dilemma not trilemma

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NBER WORKING PAPER SERIES DILEMMA NOT TRILEMMA: THE GLOBAL FINANCIAL CYCLE AND MONETARY POLICY INDEPENDENCE Hélène Rey Working Paper 21162 http://www.nber.org/papers/w21162 NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachusetts Avenue Cambridge, MA 02138 May 2015 I am grateful to Silvia Miranda-Agrippino and to Evgenia Passari for excellent research assistance and to Richard Portes for discussions. I gratefully acknowledge the ERC (starting grant 210584) for funding. This paper was presented in the Jackson Hole Symposium. The views expressed herein are those of the author and do not necessarily reflect the views of the National Bureau of Economic Research. NBER working papers are circulated for discussion and comment purposes. They have not been peer- reviewed or been subject to the review by the NBER Board of Directors that accompanies official NBER publications. © 2015 by Hélène Rey. All rights reserved. Short sections of text, not to exceed two paragraphs, may be quoted without explicit permission provided that full credit, including © notice, is given to the source.

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DILEMMA NOT TRILEMMA:THE GLOBAL FINANCIAL CYCLE AND MONETARY POLICY INDEPENDENCE

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  • NBER WORKING PAPER SERIES

    DILEMMA NOT TRILEMMA:THE GLOBAL FINANCIAL CYCLE AND MONETARY POLICY INDEPENDENCE

    Hlne Rey

    Working Paper 21162http://www.nber.org/papers/w21162

    NATIONAL BUREAU OF ECONOMIC RESEARCH1050 Massachusetts Avenue

    Cambridge, MA 02138May 2015

    I am grateful to Silvia Miranda-Agrippino and to Evgenia Passari for excellent research assistanceand to Richard Portes for discussions. I gratefully acknowledge the ERC (starting grant 210584) forfunding. This paper was presented in the Jackson Hole Symposium. The views expressed herein arethose of the author and do not necessarily reflect the views of the National Bureau of Economic Research.

    NBER working papers are circulated for discussion and comment purposes. They have not been peer-reviewed or been subject to the review by the NBER Board of Directors that accompanies officialNBER publications.

    2015 by Hlne Rey. All rights reserved. Short sections of text, not to exceed two paragraphs, maybe quoted without explicit permission provided that full credit, including notice, is given to the source.

  • Dilemma not Trilemma: The global Financial Cycle and Monetary Policy IndependenceHlne ReyNBER Working Paper No. 21162May 2015JEL No. E5,F02,F33,G15

    ABSTRACT

    There is a global financial cycle in capital flows, asset prices and in credit growth. This cycle comoveswith the VIX, a measure of uncertainty and risk aversion of the markets. Asset markets in countrieswith more credit inflows are more sensitive to the global cycle. The global financial cycle is not alignedwith countries specific macroeconomic conditions. Symptoms can go from benign to large asset pricebubbles and excess credit creation, which are among the best predictors of financial crises. A VARanalysis suggests that one of the determinants of the global financial cycle is monetary policy in thecentre country, which affects leverage of global banks, capital flows and credit growth in the internationalfinancial system. Whenever capital is freely mobile, the global financial cycle constrains national monetarypolicies regardless of the exchange rate regime.

    For the past few decades, international macroeconomics has postulated the trilemma: with free capitalmobility, independent monetary policies are feasible if and only if exchange rates are floating. Theglobal financial cycle transforms the trilemma into a dilemma or an irreconcilable duo: independentmonetary policies are possible if and only if the capital account is managed.

    So should policy restrict capital mobility? Gains to international capital flows have proved elusivewhether in calibrated models or in the data. Large gross flows disrupt asset markets and financialintermediation, so the costs may be very large. To deal with the global financial cycle and the dilemma,we have the following policy options: ( a) targeted capital controls; (b) acting on one of the sourcesof the financial cycle itself, the monetary policy of the Fed and other main central banks; (c) actingon the transmission channel cyclically by limiting credit growth and leverage during the upturn ofthe cycle, using national macroprudential policies; (d) acting on the transmission channel structurallyby imposing stricter limits on leverage for all financial intermediaries.

    Hlne ReyLondon Business SchoolRegents ParkLondon NW1 4SAUNITED KINGDOMand [email protected]

  • 2

    IntroductionIfonelooksattheevolutionoffinancialintegrationoverthepasthalfcenturyintheworldeconomy,onemightconcludethatfinancialopennessisanirresistiblelongruntrend,hailedbypolicymakersandacademiceconomistsalike.Bothemergingmarketsandadvancedeconomieshaveincreasinglyopenedtheirborderstofinancialflows.Thescopeforinternationalcapitalflowstoprovidewelfaregainsortodoharmhaswidenedconsiderablysincethe1990s.

    Ininternationalmacroeconomicsandfinanceweoftenthinkwithintheframeworkofthetrilemma:inafinanciallyintegratedworld,fixedexchangeratesexportthemonetarypolicyofthecentrecountrytotheperiphery.Thecorollaryisthatiftherearefreecapitalflows,itispossibletohaveindependentmonetarypoliciesonlybyhavingtheexchangeratefloat;andconversely,thatfloatingexchangeratesenablemonetarypolicyindependence(seee.g.ObstfeldandTaylor(2004)).Butdoesthescaleoffinancialglobalizationandinparticulartheroleofglobalbanksputeventhisintoquestion?Arethefinancingconditionssetinthemainworldfinancingcentressettingthetonefortherestoftheworld,regardlessoftheexchangerateregime?Isthereaglobalfinancialcycleandifyes,whatareitsdeterminants?

    Riskyassetpricesaroundtheglobe,fromstockstocorporatebonds,haveastrongcommoncomponent.Sodocapitalflows.Creditflowsareparticularlyprocyclicalandvolatile.Ascreditcyclesandcapitalflowsobeyglobalfactors,theymaybeinappropriateforthecyclicalconditionsofmanyeconomies.Forsomecountries,theglobalcyclecanleadtoexcessivecreditgrowthinboomtimesandexcessiveretrenchmentinbadtimes.Astherecentliteraturehasconfirmed,excessivecreditgrowthisoneofthebestpredictorsofcrisis(GourinchasandObstfeld(2012),SchularickandTaylor(2012)).Globalfinancialcyclesareassociatedwithsurgesandretrenchmentsincapitalflows,boomsandbustsinassetpricesandcrises.Thepictureemergingisthatofaworldwithpowerfulglobalfinancialcyclescharacterisedbylargecommonmovementsinassetprices,grossflowsandleverage.Itisalsoaworldwithmassivedeviationsfromuncoveredinterestparity.Thereareinterrelationswiththemonetaryconditionsofthecentrecountry(theUS),capitalflowsandtheleverageofthefinancialsectorinmanypartsoftheinternationalfinancialsystem.Theglobalfinancialcyclecanberelatedtomonetaryconditionsinthecentrecountryandtochangesinriskaversionanduncertainty(Bekaertetal.(2012),MirandaAgrippinoandRey(2012),BrunoandShin(2013b)).

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    Butevenifcapitalflows,especiallycreditflows,arelargelydrivenbyaglobalfactor,theymightstillbringimportantbenefitstotheworldeconomy.Abriefreviewoftheempiricalevidenceandthequantificationofstandardgrowthmodels,however,showshowelusivewelfaregainstocapitalflowsappeartobe,thoughitcouldjustbethattheyarehardtomeasure.

    InpartI,Idescribethecharacteristicsofcapitalflows(grossandnet),showimpressivecomovementingrossflowsanddiscusshowtheyrelatetoglobalfactors,asproxiedinparticularbytheVIX.InpartII,Ishowtheexistenceofanimportantcommonfactorininternationalassetprices,whichisalsocloselyrelatedtotheVIX.Iconcludethatthereisapotentglobalfinancialcycleingrosscapitalflows,creditcreationandassetprices,whichhastightconnectionswithfluctuationsinuncertaintyandriskaversion.PartIIIanalysestheassociationofdifferenttypesofcapitalflowswiththeglobalfinancialcycleandreinforcestheconclusionthatcreditflowsareparticularlyconnectedtotheglobalfinancialcycle.InpartIV,Ihuntforthedeterminantsoftheglobalfinancialcycleitselfanditstransmissionmechanism,focusinginparticularontheroleofmonetarypolicyinthecentrecountry,ontheleverageoffinancialintermediaries,creditcreationandcreditflows.PartVarguesthatourfindingsinvalidatethetrilemmaandleadtoadilemma,anirreconcilableduo:independentmonetarypoliciesarepossibleifandonlyifthecapitalaccountismanaged,directlyorindirectlyviamacroprudentialpolicies.PartVIdiscussesbrieflythefindingsoftheliteratureonthegainstocapitalmobility.

    I)TheglobalfinancialcycleandinternationalcapitalflowsA) Characteristicsofinternationalcapitalflows

    Figure1apresentsacomprehensiveheatmapofcapitalinflowsbyassetclasses(FDI,portfolioequity,portfoliodebtandcredit1)intodifferentgeographicalregions(NorthAmerica,WesternEurope,CentralandEasternEurope,LatinAmerica,Asia,EmergingAsia,Africa2).Thedataarequarterly1990Q12012Q4andcomefromtheIMFInternationalFinancialStatistics.Theheatmapcolourscorrespondtothesignsofthecorrelationsofcapitalflowsacrossregionsandtypesofflows(greenwhenthecorrelationispositiveandredotherwise).Asevidencedbytheveryclearpreponderanceofthegreencolourintheheatmap,mosttypesofcapitalinflowsarepositivelycorrelatedwithoneanotherandacrossregions.Thereisaverystrongcommonalityinliabilityflows1Technicallyweuseotherinvestmentwhichcontainsbankloansandtradecredit.2Forapreciselistofthecountriesincluded,seeAppendixA.

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    acrosstheworld.TheonlyexceptiontendstobeFDIinflowsinallregionsoftheworldwithportfolioequityflowsintoAsiaandsomecreditflowsintoAfricaandintoAsia.ThereareinparticularstrongpositivecorrelationsbetweenallthemajorflowsintoNorthAmericaandWesternEurope.

    Theheatmapofcapitaloutflowsbyassetclasses(Figure1b)intothesamegeographicalregionsshowsanalmostequallystrongpatternofpositivecorrelations.TheonlyareaforwhichcapitaloutflowstendtobeoutofsyncisAfrica,andthisistrueacrossfinancialassets.Further,someFDIoutflowsoutofAsiatendalsotocorrelatenegativelywithotherflows.Otherwise,thecomovementofflowsisalsoverymarked,inparticularoutofthemainfinancialcentres(NorthAmericaandWesternEurope)forcredit,debtandportfolioequity.

    Ontheotherhandtherearenosystematicpatternsintheheatmapofthecorrelationsofnetflows(Figure1c).ThecommonalityinflowsisthereforeacommonalityingrossinflowsandoutflowsandisparticularlymarkedforEurope,theUSandalsoLatinAmerica,EmergingAsiaandCentralandEasternEuropeandsomewhatlessprevalentelsewhereinAsiaandinAfrica.Intermsoftypesofassets,FDIdoesnotseemhighlycorrelatedwithothertypesofflows.Afewquestionsspringtomind:doesitmatterifgrossinflowsandoutflowsfollowacommonpatternworldwideifnetflowsdonot?Whatarethecharacteristicsofthisglobalcycle?Doweseeevidenceofacycleinassetpricesandcreditgrowth?

    [Figures1a,b,chere]

    B) ComovementswithglobalfactorsWhatisbehindthosecomovementsingrossflowsandaretheyassociatedwithglobalcreditgrowthandassetpricefluctuations?Ithaslongbeennotedthatglobalfactorsareamajordeterminantofinternationalcapitalflows.AsobservedbyCalvoetal.(1996)globalfactorsaffectingforeigninvestmenttendtohaveanimportantcyclicalcomponent,whichhasgivenrisetorepeatedboomsandbustsincapitalinflows.Theliteraturehasidentifiedcyclesintherealrateofinterestandinthegrowthrateofadvancedeconomiesasimportantpushfactorsforcapitalflows.Morerecently,severalstudieshavefoundthatmovementsintheVIX3arestronglyassociatedwithcapitalflows.TheVIXiswidelyseenasamarketproxyforriskaversionanduncertainty.ThecarrytradeliteraturesuggeststhatcarrytradeflowstendtoincreasewhentheVIXislowandtocollapsewhentheVIXspikes.Morerecently,ForbesandWarnock(2012)andBrunoandShin(2013a)emphasizethesurgeincapitalflowsassociatedwiththeloweringoftheVIX.3TheVIXistheChicagoBoardOptionsExchangeMarketVolatilityIndex.ItisameasureoftheimpliedvolatilityofS&P500indexoptions.

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    Figure2plotscapitalinflowsdisaggregatedbyassettypes(FDI,portfolioequity,portfoliodebtandcredit)asaproportionoftheworldGDPfortheperiod1990Q12012Q4anditreportstheVIX(invertedscale)onthesamegraph.ParticularlystrikingistheprolongedloweringoftheVIXduringtheperiod20022007,duringwhichcapitalinflowssurged.FlowstendtobehighlycorrelatedwithoneanotherandnegativelycorrelatedwiththeVIX(exceptFDI).Creditinflowsandportfoliodebtinflowsshowahighdegreeofcomovementovertime(correlationof0.52).Creditflowsarethemorevolatileandprocyclicalcomponentofallflowswithaparticularlydramaticsurgeintherunuptothecrisisandanequallydramaticcollapseduringthecrisis.TheircorrelationwiththeVIX(invertedscale)is0.24onthewhole1990Q12012Q4sample(quarterlydata).

    [Figure2here]InTable1(a),IpresentthecorrelationsbyregionsofeachtypeofinflowswiththeVIX.CapitalinflowsarenegativelycorrelatedwiththeVIX,evenatageographicallydisaggregatedlevel.Overwhelmingly,duringtranquilperiodscharacterisedbylowVIX,whenuncertaintyandriskaversionarelow,capitalinflowsarelarger.Inlinewithaggregatedata,theonlyconsistentexceptionsareFDIinflowsforwhichthecorrelationwiththeVIXispositiveinallgeographicalareas.CreditflowsintodevelopedeconomiesinAsiaarealsopositivelycorrelatedwiththeVIX.

    Table1(a):UnconditionalcorrelationsofliabilityflowswiththeVIX,quarterly,1990Q12012Q4.

    Correlationsinflows/VIX NorthAmerica

    LatinAmerica

    CentralEasternEurope

    WesternEurope

    EmergingAsia Asia Africa

    Equity 0.03 0.29 0.34 0.36 0.11 0.34 0.23FDI 0.09 0.23 0.10 0.09 0.08 0.17 0.06Debt 0.23 0.17 0.28 0.16 0.29 0.08 0.23Credit 0.22 0.10 0.14 0.21 0.24 0.06 0.13

    IfIconditiononotherpushfactors(worldshorttermrealinterestrateandworldgrowthrate),asimilarpatternemerges(seeTable1(b)).TheVIXissignificantlynegativelyassociatedwithfluctuationsincapitalinflows,exceptforFDIinflows.Theresultsaresimilarwithoutflows,bothfortheunconditionalandfortheconditionalcorrelationsfortheUSandWesternEurope;theyareweakerfortheothergeographicalareas.Incontrast,andinagreementwithourpreviousresults,

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    thesamepatternofcorrelationsdoesnotholdfornetflows.Idonotreporttheseresultsduetospaceconstraints.

    Table1(b):ConditionalcorrelationsofliabilityflowswiththeVIX,quarterly,1990Q12012Q4..

    Correlationsinflows/VIX NorthAmerica

    LatinAmerica

    CentralEasternEurope

    WesternEurope

    EmergingAsia Asia Africa

    Equity 0.06 0.31 0.32 0.38 0.08 0.34 0.25FDI 0.10 0.35 0.07 0.06 0.08 0.16 0.07Debt 0.30 0.15 0.36 0.23 0.28 0.06 0.22Credit 0.29 0.15 0.16 0.24 0.26 0.09 0.14

    InTable1(c),IinvestigatewhetherfluctuationsintheVIXarealsoassociatedwithchangesincreditcreationandleverageusingvariousmeasures.Wereporttheconditionalcorrelationscontrollingagainfortheclassicpushfactors(worldgrowthrateandshorttermrealrate).FollowingForbes(2012),Imeasureleverageastheratioofprivatecreditbydepositmoneybanksandotherfinancialinstitutionstobankdeposits,includingdemand,timeandsavingdepositsinnonbanks.TheprecisedefinitionsofleverageanddomesticcreditcanbefoundinAppendixB.

    Table1(c)offersthisstrikingfinding:inallareasoftheworld,creditgrowthisnegativelylinkedtotheVIX.CorrelationstendtobethestrongestinNorthAmericaandWesternEurope.LeverageandleveragegrowtharealsonegativelyrelatedtotheVIXinallthemainfinancialcentres(NorthAmerica,WesternEuropeandAsia),whicharethehomesoftheglobalbanks.ButthecorrelationisincontrastpositiveforleverageandleveragegrowthinLatinAmerica,CEEandAfrica.

    Table1(c):ConditionalcorrelationsofcreditandleveragemeasureswiththeVIX,quarterlydata,19902012.Theconditioningvariablesaretheworldrealshortrateandtheworldgrowthrate.

    Correlationscredit/VIX NorthAmerica

    LatinAmerica

    CentralEasternEurope

    WesternEurope

    EmergingAsia Asia Africa

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    Domesticcreditgrowth 0.26 0.14 0.14 0.11 0.01 0.30 0.01Leverage 0.17 0.05 0.30 0.09 0.12 0.25 0.03Leveragegrowth 0.32 0.06 0.07 0.21 0.06 0.31 0.01

    Tosumup,thedatashow(i)commonalityincapitalinflowsandoutflowsacrossregionsandtypesofassets(exceptforFDIflowsandasubsetofAsianandAfricanflows).Thecommonalityisparticularlystrongforcreditandportfoliodebtinflows(seeFigures1a,b)butisabsentfornetcapitalflows(Figure1c);(ii)surgesingrosscapitalflowsinperiodoflowvolatilityanddeclineinflowswhentheVIXgoesup(withtheexceptionofFDIflows);alargevolatilityandprocyclicalityofcreditflows(seeFigure2andTables1a,b);(iii)increasesincreditgrowtharoundtheworldinparallelwithfallsoftheVIX(seeTable1c);(iv)increasesinleverageandleveragegrowthinallthemainfinancialcentreswhentheVIXislow(seeTable1c).AsnotedinBrunnermeieretal.(2012)andShin(2012),creditflowsgrewataveryfastrateinthe20032007precrisisperiodandcollapsedduringthefinancialcrisis.ThepatternofcapitalinflowsandoutflowsfollowsaglobalfinancialcyclewhichissynchronizedwithfluctuationsinworldmarketriskaversionanduncertaintyasproxiedbytheVIX.Furthermore,itappearsthatcreditcreationinthebankingsectorandleveragearedancingtothesametune.

    II)Theglobalfinancialcycle:Thecommoncomponentinriskyassetprices.Havingestablishedtheexistenceofaglobalfinancialcycleforcapitalinflowsandoutflows,creditgrowthandleverage,itisnaturaltostudyfluctuationsinassetpricesandtoseewhethertheyalsofollowtheglobalfinancialcycle.Onemightthinkthatpricesofequitiesaroundtheworld,pricesofcorporatebondsandofcommoditiesreflecttoalargeextentcontinentspecific,sectorspecific,countryspecificandcompanyspecificfactors.But,asshownbyMirandaAgrippinoandRey(2012)usingalargecrosssectionof858riskyassetpricesdistributedonthefivecontinents,animportant

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    partofthevarianceofriskyreturns(25%)isexplainedbyonesingleglobalfactor4.Thisresultisremarkablegiventhesizeandtheheterogeneityoftheset.Irrespectiveofthegeographicallocationofthemarketinwhichtheassetsaretradedorthespecificassetclasstheybelongto,riskyreturnsloadtoalargeextentonthisglobalfactor.

    AsapparentfromFigure3,takenfromMirandaAgrippinoandRey(2012),thefactorisconsistentwiththetimingofmajoreventssuchastheGulfWarstartingfromthesecondhalfof1990,9/11andthefirstquarterof2009whenthemostrecentfinancialcrisisreacheditsclimax.Overall,theindexgoesupfromtheearly1990suntilmid1998whentheRussiancrisiseruptsfollowedbytheLTCMbankruptcy,andeventuallytheburstingofthedotcombubble.Fromthebeginningof2003,theindexincreasesrapidlyuntilthebeginningofthethirdquarterof2007.Thisisshortlyafterthecollapseofthesubprimemarketandcoincideswiththefirstsignalsofincreasedvulnerabilityofthefinancialmarkets.ThehighdegreeofcorrelationoftheglobalfactorwiththeVIXisstriking.BuildingontheanalysesofAdrianandShin(2008)andDanielsson,ShinandZygrand(2012),MirandaAgrippinoandRey(2012)proposeastructuralinterpretationofthefactor.Itcanbeunderstoodasreflectingthejointevolutionoftheeffectiveriskappetiteofthemarketaswellasrealizedmarketvolatility.InturntheeffectiveriskappetiteofthemarketcanbeempiricallyrelatedtotheleverageofasubsetoffinancialmarketintermediarieswhoseinvestmentstrategyiswellapproximatedbyaVaRconstraint(brokerdealerintheUS,largeEuropeanbankswithsignificanttradingoperationsand,moregenerally,banksclassifiedinthecapitalmarketcategoryinBankscope5).Giventhatstructuralinterpretation,itisnotsurprisingthatthefactorshouldempiricallybeclosely(negatively)correlatedwiththeVIX.AspointedoutinBrunnermeieretal.(2012)andBorioandDisyatat(2011),thereisapositivefeedbackloopbetweengreatercreditsupply,assetpriceinflation,andacompressionofspreads.Smallerriskpremiumsamplifythecreditboom.Measuredriskislowandbalancesheetslookhealthierasassetpricesgoup.Byrelaxingvalueatriskconstraints,thiscreatesadditionalspaceforlendingandforcredit,andsoon.Thismechanismisanimportantpositivefeedbackloopbetweencreditcreationandriskspreads.Itcontributestotheprocyclicalityofcreditflowsandtheirimportanceinthebuildupoffinancialfragility.

    Figure3:GlobalfactorandVIX.Source:MirandaAgrippinoandRey(2012).

    4Forasimilarconclusionbasedonadynamicfactoranalysisinthecontextofsovereigncreditrisk,seeLongstaffetal.(2011)5SeeMirandaAgrippinoandRey(2012)fordetails.

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    Tosumup,wehavenowestablishedinflowdata(acrossmosttypesofflowsandregions,butwithsomeexceptions)andinpricedata(acrossasectorallyandgeographicallywidecrosssectionofriskyassetprices)theexistenceofaglobalfinancialcycle.Interestingly,theVIXisapowerfulindexoftheglobalfinancialcycle,whetherforflowsorforreturns.Ouranalysissofaremphasizesstrikingcorrelationsandpatterns,butcannotaddresscausalityissues.LowvalueoftheVIX,inparticularforlongperiodsoftime,areassociatedwithabuildupoftheglobalfinancialcycle:morecapitalinflowsandoutflows,morecreditcreation,moreleverageandhigherassetpriceinflation.

    III)CapitalflowsandmarketsensitivitiestotheglobalfinancialcycleInthispartIattempttogaugefurthertheimportanceoftheglobalfinancialcyclefordifferentassetmarkets(stockprices,houseprices)aswellasfortheleverageoffinancialintermediaries.Havingreportedtheimportanceoftheglobalcycleforthefluctuationsofthesevariablesinthetimeseriesdimension,Istudyinmoredetailsthefactorsaffectingthecrosssectionalsensitivitiesofthesevariablestotheglobalfinancialcycles.Moreprecisely,Ifocushereonthepossibilitythatlargervolumesanddifferenttypesofcapitalflowsmatterforthesensitivityofnationalmarketstotheglobalfactor.

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    Iinvestigatewhethercrosssectionally,thesensitivitiesofcountryspecificvariablestotheglobalfactor (logged)canberelatedtodifferenttypesandintensitiesofcapitalflowsintoeachmarket.Thecountryspecificvariables,arestockmarketreturns,,bankingsectorleveragegrowth,,andhousepriceinflation,.Irunthefollowingsetofregressions:

    ,

    wheredenotesflowsintocountryi(inflows,outflows,differenttypesofflows)normalizedbytheGDPofcountryi, isavectorofcontrolvariables(laggedGDPgrowthofcountryiandlaggednominaleffectiveexchangerateofcountryi).Ialsoinclude,thechangeintheglobalfactor.Theinteractionterms and aremeanttocapturethepossibleheterogeneoussensitivityofagivenmarkettotheglobalfinancialcycledependingontheintensityandtypesofcapitalflowsitreceivesorexports.Irunfixedeffectsestimatorswithclusteredstandarderrorsbycountryandincludealineartimetrend.WecheckedthestationarityofvariablesusingaPesarantest.Wehavealargenumberofobservations(between2770and3462dependingonthespecification).Table2reportstheresultsofselectedspecifications.Panel(a)reportsourresultsforstockmarketreturns(logdifferenceoflocalstockmarketindices),AppendixCpresentsresultsfor2(b)bankingsectorleveragegrowth(differenceofleverageratio)andfor2(c)forhousepriceinflation(logdifferenceofpropertypriceindices).

    Table2(a)Stockmarketreturnssi,tisthedependentvariable(19902013)flit CreditL C.nonbankL CreditA DebtL DebtA EquityL EquityA

    VIXt0.0952*** 0.0914*** 0.0951*** 0.0952*** 0.0962*** 0.0959*** 0.0995***(12.64) (12.78) (12.25) (12.66) (12.34) (11.96) (12.94)

    0.1743*** 0.1669*** 0.1759*** 0.1737*** 0.1751*** 0.1758*** 0.1744***(15.14) (16.61) (14.71) (14.81) (14.54) (15.51) (13.39)

    flit*VIXt

    0.00 0.0042 0.0002 0.0025* 0.0006*** 0.0010*** 0.0016***(0.02) (1.17) (0.99) (1.98) (3.54) (6.63) (3.2)

    flit1*VIXt1

    0.0007* 0.0012** 0.0004*** 0.0005* 0.0006** 0 0.0001(1.88) (2.13) (5.61) (1.77) (2.4) (0.55) (0.26)

    Adj.R2 0.24 0.222 0.234 0.239 0.245 0.254 0.255N 3042 3267 3073 2924 2971 2631 2770

    Fixedeffectestimator,standarderrorsadjustedforclusteringoncountry,tstatinparentheses.Allspecificationsincludethecontrolvariablesandalineartimetrend.Eachcolumncorrespondstoadifferentspecificationoftheflowintheinteractedterm.

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    Panel(a)showsthatstockpricesaresignificantlynegativelyrelatedtotheglobalfactor(theVIX)andtoitsgrowthrate.Creditflowsintoandoutofcountryitendtobeassociatedwithahighersensitivityofthestockmarketofcountryitotheglobalfinancialcycle(theinteractiontermissignificantlynegative).But,interestingly,debtoutflowsandespeciallyequityinflowsandoutflowstendtobeassociatedwithalessersensitivitytotheglobalcycle(interactiontermpositive).Socrosssectionally,justlikeinthetimeseries,creditflowsseemmorestronglyrelatedtotheglobalcyclethanotherflowsandinparticularthanequityflows.

    AscanbeseeninAppendixC,theresultsforbanksleverage(b)andhouseprices(c)aresimilarinsomerespect.ThereisanegativecorrelationofbanksleverageandhousepriceinflationwiththeVIXandapositivecorrelationwiththegrowthrateoftheVIX.Thereishoweverinthisspecificationnosignofanyflowsassociatedwithahighersensitivityofleverageofbanks(orofhouseprices)totheglobalfinancialcycle(theinteractiontermisneversignificant).

    Onceagain,itisworthemphasizingthattheseregressionsindicatecorrelationsandnotcausality.Inthetimeseriescreditflowsareveryprocyclical.Inthecrosssection,creditflowstendtobeassociatedwithastrongercorrelationofstockmarketreturnswiththeglobalcycle,whileequityflowstendtobeassociatedwithaweakercorrelation6.

    IV)Monetarypolicy,capitalflowsandtheglobalfinancialcycle

    A) RecursiveVARanalysisTheglobalfinancialcycleappearsincomovementsofgrossflows,assetprices,leverageandcreditcreation,whichareallcloselylinkedtofluctuationsintheVIX.Butwhatareitsdrivers?

    Giventhestrongprocyclicalityofcreditflowsandthewayglobalbanksoperate(e.g.Shin(2012)andBrunoandShin(2013a))itisnaturaltoinvestigatetheeffectontheglobalfinancialcycleofrefinancingcostsindollars,i.e.FederalReservemonetarypolicy(seeRajan(2006);BorioandZhu(2008)).Shin(2012)describeshowEuropeanglobalbanksinparticularweremajoractorsinchannellingUSdollarliquidityworldwidebeforethecrisis.ForeignbankbranchesintheUSwereraisinglargequantitiesoffundsindollarsandtransferringthemtooverseasmarkets.European6Itwouldofcoursebeinterestingtoestablishacausallinkbetweencrossbordercreditflowsandsensitivitytothecycle.Butforthiswewouldneedinstrumentalvariables.

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    globalbankswerenotonlyintermediatingsavingsbackintheUSmarketbutwerealsoservingAsian,LatinAmerican,AfricanandMiddleEasternmarkets.IwillthereforetreattheleverageofEuropeanbanksasakeyvariableoftheanalysis.Thedollaristhemaincurrencyofglobalbanking.Sincesurgesincapitalflowsespeciallycreditflowsareassociatedwithincreasesinleverageworldwide,anaturalinterpretationisthatmonetaryconditionsinthecentrecountryaretransmittedworldwidethroughthesecrossbordergrosscreditflows.Itisthereforethosegrossflowsthatshouldbetrackedinordertoassessfinancialfragilityandoverallcreditconditions,asemphasizedbyBorioandDisyatat(2011),Gourinchas,TruemplerandRey(2012)andObstfeld(2012).Itisalsoonlybylookingatgrossflowsthatonecankeeptrackofcurrencyandmaturitymismatchonbalancesheetsoffinancialintermediariesandhouseholds.Bothofthesemismatchesarewellknowncontributorstofinancialinstability.Thisisofcoursenottosaythatnetflowsareirrelevant:currentaccountimbalancesarekeyforthelongrunsustainabilityofthenetexternalassetposition,asalongliteratureshows(recentlysurveyedinGourinchasandRey(2013)).Toanalyzethedynamicinteractionbetweenmonetarypolicy,riskaversionanduncertainty,leverageandcreditflows,IperformarecursiveVARanalysis7.IbuildonthestudyofBekaert,HoerovaandLoDuca(2012).Theyshowthatmovementsinthefederalfundsratehaveaneffectonuncertainty(expectedstockmarketvolatility)andriskaversion,twocomponentstheyextractfromtheVIX.Likethem,IfocusonthedynamiclinksbetweenthefederalfundsrateandtheVIXbutIalsostudytheirdynamicinterrelationswithcreditcreation,leverageandcreditflows.Iusequarterlydatafortheperiod19902012.Iimposecontemporaneousrestrictions(Cholesky)ontheresponsesofthevariables,basedoninstitutionalknowledge.Iorderthevariablessuchthatthefirstvariablecannotrespondtocontemporaneousshocks(withinthequarter)ofanyothervariables,thesecondonecanrespondtocontemporaneousshocksaffectingvariable1butnotanyothersetcIassumethatGDPandpricesrespondwithalagastheyareslowmoving,whiletheglobalfactor(VIX)canrespondcontemporaneouslytoanyvariable(andisthereforeorderedlast).TheeffectiveFedFundsrate(FFR)isourpenultimatevariable:itcanrespondtoanyvariablewithinthequarterexcepttotheVIX.Financialvariablessuchascredit,flowsandleverageareinbetween:leverageisorderedimmediatelybeforetheFFR.Iincludethefollowing7variables(inthisorder):USGDP,USGDPdeflator(GDPDEF),globalcredit(logged)(CREDIT),globalcreditinflows(INFLOWS),European

    7TheanalysisborrowsfromMirandaAgrippinoandRey(2012)whoprovidesamoredetailedexercisedisentanglingeffectsonmarketeffectiveriskaversionandvolatility.BrunoandShin(2013b)presentasimilarlyinspiredandindependentlydevelopedanalysisbuttheyfocusonthedynamicrelationwiththedollarexchangerateandtheovershootingpuzzle.

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    banksleverage(definedasthemedianofEUbankleverage)(EULEV),FedFundstargetrate(FFR)andVIX(logged).8InotethatsincewearefirstandforemostinterestedintheimpactoftheshocksinthelastthreevariablesintheVAR(VIX,FFRandleverage),howtheothervariablesareorderedmakesnodifferenceforthosethreeshocks(allIneedispartialidentification).Forexample,givenaFFRshockbothcreditandflowswillstayputinthefirstquarterandthenarefreetoreact,sotherelativeorderofthosetwodoesnotmattertoFFR.Thatorderonlymattersinbetweenthetwo,becauseIamassumingthatiftherewereashockoncrossborderflows,globalcreditwouldtakeaquartertoreacttothat,butIamnotfocusingonthis.

    IuseatwolagVAR,usingtheusualcriteria(BICandLR).Bootstrappedconfidenceintervalsarecomputedusing1000replications;lightanddarkgreyshadedareascorrespondto95and86%confidenceintervalsrespectively.Ireportasubsetofkeyimpulseresponsesinthetext(Figure4aand4b).ThecompletesetofimpulseresponsefunctionsarereportedinFigure5intheAppendix.Ourkeyfindingsarethefollowing:

    (i) Anincreaseintheeffectivefederalfundsrate(FFR)leadstoanincreaseintheVIXafterabout5quartersanduntil11quarters.(Figure4a)

    (ii) AnincreaseintheVIXleadstoafallinEuropeanbanksleverage.(Figure4b)(iii) AfallintheVIXleadstoanincreaseincrossbordercreditflowsupto6quarters.(Figure

    4b)(iv) AnincreaseintheVIXleadstoafallinglobaldomesticcreditfrom4quartersonwards.

    (Figure4b)(v) AnincreaseintheVIXleadstodeclineintheFFR.(Figure4b)(vi) AnincreaseintheFFRleadstoafallinEUbankleverageafter15quarters.(Figure5)(vii) AnincreaseintheFFRleadstoafallingrosscreditflowsafter12quarters.(Figure5)(viii) AnincreaseinEUbanksleverageisassociatedwithanincreaseindomesticcreditfroma

    1quarterhorizon.(Figure5)(ix) AnincreaseinEUbanksleverageisassociatedwithafallintheVIXafterabout8

    quarters.(Figure5)

    8SeeAppendixBfortheprecisedefinitionsofthevariables.

  • 14

    TheVARresultsarethereforeconsistentwiththefollowinginterpretation.WhentheFederalFundsrategoesdown,theVIXfalls(afterabout5quarters),Europeanbanksleveragerises,asdogrosscreditflows(after12quarters).AfallintheVIXleadstoanincreaseinglobaldomesticcreditafter4quarters.

    FurthermoreIfindthatincreasedbankleverageandcapitalflows,aswellascreditexpansion(thoughforcredititisonlymarginallysignificant)areassociatedwithasubsequentfallintheVIXindex.Thisisconsistentwiththefollowingmechanism:ascreditandcapitalflowsgoup,spreadsfall:asnotedinparticularbyAdrianandShin(2010),thequasiconstancyofriskweightedassetsinthebalancesheetofglobalbanks(mostlythebankshavinglargecapitalmarketdivisions)attimeswhentheunweightedvolumeofassetsrisessubstantiallysuggestsafallinmeasuredriskduringexpansiontimes.Whenleverageishighandcreditisabundant,spreadsarecompressedandmeasuredriskislow.ThistranslatesintoadeclineintheVIX.Thereisthereforeapositivefeedbackloopbetweenloosemonetarypolicy,fallintheVIX,riseincredit,capitalflowsandleverageandfurtherfallintheVIX9.

    FromFigure5,IalsonotethatanincreaseintheVIXhasasignificantnegativeeffectonGDP(asinBloom(2009))andontheGDPdeflator.Asexpected,anincreaseintheFFRratehasadampeningeffectonprices.IalsonotethatmonetarypolicyloosenswhentheVIXgoesup(Figure4b).

    Figure4a:25bpincreasetotheeffectivefederalfundsrate.

    9ThisinterpretationaccordswellwiththemicrostudiesofJimenez,Ongena,PeydroandSaurina(2012)onEuropeandatawhofindsthatbanksgrantsmoreloanstoriskierfirmsinalowinterestrateenvironmentandofDellAriccia,LaevenandSuarez(2013)whohavesimilarfindingsusingUSdata.

  • 15

    Figure4b:Responsestoa1%increaseintheVIX.

    B) Robustness

    Icheckrobustnessontheprecrisissample19902007.Ialsocheckrobustnessbydroppingsomeofourvariables(Idropsuccessivelycredit,leverage,flowsonebyone)andbydroppingalagtomakesureoverfittingisnotanissue.Importantly,twostudieswithadifferentfocusbutsomerelatedresults(Bekaertetal.(2012)andBrunoandShin(2013b),allowustoassessfurthertherobustnessofsomeofthefindings.Bekaertetal.(2012)decomposetheVIXindexintoacomponentreflectingexpectedstockmarketvolatilityandintoavariancepremiumreflectingriskaversion.TheyrunastructuralfourvariableVARwithabusinesscycleindicator,thetwocomponentsoftheVIXandtheUSshorttermrealrate(definedastheFedFundsendofmonthtargetrateminustheCPIannualinflationrate)astheirbenchmark.Theyfindthataloosemonetarypolicyreducesriskaversionanduncertainty;andthatperiodsofhighVIXarefollowedbyloosermonetarypolicy.Theyprovidenumerousrobustnesschecks,inparticularwithrespecttothemeasurementofmonetarypolicyshocksandbycomparingresultsontheprecrisissampleandthewholesample.TheirfindingsarecompatiblewithmyresultsshowinganincreaseintheVIXfollowingatighteningintheFFRandalooseningofmonetarypolicyafteraVIXincrease(seeFigure4a,b).

  • 16

    BrunoandShin(2013b)runsa4variablerecursiveVARwithFFR,logVIX,leverageandtherealeffectivedollarexchangerateonquarterlydatafortheperiod19952007.FormonetarypolicymeasurestheyusetherealFFRandtherealeffectiveFFR,growthofUSM1,andtheresidualofaTaylorrule.TheyuseUSbrokerdealerleverageinsteadofthebroadermeasureofEUleverage.TheyfindthatapositivemonetarypolicyshockleadstoanincreaseintheVIXafterquarter4;toadeclineinUSbrokerdealerleverageafterabout10quarters;anincreaseintheVIXleadstoadeclineinUSbrokerdealerleverageafterquarter10.Theseresultsarecompatiblewithmyresults(i),(vi),(ii)withsomedifferencesintiming.Theauthorsalsofind,afteraugmentingtheirVAR,thatanincreaseintheFFRreducescreditflows(intheircasedefinedasthefirstdifferenceofUSdollarliabilitiesofbankslocatedoutsidetheUS)afterabout7quarters;thatanincreaseintheVIXreducesflows.Theseadditionalresultsarealsocompatiblewithmine(see(vii),(iii))withsomedifferencesintiming.BrunoandShin(2013b)presentinadditionveryinterestingevidenceonthedollarrealeffectiveexchangeratedynamicsandthedelayedovershootingpuzzle.

    C) Economicsignificanceoftheresults

    Aretheshockstothefederalfundsrateanimportantsourceofvariationforthedynamicsoftheglobalfinancialcycle,indexedbytheVIX?Intheir4variableVAR,BrunoandShin(2013b)findthatshockstotheFFRexplainalmost30%ofthevarianceoftheVIXathorizonslongerthan10quarters.Similarlyintheir4variablestructuralVARmodel,Bekaertetal(2012)findthatmonetarypolicyshocksaccountforover20%ofthevarianceofriskaversionathorizonslongerthan7quarters.Theyalsoaccountforacomparablepartofthevarianceofuncertainty.IntheirsixvariableVAR,themonetarypolicyshockaccountsforabout12%ofthevarianceofriskaversionathorizonslongerthan10quarters.DependingontheexactspecificationoftheVARanalysis,IfindthatshockstotheFFRexplainfromabout4%ofthevarianceoftheVIX(inthe7variableVARonthewhole19902012sample)toabout10%(ina4variableVARonthe19902007sample).Thatnumbergoesupto17%ifIuse,likeBrunoandShin(2013b)USbrokerdealerleverageinsteadoftheEUbankleveragevariable.AlthoughthereissomevarianceintheestimatesdependingonthenumberofvariablesandtheexactspecificationoftheVAR,theseareeconomicallysignificant,possiblylargeeffects.

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    V)Takingstock:monetaryconditions,capitalflowsandtheglobalfinancialcycle

    Thereisaglobalfinancialcycleincapitalflows,assetpricesandincreditgrowth.ThiscyclecomoveswiththeVIX,ameasureofuncertaintyandriskaversionofthemarkets.Assetmarketswithmorecreditinflowstendtobemoresensitivetotheglobalcycle.Theglobalfinancialcycleisnotalignedwithcountriesspecificmacroeconomicconditions.Inanumberofcountries,thiscanleadtoexcesscreditgrowth(oralternativelytomonetaryconditionswhicharetootight).Excesscreditgrowthisoneofthebestpredictorsofcrisis.GourinchasandObstfeld(2012)showthatacrossalltypesofcrisis,threevariablesplayastatisticallyandeconomicallysignificantrole:theratioofdomesticcredittooutput,therealexchangerate,andtheratioofofficialreservestooutput.SchularickandTaylor(2012)demonstratethatcreditgrowthisapowerfulpredictoroffinancialcrises,suggestingthatsuchcrisesarecreditboomsgonewrongandthatpolicymakersignorecreditattheirperil.SimilarfindingsareechoedinLundJensen(2012),whofindsthathighassetpriceinflationisassociatedwithsystemicbankingcrises.Ouranalysisclearlyimpliesthatgrossflows(particularlycreditanddebt)shouldbemonitoredclosely(inparallelwithnetflowswhicharekeyforsustainabilityissues)inordertoassessfinancialfragilityandoverallcreditconditions.Itisalsoonlybylookingatgrossflowsandgrosscrossborderpositions(theentirebalancesheetofcountries)thatonecankeeptrackofcurrencyandmaturitymismatch.Bothofthesemismatcheshaveprovedtocontributetofinancialinstability10.TheimportanceoftheglobalfinancialcycleincreatingboomandbustcyclesinemergingmarketsandadvancedeconomiesalikewithcapitalinflowssurgesgoesbackalongwayandhasbeenmentionedindifferentcontextsbyDiazAlejandro(1983),Calvoetal.(1996),(identificationofpushfactorsforcapitalflows),EichengreenandPortes(1987),ReinhartandReinhart(2008)(capitalflowsbonanzas),LaneandMcQuade(2012)andmanyothers.Theroleofcrossborderflowsindisruptingfinancialintermediationintheperiodleadingtothe2008crisisisstressedbyPortes(2009)andObstfeldandRogoff(2010);ReinhartandRogoff(2009)drawsimilarconclusionsfromthehistoricalrecord.OurVARanalysissuggeststhatoneimportantdeterminantoftheglobalfinancialcycleismonetarypolicyinthecentrecountry,whichaffectsleverageofglobalbanks,creditflowsandcreditgrowthintheinternationalfinancialsystem.Thischannelinvalidatesthetrilemma,whichpostulatesthatin10SeeforexampleKalemniOzcanetal.(2012).

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    aworldoffreecapitalmobility,independentmonetarypoliciesarefeasibleifandonlyifexchangeratesarefloating.Instead,whileitiscertainlytruethatcountrieswithfixedexchangeratescannothaveindependentmonetarypoliciesinaworldoffreecapitalmobility,myanalysissuggeststhatcrossborderflowsandleverageofglobalinstitutionstransmitmonetaryconditionsglobally,evenunderfloatingexchangerateregimes.

    Soshouldpolicyrestrictcapitalmobility?

    VI)BenefitsofinternationalcapitalflowsIfrestrictingthemovementofcapitalacrossborderistobeapolicyoption,itspotentialbenefitshouldbeassessedagainstitscosts.Sowhatdoweknowaboutthegainstointernationalcapitalmobility?Theliteraturehasattemptedtomeasuregainstofreecapitalmobilitymostlyintwoways:bycalibratingstandardinternationalmacroeconomicmodelsandevaluatingwelfaregainswhengoingfromautarkytofinanciallyintegratedmarkets;bytestingforgrowtheffectsandbetterrisksharing(lowervolatility)followingfinancialintegration,usingeitherpaneldataoreventstudies.

    A) Calibrationofstandardmodels

    Theneoclassicalgrowthmodelisbehindmanyofoureconomicintuitionsregardingwhythefreeflowofcapitalcouldbebeneficial.Withinthismodel,financialintegrationbringsimprovementsinallocativeefficiency(capitalflowstoplaceswiththehighestmarginalproduct)andbetterrisksharing.Interestingly,evenwithinthatparadigm,realisticcalibrationsindicatethatgainstendtobesmall.GourinchasandJeanne(2006)show,inthecontextofsmallopeneconomiesandinadeterministicsetting,thatgainsaresecondorder.Allthatinternationalfinancialintegrationdoesistospeeduptransitiontowardthesteadystateoftheeconomy.Coeurdacieretal.(2013)allowforuncertaintyandestimatewelfaregainsfromallocativeefficiencyandrisksharingtogether,inthecontextofageneralequilibriumneoclassicalgrowthmodel.Thewelfaregainsaresmall,eveninsuchaworldwheretheinteractionbetweentheprecautionarysavingsmotivesandallocativeefficiencyeffectsismodeledexplicitlysothetwomainchannelsofgainsfromintegrationcanexpressthemselves.Wefindtheyareonthe

  • 19

    orderofafewtenthsofapercentofpermanentconsumptionforrealisticcalibrations.

    B) EmpiricalevidencefrompaneldataandeventstudiesCrossborderinvestmentpositionshaverisenforadvancedeconomiesfrom68%ofGDPin1980to438%ofGDPin2007;foremergingmarketstheyhavegonefrom35%to73%ofGDPduringthesameperiod(LaneandMilesiFerretti2007andLane(2012)).Ifcapitalflowsbringgains,weshouldbeobservinglargeeffectsinthedata,duetothesheerscaleoffinancialglobalisationsincethe1990s.Therearenumerousstudiesthattrytotestforeffectsofinternationalcapitalflowsongrowthoronconsumptionvolatility.Surprisingly,theseeffectsarehardtofindinmacroeconomicdata.Asattestedbythemostrecentsurveysreviewingalonglistofempiricalpapers,itishardtofindrobustevidenceofanimpactoffinancialopennessongrowthoronimprovedrisksharing(seeEichengreen2002;Jeanneetal.2012;Koseetal.2006;Obstfeld2009).Somepaperspointtowardtheexistenceofthresholdeffects:capitalflowsarebeneficialonlyafteracountryhasreachedacertainamountofinstitutionalorfinancialsectordevelopment(seeBekaertetal.(2005)).Therearealsosomedifferencesifonelooksacrossdifferenttypesofcapitalflows:FDIflowsseembetteratdeliveringgrowthandrisksharingbenefitsthanothers.Butthisevidenceisnotveryconclusivebecausethesampleusedoftenmakesadifference(seeJeanneetal.(2012)).Theliteraturebasedoneventstudiesisoftenmorepositive(seeHenry(2007))andpointstowardsafallinthecostofcapitalandincreasedinvestmentatthetimeoffinancialintegration.Butthesimultaneityofothereconomicreformsorpoliciesputinplaceatthetimeoffinancialopeningishoweveroftenaconcern.Further,fromatheoreticalpointofview,evaluatingwelfaregainsrequirestrackingthepathofintegratingeconomiesfromthepointofcapitalaccountintegrationtotheirsteadystate.Alongsuchpaths,onecanobserveinitialinvestmentincreasesandcurrentaccountdeficitswhichthenreverselateronascountrieshavetorepaytheirexternaldebt.Welfaregainsalongthesepathsarefoundtobesmall(seeCoeurdacieretal.(2013)).

    Sobothontheempiricalsideandonthecalibrationside,itissofarhardtofindrobustsupportforlargequantifiablebenefitsofinternationalfinancialintegration.Idonotclaimthattherearenobenefitstointernationalfinancialintegration,onlythattheyhavebeenremarkablyelusivesofargiventhescaleoffinancialglobalizationtheworldhasundergone.Inthatlight,itwouldbeusefultoidentifymorepreciselythechannelsforwhichcapitalflowsmaybebeneficial.Onepossibilityistolookmorecloselyatpotentialeffectsontotalfactorproductivity

  • 20

    ofcertaintypesofflows.Theexistingliteratureonthistopichastodealwithhardidentificationissuesandisalsonotveryconclusive(foradiscussionseeObstfeld2009,p.89).AnotherpossibilityisthatfinancialFDIfavoursfinancialmarketdeepeningandtherebyimprovesgrowthprospects11.Yetanotherpossibilityistoinvestigatemorecloselytherisksharingpropertiesoftheexternalbalancesheetofcountriesduringcatastrophiceventssuchasthe20072008globalfinancialcrisis.Gourinchasetal.(2012)showthatthereweremassivewealthtransfersbetweentheUSandtherestoftheworldwhentheglobalfinancialcrisishit(about2trilliondollarsvaluationlossesontheUSnetexternalassetposition,whichisequivalenttoawealthtransfertotherestoftheworld).TheUS,centreoftheinternationalmonetarysystem,actedasaglobalinsurer.Itiseasytoseehowthisinsurancetransferisimplemented:sinceemergingmarketstendtobelonginUSgovernmentdebt(thereserveasset)andshortequityandFDI(andviceversafortheUnitedStates)12,intimesofcrisisthevalueofalargepartoftheirassets(USgovernmentbonds)isstableorevengoesupwhilethevalueoftheirliabilities,consistingofriskyassets,collapses.Thus,whilelargeexternalbalancesheetscanhelppropagatefinancialcrisis,theycanalsocontributetorisksharingdependingontheirexactstructure.Thisisafurtherreasonwhymonitoringgrossflowsandgrosspositions(asopposedtoonlynetflowsorcurrentaccounts)isessential.Tosumup,gainstointernationalcapitalflowshaveprovedelusivewhetherincalibratedmodelsorinthedata,thoughperhapsthisisjustbecausethosegainsarehardtomeasure.Forexample,theymightoccurthroughimprovementsinTFP,whichwehavenotbeenabletomeasureprecisely(butthenwhydontweseethemingrowthrates?)ortheymightmanifestthemselvesmainlywhenlargeshockshit.Onethingisclearatthisstage:wecannottakethemforgranted.

    VII)Policyoptions:dealingwiththedilemmaGrosscapitalinflows,leverage,creditgrowthandassetpricesdancelargelytothesametune.TheycomovewiththeVIX.Thereisaglobalfinancialcycle,whichmaynotbeappropriateforindividualcountries.Symptomscangofrombenigntolargeassetpricebubblesandexcesscreditcreation,aconditionwhichhasbeenidentifiedrepeatedlyasoneofthebestpredictorsoffinancialcrises.VAR

    11FordetailedworkonoperationsofinternationalfinancialinstitutionsseeinparticularCetorelliandGoldberg(2012).12Gourinchasetal.(2010)showhowtoendogenizesuchasymmetricportfolioswhenthecentrecountryoftheinternationalmonetarysystemismoreriskneutralthantherestoftheworld.

  • 21

    analysessuggestmonetaryconditionsaretransmittedfromthemainfinancialcentretotherestoftheworld throughgross credit flowsand leverage, irrespectiveof theexchange rate regime.Thisputsthetraditionaltrilemmaviewoftheopeneconomyintoquestion.Fluctuatingexchangeratescannotinsulateeconomiesfromtheglobalfinancialcycle,whencapitalismobile.Thetrilemma13morphs into a dilemma independentmonetarypolicies arepossible if andonly if the capitalaccountismanaged,directlyorindirectly,regardlessoftheexchangerateregime.

    Thisimpliesthatgrossflows,particularlycreditflows,areofgreatimportanceforfinancialstabilityandhavetobemonitoredcarefully.Itisalsoonlybylookingatgrossflowsandgrosscrossborderpositions(theentirebalancesheetofcountries)thatonecankeeptrackofcurrencyandmaturitymismatch.Bothofthesemismatcheshaveprovedtocontributetofinancialinstability,timeandtimeagain(seeforexampleFarhietal.(2012)).Oncemore,thisisnottosaynetflowsdonotmatter,astheyareimportantforsustainabilityissues14.

    Aswelfaregainsfromcapitalflowscannotbetakenforgranted(thoughthejuryisstillout),weshouldconsiderthefollowingrangeofoptionstoweakenthepotencyoftheglobalfinancialcycleandtherebyincreasefinancialstability.Onecould:a)imposetargetedcapitalcontrols;b)actononeofthesourcesofthefinancialcycleitself:themonetarypolicyoftheFedandothermaincentralbanks;c)actonthetransmissionchannelcyclicallybylimitingcreditgrowthandleverageduringtheupturnofthecycleusingnationalpolicies(andpossiblydoingthereverseduringdownturns)i.e.puttinginplacemacroprudentialpolicies;d)actonthetransmissionchannelstructurallybyimposingstricterlimitsonleverageforallfinancialintermediaries.

    a) Capitalcontrols

    Onecouldconsidercapitalcontrolseithercyclicalorpermanenttoinsulatetheeconomyfromtheglobalfinancialcycle.Permanentcapitalcontrolscanbeappliedonsubsetofassetseitherontheinflowsideortheoutflowside.Itis,atthisstagehardtoassessrigorouslytheeffectofsuchpolicyonfinancialstabilityanditssideeffects,as,intherecentperiod,permanentcontrolshavebeenimplementedexclusivelyinasubsetoflowincomecountries,whichhaveveryspecificcharacteristics(seeKlein(2012)).Overcomingthisselectionissueisamajorchallenge.

    13Alternativelytheimpossibletrinitybecomesanirreconcilableduo.14GourinchasandRey(2007)estimatedthataboutathirdoftheadjustmentoftheUnitedStatestowardsitslongrunbudgetconstraintcamefromvaluationeffectswhiletherestcamefromnetexports(i.e.currentaccountandnetflows).

  • 22

    Temporarycontrols,especiallyoncreditflowsandportfoliodebtwhenthecycleisinaboomphasecouldbeused.Thisoptionhasbeentestedinvariouscontexts:theChileanencaje(19911998);the2010and2011BraziliantaxesonequityinflowsetcOftenthough,controlshavebeenusedwiththeprimaryaimofpreventingexcessiveappreciationoftheexchangerate.Whencapitalflowsin,anexcessiveexchangerateappreciationmayhurttheexportsector.Asaresult,CentralBankersmaywishtointerveneontheforeignexchangemarkettokeepthecurrencydown,accumulatingreserves.Theyfacethetradeoffofhigherinflationorincreasedsterilizationcostswithalikelysideeffectofanincreasedinterestrateleadingtofurtherinflows(alsoreinforcedbyexpectationsoffurtherappreciationoftheexchangerate).Taxinginflows,ifeffectivelyimplementedcanactasacircuitbreakerinsuchasituation.Thereisalivelydebateastherearealsodifficultmeasurementissueslinkedtoselectionandendogeneityontheeffectivenessandsideeffectsoftemporarycapitalcontrolsinthiscontext(seeforexampleForbesetal.(2012),ChamonandGarcia(2013),Klein(2012),Werning(2012)).Ultimately,sinceinourcontext,itisreallyexcessivecreditgrowththatisthemainissueofconcerns,capitalcontrolsshouldbeviewedmoreaspartialsubstituteswithmacroprudentialtools.Thelattertendtobemoretargeted.Butcapitalcontrolsmaybeappropriateifthereisalotofdirectcrossborderlendingandthebankingsystemcanbecircumvented(seeOstryetal(2011)).Itisimportanttonotethatmacroprudentialpoliciescanweakenthelinkbetweendomesticmonetarypolicyandcapitalinflows,withouttheimpositionofcapitalcontrols.Forinstance,bypreventingexcessivecreditgrowthinboomtimes,theCentralBankmayreducetheincentiveforbankstoborrowexternallywhendomesticmonetarypolicytightens.

    b) InternalisationoftheglobalspilloversofthecentresmonetarypolicyOnecouldconsideractingononeofthesourcesoftheglobalcycleitself,themonetarypolicystanceinthemainfinancialcentres.MonetaryconditionsinlargefinancialcentressuchastheUSshapetheglobalfinancialcycleviatheendogenousresponseofleverageandtheprocyclicalityofcrossbordercreditflows.Thistransmissionmechanism,unhinderedbytheflexibilityofexchangeratetransformstheimpossibletrinityofafixedexchangerate,independentmonetarypolicyandfreecapitalmobilityintotheirreconcilableduo(adilemma)ofindependentmonetarypolicyandfreecapitalmobility.Thespillovereffectsoflargecountriescentralbankspoliciesontoothercountriesareatpresentnotinternalized.Centralbankersofsystemicallyimportantcountriesshouldpaymoreattentiontotheircollectivepolicystanceanditsimplicationsfortherestoftheworld.Onepracticalwayofimplementingthis,proposedinEichengreenetal.(2012)wouldbeforasmallgroupofsystemicallysignificantcentralbankstomeetregularlyundertheauspicesoftheCommitteeonthe

  • 23

    GlobalFinancialSystemoftheBIS.Thisgroupwoulddiscussandassesstheimplicationsoftheirpoliciesforgloballiquidity,leverage,andexposures,andtheappropriatenessoftheirjointmoneyandcreditpoliciesfromthepointofviewofglobalprice,output,andfinancialstability.Itcouldissueashortreportdiscussingpolicytradeoffsandinternationalinconsistencies.Withtime,thisshouldatleasthelptounderstandbetterthesecomplexissuesalsobystimulatingmoreresearchintheseareasandmightencourageCentralBankerstointernalizesomeoftheexternalspilloversofthepolicies.Thedifficultiesofsuchapolicyoptionareobvious:internationalcooperationonmonetaryspilloversmayconflictwiththedomesticmandatesofcentralbanks.Forexample,internationalfinancialstabilityanddomesticactivityandinflationtargetsmaybeatoddsatleastintheshorttomediumrun.Furthermorethemanagementofaggregatedemandinsystemicallyimportanteconomiesalsohasimportantconsequencesforeconomicactivityintherestoftheworld.Itiseasytoseethatthetradeoffsareextraordinarilycomplex.

    c) Mutingthetransmissionchanneloftheglobalcyclebytakingcyclicalmeasures(macro

    prudentialmeasures)tolimitexcessivecreditgrowth.

    Since,foracountry,themostdangerousoutcomeofinappropriatelylooseglobalfinancialconditionsisexcessivecreditgrowth,asensiblepolicyoptionistomonitordirectlycreditgrowthandleverageineachmarket.Recently,muchefforthasgoneintoputtinginplacemacroprudentialmeasureshavingjustthisgoal.Thearsenalhasseverallayers.Basel3hasacountercyclicalcapitalcushionthatcanbeactivatedinboomtimes.Loantovalueratiosanddebttoincomeratioscanbeusedinordertorestrictlendingandkeeprealestatepricesincheck.Oneshouldalsomonitorcloselylendingstandardsandtradingstrategiesduringperiodsofhighcreditgrowth.Thereisawealthofexperiencebeinggatheredaroundtheworldrecentlyonthepracticalimplementationofmacroprudentialtools(seeforexampletheReserveBankofIndiaortheBankofKoreawheremacroprudentialmeasureswereimposedincludingleveragecapsonFXderivativespositionandamacroprudentialstabilitylevyonnoncoreFXliabilitiesofbanks(BankofKoreaReport2013)).Itisobviousthatcountryspecificinstitutionaldetailsandmarketorganizationmatteralot.Acentralizedrepositoryoftheknowledgeandexperiencegatheredsofarbysupervisorsandcentralbankerswouldbehighlyvaluable.

    Beyondthetools,oneofthebigpracticalissuesistodeterminethetimingofintervention.WhenshouldoneactivatecircuitbreakerstocutthepositivefeedbackloopsdescribedinPartIV?

    Itisimportant,nottowaittoolong;nottowait,forexample,forthequasicertaintythatthereisabubbleinassetpricesorrealestatetointervene.

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    OneoptionistodeviseautomaticrulesbasedonthecredittoGDPratioandactassoonasacertainthresholdiscrossed(Borioetal.(2011)).Thishastheadvantageofbeingrobusttolobbyingofinterestedparties.Italsoovercomesthewellknownbiastowardsinactionwhengoodtimesareunfoldingandeveryoneishappilysharingthedividendsofincreasingassetreturns,forgettingabouttheriskbuildingup.

    Anotheroptionistostresstestthebalancesheetofthefinancialsector(banksandshadowbanks)veryfrequently,eitherinatargetedwayorbroadly,andjudgewhetherlargebutrealisticchangesinassetpricescouldjeopardizefinancialstability.Stresstestingisadifficultexerciseingeneralandestimatingsecondroundeffectsisparticularlychallenging.Furthermore,thisisnotapopularundertakingwithmarketparticipants,asitrequiresregularinputsontopofmandatoryreportings.Italsorequirescarefulthinkingaboutcommunicationpolicy(and/orabsoluteconfidentialityasthecasemaybe).Moreover,fiscalbackstopstrategiesareneededtoguaranteethecredibilityofthestresstesting.Noneofthisiseasy.Butdoingstresstestsregularlyandoften,evenifthisisanimperfectprocess,isanecessarymonitoringtool.Itimprovestheknowledgeofsupervisorsandinsurestheyareuptodatewiththerecentmarketdevelopments;importantlyitmayalsogiveconstructivechallengestotheinternalriskmonitoringofinstitutions.Itmayrevealfailuresincorporategovernanceinorganizationswhereincentivesarenotnecessarilyalignedtokeepriskincheckorwhereinformationisnotavailableorcentralizedadequately.ItmayevenrevealblindspotsofrisktakingactivitiesoccurringbelowtheradarscreenoftheChiefRiskOfficer.Anaggressivepolicyoffrequentstresstests,sometargeted,somebroad,canprovideaflexiblewaytotackletheissueofexcessivecreditgrowthandleverage.Testsareparticularlyinformativewhentheyindicatewhetherifcurrentfinancingconditions,includingtheshadowbankingsector,weretobedisrupted,financialstabilitycouldbeendangered.15

    d) Mutingthetransmissionchannelstructurallybydampeningtheamplificationcapacityof

    financialintermediaries:tougherlimitsonleverage.

    15Weshouldnotforgetthat,usually,thereareanumberofimportantdomesticdistortionsthatinteractwithcapitalflowsandcreditgrowth.Inpractice,forpoliticalreasons,weseemanysubsidiestoinvestmentinrealestateandtodebt.Thesesubsidiesareinstrumentaltocreatingtheinitialbubbleorthebeginningofabubbleinrealestatepricesandinvestment.Byallmeans,thefirstthingtodoistoremovethesedistortions.Itisalsoimportanttorememberthatexcessiveborrowingbyacountrymeansthatsomeoneelseislendingexcessively:macroprudentialpoliciesapplytolendersjustaswellastheyapplytoborrowers.

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    Attheheartofthetransmissionmechanismdescribedinthispaperistheabilityoffinancialintermediaries,whetherbanksorshadowbankstoleverageupquicklytoveryhighlevelswhenfinancingconditionsarefavourable.Creditisexcessivelysensitivetothefinancingcosts.Istartagain,asinc)withtheusefulobservationthatthemostdangerousoutcomeofinappropriatelylooseglobalfinancialconditionsisexcessivecreditgrowth.Itispossibleinadditiontoorinsteadofmonitoringthecyclicalpropertiesofcreditgrowthtocutstructurallytheabilityoffinancialintermediariestobeexcessivelyprocyclical.Onepolicyleverseemsparticularlyappropriatefordoingthis:theleverageratio.Byputtingatougherlimitonleverage,theabilityofthefinancialsystemtoengageinthefeedbackloopsdiscussedinsectionsVandVIwillbecurtailed.Complexmacroprudentialpoliciesdescribedabovearenotnecessarilyrobust.Errorsofjudgementsbysupervisors,ChiefRiskOfficers,CEOsandboardsarepossibleandevenlikelyinourexcessivelycomplexfinancialandregulatoryenvironment.Tougherleverageratiosmaybeinprincipleawaytodecreasethe(verifiablyhuge)costoftheseerrors,withoutimposinganylargecosts,ifatall,ontherealeconomy(seeHaldane(2012),Jenkins(2012),AdmatiandHellwig(2013))16.

    ConclusionOfthesefouroptions,ifhistoryisofanyguidance,puttinginaplaceaneffectiveinternationalcooperationamongthemaincentralbankstointernalisethespilloversoftheirmonetarypoliciesontherestoftheworldseemsoutofreach17.Andtherearesomereasonsforthat:internationalcooperationonmonetaryspilloversmayconflictwiththedomesticmandatesofcentralbanks.Forexample,internationalfinancialstabilityanddomesticactivityandinflationtargetsmaybeatodds,atleastintheshorttomediumrun.Furthermorethemanagementofaggregatedemandinsystemicallyimportanteconomieshasimportantconsequencesforeconomicactivityintherestoftheworld.Thisisamajorconsideration.Therestoftheworldcannotatthesametimecomplainofexcessivecapitalinflowsduetoloosemonetarypolicyinthecentrecountriesandwishforahigherlevelofeconomicactivityanddemandstimulusinthesamecountries.Tradeoffsareextraordinarily

    16Ofcourseexcessivecomplexityinregulationhasalsothedownsideoflettingawellresourcedindustryfindloopholesorcreatethemaswellasencouragingriskybetsguidedbyregulatoryarbitrage.Complexityoftengoeswithlackoftransparencyandheterogeneousimplementation.17Policycoordinationwasamajorthemeininternationalmacroeconomicsinthe1980s(see,e.g.BuiterandMarston(1985)andBryantandPortes(1987)).TheG7summitsof1986(Tokyo)and1987(Venice)emphasizedmultilateralsurveillance.Tothisday,howeverneithertheeconomicanalysisnorthepolicypronouncementshavehadanyobservableeffectonactualmonetarypolicies.

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    complexandpolicyactionwillmostlikelyremainbiasedtowardsnationalpriorities.Atransparentforuminwhichthecollectivemonetarypolicystanceofthesystemicallyimportantcentralbanksisactivelydiscussedandinconsistenciesanalysedwouldreducetheriskofvolatilityincapitalflows18.

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    AppendixA

    Listofcountriesincluded:NorthAmerica

    LatinAmerica

    Central&EasternEurope

    WesternEurope

    EmergingAsia Asia Africa

    Canada Argentina Belarus Austria China Australia SouthAfrica

    US Bolivia Bulgaria Belgium Indonesia Japan Brazil Croatia Cyprus Malaysia Korea Chile CzechRepublic Denmark Thailand New

    Zealand

    Colombia Hungary Finland CostaRica Latvia France Ecuador Lithuania Germany Mexico Poland Greece Romania Iceland RussianFederation Ireland Serbia Italy SlovakRepublic Luxembourg Slovenia Malta Turkey Netherlands Norway Portugal Spain Sweden Switzerland UK

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    DataonCapitalflows:

    Sourceofflowdata:quarterlygrosscapitalinflowsandoutflowsfromtheInternationalMonetaryFundsInternationalFinancialStatistics(accessedthroughIMFwebsiteinMarch2013)for:PortfolioEquityInflows,OutflowsandNetFlowsconstructedasOutflowsInflows(AssetsLiabilities)FDIInflows,OutflowsandNetFlowsPortfolioDebtInflows,OutflowsandNetFlows,andOtherInvestmentInflows,OutflowsandNetFlowsDatatransformations:FlowsarereportedinmillionsofU.S.dollarsIFSdoesnotdifferentiatebetweentruezerosandnotavailables;mostofthetimeswetreatthesevaluesaserrorsandomissions,unlesstheyevidentlyrepresentzeroflows.MappingoftheflowsfromBPM5(until2004Q4)toBP6(2005Q1onwards)inaccordancetotheguidelinesofthe6theditionoftheBalanceofPaymentsandInternationalInvestmentPositionManualofIMFReconciliationforquarters2005Q12008Q4forwhichthereisdataoverlap.ConstructionofNetFlowsonlywhendataonInflowsandOutflowsareavailableWorldGDPGrowth(Quarterly):InternationalMonetaryFundsInternationalFinancialStatistics(accessedthroughIMFwebsiteinMarch2013).

  • 33

    AppendixBGlobalFactor:commonfactorextractedfromacollectionof858assetpriceseriesspreadoverAsiaPacific,Australia,Europe,LatinAmerica,NorthAmerica,CommodityandCorporatesamples.FordetailsonextractionandoriginalassetpricesdatasetcompositionpleaserefertoMirandaAgrippinoandRey(2012).BankingSectorLeverage:constructedastheratiobetweenClaimsonPrivateSectorandTransferableplusOtherDepositsincludedinBroadMoneyofDepositoryCorporationsexcludingCentralBanks.DataareinnationalcurrenciesfromtheOtherDepositoryCorporationsSurvey;MonetaryStatistics,InternationalFinancialStatisticsdatabase.ClassificationofdepositswithintheformerDepositMoneyBanksSurveycorrespondstoDemand,Time,SavingsandForeignCurrencyDeposits.EUBankingSectorLeverage:constructedasthemedianBankingSectorLeverageoftheinitial12EuroAreaCountries(Austria,Belgium,Finland,France,Germany,Greece,Ireland,Italy,Luxembourg,theNetherlands,PortugalandSpain)andtheUK.USBrokersDealersFinancialLeverage:constructedastheratioofSecurityBrokerandDealersFinancialAssetsandTotalLiabilities;FederalReserveBoard;FinancialAccounts,releaseZ.1DomesticCredit:constructedasthesumofdomesticclaimsofDepositoryCorporationsexcludingCentralBanks.DomesticclaimsaredefinedasClaimsonPrivateSector,PublicNonFinancialCorporations,OtherFinancialCorporationsandNetClaimsonCentralorGeneralGovernment(ClaimslessDeposits);OtherDepositoryCorporationSurveyandDepositMoneyBanksSurvey;MonetaryStatistics;IFS.Originaldatainnationalcurrencies.DirectCrossBorderCredit:measuredasdifferenceinclaimsonallsectorsornonbanksectorofagivencountryofallBISreportingcountriesinallcurrencies;LocationalStatisticsDatabase;InternationalBankPositionsbyResidence;BIS;Tables7Aand7B.GlobalInflows:constructedasthesumofdirectcrossbordercredittononbanksectorinthe53countriessampledforthepaneldataanalysis;listofcountriessampledattheendofthissection.NominalGDPDatainUSD:originaldatainnationalcurrenciesfromNationalStatisticalOffices;HaverAnalyticsconversionusingspotendofperiodFXrates.VIX:endofperiodreadings;ChicagoBoardOptionExchange(CBOE).StockMarketIndices:endofperiodclosequotes;HaverAnalyticsandGlobalFinancialData.HousePriceIndices:OECD,BIS.ExchangeRates:innationalcurrencyperUSDollar;endofperiod;InternationalFinancialStatistics.NominalEffectiveExchangeRate:BroadEffectiveExchangeRateIndices,BISUSGDP:RealGrossDomesticProduct(BillionsofChained2005Dollars);BureauofEconomicAnalysis

  • 34

    USINFLATION:GrossDomesticProduct:ImplicitPriceDeflator(Index2005=100);BureauofEconomicAnalysisFFRUS:EffectiveFederalFundRates,EndofPeriod(%p.a.);FederalReserveBoard;SelectedInterestRates,releaseH.15Countriesinthepanel:Argentina,Australia,Austria,Belarus,Belgium,Bolivia,Brazil,Bulgaria,Canada,Chile,Colombia,CostaRica,Croatia,Cyprus,CzechRepublic,Denmark, Ecuador,Finland,France,Germany,Greece,HongKong,Hungary,Iceland,Indonesia,Ireland,Italy,Japan,Korea,Latvia,Lithuania,Luxembourg,Malaysia,Malta,Mexico,Netherlands,NewZealand,Norway,Poland,Portugal,Romania,Russia,Serbia,Slovakia,Slovenia,SouthAfrica,Spain,Sweden,Switzerland,Thailand,Turkey,UnitedKingdom,UnitedStates.

  • 35

    AppendixCTable2

    Table2(b)BankingSectorLeverageGrowth,,isthedependantvariable(19902013)flit CreditL C.nonbankL CreditA DebtL DebtA EquityL EquityA

    VIXt0.0125*** 0.0122*** 0.0127*** 0.0121*** 0.0127*** 0.0140*** 0.0121***(3.84) (3.82) (3.87) (4.02) (3.87) (3.70) (3.43)

    VIXt0.0164*** 0.0167*** 0.0171*** 0.0167*** 0.0174*** 0.0175*** 0.0190***(4.06) (4.4) (4.44) (4.26) (4.39) (4.49) (4.81)

    flit*VIXt 0.00 0.0014 0 0.0007 0 0 0.0005(1.28) (1.39) (0.67) (1.09) (0.89) (0.36) (1.24)

    flit1*VIXt1

    0.0002 0.0014 0 0.0001 0.0001 0 0.0003(0.61) (1.43) (0.56) (0.34) (0.67) (0.29) (1.18)

    Adj.R2 0.01 0.008 0.008 0.009 0.008 0.007 0.011N 2352 2405 2370 2273 2332 2018 2167

    Fixedeffectestimator,standarderrorsadjustedforclusteringoncountry,tstatinparentheses.Allspecificationsincludethecontrolvariablesandalineartrend.

    Table2(c)Housepriceinflation,isthedependantvariable(19902013)

    flit CreditL C.nonbankL CreditA DebtL DebtA EquityL EquityA

    VIXt0.0174*** 0.0127*** 0.0170*** 0.0183*** 0.0179*** 0.0166*** 0.0178***(3.66) (3.68) (3.52) (3.52) (3.74) (3.60) (3.36)

    VIXt0.0073*** 0.0051** 0.0072*** 0.0076*** 0.0082*** 0.0081*** 0.0074***(2.91) (2.03) (2.88) (2.87) (3.5) (4.33) (2.89)

    flit*VIXt

    0.00 0.001 0.0001 0.0003 0 0 0.0001(1.04) (0.99) (1.07) (1.16) (0.3) (0.59) (0.65)

    flit1*VIXt1

    0.0001 0.0018 0 0.0001 0 0 0.0001(1.00) (1.11) (0.09) (0.56) (0.08) (0.02) (0.59)

    Adj.R2 0.07 0.064 0.068 0.066 0.063 0.058 0.076N 2335 2490 2358 2263 2303 2044 2166

    Fixedeffectestimator,standarderrorsadjustedforclusteringoncountry,tstatinparentheses.Allspecificationsincludethecontrolvariablesandalineartrend.

  • 36

    AppendixD:Figures1a,b,c:heatmapsofcorrelationsofgrossinflows,grossoutflowsandnetflowsFigure2:plotscapitalinflowsdisaggregatedbyassettypes(FDI,portfolioequity,portfoliodebtandcredit)asaproportionoftheworldGDPfortheperiod1990Q12012Q4anditreportstheVIX(invertedscale)onthesamegraph.Figure5:CompletesetofImpulseresponsefunctionsoftheVAR.