price: Empirical Evidence from Colombo Stock Exchange AAMD Amarasinghe

More information

RUHR. Double or Nothing!? Small Groups Making Decisions Under Risk in Quiz Taxi ECONOMIC PAPERS #278. Klemens Keldenich Marcus Klemm

RUHR. Double or Nothing!? Small Groups Making Decisions Under Risk in Quiz Taxi ECONOMIC PAPERS #278. Klemens Keldenich Marcus Klemm RUHR ECONOMIC PAPERS Klemens Keldenich Marcus Klemm Double or Nothing!? Small Groups Making Decisions Under Risk in Quiz Taxi #278 Imprint Ruhr Economic Papers Published by Ruhr-Universität Bochum (RUB),

More information