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文檔簡介
EUROPEANCENTRALBANK
EUROSYSTEM
WorkingPaperSeries
JohannesBreckenfelder,VeronicaDeFalcoInvestorheterogeneityandlarge-scaleassetpurchases
No2938
Disclaimer:ThispapershouldnotbereportedasrepresentingtheviewsoftheEuropeanCentralBank(ECB).TheviewsexpressedarethoseoftheauthorsanddonotnecessarilyreflectthoseoftheECB.
ECBWorkingPaperSeriesNo2938
1
Abstract
Large-ScaleAssetPurchasescanimpactthepriceofsecuritiesdirectly,whensecuri-tiesaretargetedbythecentralbank,orindirectlythroughportfoliore-balancingofprivateinvestors.Wequantifyboththedirectandtheportfoliore-balancingimpact,emphasizingtheroleofinvestorheterogeneity.Weuseproprietarysecurity-leveldataonassetholdingsofdifferentinvestors.Wemeasurethedirectimpactonsecuritylevel,findingthatitissmallerforsecuritiespredominantlyheldbymoreprice-elasticinvestors,fundsandbanks.Comparingasecurityatthe90thpercentileoftheinvestorelasticitydistributiontoasecurityatthe10thpercentile,thepriceimpactisonlytwo-thirdsaslarge.Toassesstheportfoliore-balancingeffects,weconstructanovelshift-shareinstrumenttomeasureinvestors’quasi-exogenousexposuretocentralbankpurchases,basedoninvestors’holdingsofeligiblesecuritiesbeforetheQEprogramwasannounced.Weshowthatfundsandbanksselleligiblesecuritiestothecentralbankandre-balancetheirportfoliostowardsineligiblesecurities,withinvestorsex-antemoreexposedtocentralbankpurchasesre-balancingmore.Usingdetailedholdingsdataofmutualfunds,weestimatethatforeacheurosoldtothecentralbank,theaveragefundallocates88centstoineligibleassetsand12centstoothereligibleassetsthatthecentralbankdoesnotbuyinthattimeperiod.Thepriceofineligiblesecuritiesheldbymoreexposedfundsincreasescomparedtothoseheldbylessexposedfunds,underscoringtheportfoliore-balancingchannelatwork.
Keywords:financialintermediaries,mutualfunds,centralbank,assetpricing
JELClassification:E52,E58,G11,G12,G23
ECBWorkingPaperSeriesNo2938
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Non-technicalsummary
TocombattheGreatRecessionfollowingthe2008financialcrisisandthemorerecentPan-demicRecession,centralbanksaroundtheglobepurchasedunprecedentedquantitiesofsecurities.Largelyasaresultofassetpurchases(alsoknownasQuantitativeEasingorQE),balancesheetsofmajorcentralbanksballoonedinsize,constituting-atthepeak-between40%(USFederalReserve,BankofEngland)and130%oftheircountry’sGDP(BankofJapan).Bypurchasinglargequantitiesofassets,thecentralbanksaimtoaffectassetpricesthroughouttheeconomy.Indeed,accordingtotheso-calledportfoliore-balancingchannel,QEoperateswellbeyondtheeffectonpricesthecentralbankpurchasesdirectly:italsoaffectsotherassetpricesasinvestorssellingassetstothecentralbankre-balanceintoothersecuritiesnoteligibleforcentralbankpurchases.Atthesametime,theeffectivenessofQEasapolicyisthesubjectofintensedisputeamongeconomistsasitisdifficulttoseparatetheeffectsofQEfromothercontemporaneouseventsandpolicymeasures.Theidentifica-tionandquantificationoftheparticularchannelsthroughwhichQEoperatesissubjecttoseveralchallenges,asthedecisionsofinvestorstosellsecuritiestothecentralbankandto
re-balancetheirportfoliosareaffectedbyahostoffactors.
Inthispaper,wesetouttodealwiththesechallengesandtoquantifyboththedirectandindirecteffectsoflarge-scaleassetpurchases.Weuseproprietarysecurity-leveldataonassetholdingsofmajorinvestors(banks,insurances,pensionfunds,mutualfunds)toanalyzehowdifferentinvestorsadjusttheirholdingsofthesamesecurityinthesametimeperiod,inresponsetocentralbankpurchases.WearguethatQEeffectsdependcruciallyonthecompositionofinvestorssellingassetstothecentralbank.Ourdataallowsustomeasurethedirecteffectsonsecuritylevelandweshowthatcentralbankpurchaseshavesmallereffectsonyieldsforsecuritiespredominantlyheldbymoreprice-elasticinvestors-mutualfundsandbanks.Comparingasecurityatthe90thpercentileoftheinvestorelasticitydistributionto
asecurityatthe10thpercentile,thepriceimpactisonlytwo-thirdsaslarge.
Toassesstheportfoliore-balancingeffects,weconstructanovelshift-shareinstrumenttomeasureinvestors’quasi-exogenousexposuretocentralbankpurchases.Theinstrument
isbasedoninvestors’holdingsofsecuritieseligibleforpurchasesbeforetheQEprogram
ECBWorkingPaperSeriesNo2938
3
wasannounced.Weshowthatfundsandbanks–majorinvestorsinthebondmarkets-selleligiblesecuritiestothecentralbankandre-balancetheirportfoliostowardsineligiblesecurities,withinvestorsex-antemoreexposedtocentralbankpurchasesre-balancingmore.Incontrast,insurancecompaniesandpensionfundsarelesselastic,andrespondlesstocentralbankpurchases,andthereforecontributelesstotheportfoliore-balancingchannel.Usingdetailedholdingsdataofmutualfunds,weestimatethatforeacheurosoldtothecentralbank,theaveragefundallocates88centstoineligibleassetsand12centstoothereligibleassetsthatthecentralbankdoesnotbuyinthattimeperiod.Thepricesofineligiblesecuritiesheldbyfundsmoreexposedtocentralbankpurchasesincreasecomparedtothose
heldbylessexposedfunds,underscoringtheportfoliore-balancingchannelatwork.
WereachtheseconclusionsbyanalyzingpurchasesconductedbytheEuropeanCentralBank(ECB)from2015to2022.Oursampleencompassestwomajorprograms:theAssetPurchaseProgram(APP)andthePandemicEmergencyPurchaseProgram(PEPP),whichcombinedamountedtonearly5trillioneurosofpurchases(60percentofeuroareaGDP)bytheendof2022.Assetstargetedundertheseprogramsincludegovernmentbonds,corporatebonds,asset-backedsecurities,andcoveredbonds.WeuseSecuritiesHoldingsStatistics(SHS),anadministrativedatabaseofportfolioholdingsofprivateinvestorscollectedbytheECB.Portfolioholdingsarereportedatthesecurity(ISIN),quarter,andinvestor-typelevel.Inaddition,wemergeSHSwithconfidentialinformationonECBpurchasesatthesecuritylevel.Tostudyspillovereffects,wealsoemploydetailedmutualfund-levelportfolioholdings
dataprovidedbyLipper,amarketdataprovider.
ECBWorkingPaperSeriesNo2938
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1Introduction
TocombattheGreatRecessionfollowingthe2008financialcrisisandthemorerecentPan-demicRecession,centralbanksaroundtheglobepurchasedunprecedentedquantitiesofsecurities.Largelyasaresultofassetpurchases(alsoknownasQuantitativeEasingorQE),balancesheetsofmajorcentralbanksballoonedinsize,constituting-atthepeak-between40%(USFederalReserve,BankofEngland)and130%oftheircountry’sGDP(BankofJapan).Bypurchasinglargequantitiesofassets,thecentralbanksaimtoaffectassetpricesthroughouttheeconomy.Indeed,accordingtotheso-calledportfoliore-balancingchannel,QEoperateswellbeyondtheeffectonpricesthecentralbankpurchasesdirectly:italsoaffectsotherassetpricesasinvestorssellingassetstothecentralbankre-balanceintoothersecuritiesnoteligibleforcentralbankpurchases.Atthesametime,theeffectivenessofQEasapolicyisthesubjectofintensedisputeamongeconomistsasitisdifficulttoseparatetheeffectsofQEfromothercontemporaneouseventsandpolicymeasures.Theidentifica-tionandquantificationoftheparticularchannelsthroughwhichQEoperatesissubjecttoseveralchallenges,asthedecisionsofinvestorstosellsecuritiestothecentralbankandto
re-balancetheirportfoliosareaffectedbyahostoffactors.
Inthispaper,wesetouttodealwiththesechallengesandtoquantifyboththedirectandindirecteffectsoflarge-scaleassetpurchases.Weuseproprietarysecurity-leveldataonassetholdingsofmajorinvestors(banks,insurances,pensionfunds,mutualfunds)toanalyzehowdifferentinvestorsadjusttheirholdingsofthesamesecurityinthesametimeperiod,inresponsetocentralbankpurchases.WearguethatQEeffectsdependcruciallyonthecompositionofinvestorssellingassetstothecentralbank.Ourdataallowsustomeasurethedirecteffectsonsecuritylevelandweshowthatcentralbankpurchaseshavesmallereffectsonyieldsforsecuritiespredominantlyheldbymoreprice-elasticinvestors-mutualfundsandbanks.Comparingasecurityatthe90thpercentileoftheinvestorelasticitydistributionto
asecurityatthe10thpercentile,thepriceimpactisonlytwo-thirdsaslarge.
Toassesstheportfoliore-balancingeffects,weconstructanovelshift-shareinstrumenttomeasureinvestors’quasi-exogenousexposuretocentralbankpurchases.Theinstrument
isbasedoninvestors’holdingsofsecuritieseligibleforpurchasesbeforetheQEprogram
ECBWorkingPaperSeriesNo2938
5
wasannounced.Weshowthatfundsandbanks–majorinvestorsinthebondmarkets-selleligiblesecuritiestothecentralbankandre-balancetheirportfoliostowardsineligiblesecurities,withinvestorsex-antemoreexposedtocentralbankpurchasesre-balancingmore.Incontrast,insurancecompaniesandpensionfundsarelesselastic,andrespondlesstocentralbankpurchases,andthereforecontributelesstotheportfoliore-balancingchannel.Usingdetailedholdingsdataofmutualfunds,weestimatethatforeacheurosoldtothecentralbank,theaveragefundallocates88centstoineligibleassetsand12centstoothereligibleassetsthatthecentralbankdoesnotbuyinthattimeperiod.
1
Thepricesofineligiblesecuritiesheldbyfundsmoreexposedtocentralbankpurchasesincreasecomparedtothose
heldbylessexposedfunds,underscoringtheportfoliore-balancingchannelatwork.
WereachtheseconclusionsbyanalyzingpurchasesconductedbytheEuropeanCentralBank(ECB)from2015to2022.Oursampleencompassestwomajorprograms:theAssetPurchaseProgram(APP)andthePandemicEmergencyPurchaseProgram(PEPP),whichcombinedamountedtonearly5trillioneurosofpurchases(60percentofeuroareaGDP)byend2022.Assetstargetedundertheseprogramsincludegovernmentbonds,corporatebonds,asset-backedsecurities,andcoveredbonds.WeuseSecuritiesHoldingsStatistics(SHS),anadministrativedatabaseofportfolioholdingsofprivateinvestorscollectedbytheECB.Portfolioholdingsarereportedatthesecurity(ISIN),quarter,andinvestor-typelevel.Wegroupinvestortypesinthefollowingcategories:Noneuroareainvestors,plusfiveeuroareainvestortypes-banks,mutualfunds,insurancecompanies,pensionfunds,and“other”,whichcorrespondstosmallerresidualinvestors(government,households).Inaddition,wemergeSHSwithconfidentialinformationonECBpurchasesatthesecuritylevel.Tostudyspillovereffects,wezoominonetypeofinvestors-mutualfunds-forwhichwecanuse
fund-levelportfolioholdingsdataprovidedbyLipper,amarketdataprovider.
Inthefirstpartofthepaper,weassesstheimportanceofinvestorheterogeneityforthedirecteffectsofcentralbankpurchases.Large-scaleassetpurchasesareisomorphictonegativechangesinsupply,astheyeffectivelyreducethesupplyofbondsavailabletoprivate
investorsinthemarket.Inademand-supplyframework,theeffectofagivenpurchaseonthe
1Toarriveatthissplit,wetakethere-balancingcoefficientsfromourregressionanalysisforbotheligibleassetsnotpurchasedandineligibleassets.Weweightheestimatesbytheportfoliocomposition(numberofsecuritiesheld)oftherespectiveassettypesfortheaveragefund.
ECBWorkingPaperSeriesNo2938
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priceofonesecuritydependsontheslopeofthedemandcurveforthatasset.Inasettingwithinvestorswithdifferentprice-elasticity,thisslopecandependonthecompositionofinvestorsholdingthebond.Empirically,toestimatetheslopeofthedemandcurve,weneedaplausiblyexogenoussupplyshock.However,inoursetting,supplychangesarenot
necessarilyrandomlyallocated,aspurchasescouldbecorrelatedwithassetcharacteristics.
Toaddressthischallenge,weisolatearandomcomponentofpurchasesand,withthat,estimatethepriceelasticityofeachtypeofinvestor.OuridentificationstrategycomparescentralgovernmentbondspurchasedbytheECBissuedbythesamecountryandwithsimilarresidualmaturity.Byincludingsecurityfixedeffectsandquarter-country-residualmaturityfixedeffects,weabsorbvariationinECBpurchasesthatcouldbecorrelatedwithsecuritycharacteristics.Evenwhencomparingpurchasedbondstoveryclosesubstitutes,purchasesbytheECBreduceyields.WeusethissupplyshockgeneratedbytheECBpurchasestoestimateinvestor-typelevelpriceelasticity.Foreachinvestortype,weregressthesecurityholdingsonthatsecurity’syield,instrumentingtheyieldwithECBpurchases.Investorsoutsideoftheeuroarea,alongwitheuroareabanksandmutualfunds,exhibitapositiveprice-elasticitystatisticallydifferentfromzero.Incontrast,insurancecompanies
andpensionfundsarerelativelymoreinelastic.
Giventheestimatedinvestorelasticities,weconstructasecurity-levelmeasureofthepriceelasticityoftheinvestorbase.Foreachsecurity,wecomputeaweightedaverageoftheinvestor-typelevelelasticityestimates,wheretheweightsarethesharesoftheamountoutstandingheldbyeachinvestortype.Investorcompositionmightbeendogenoustoassetpurchases.Toaddressthisconcern,weexploitquasi-exogenouscross-sectionalvariationininvestorbasecompositionacrosssecurities,measuringtheshareheldbyeachinvestortypepriortotheannouncementandimplementationofassetpurchases.Theweightedelasticitymeasureisbyconstructionhigherforassetsheldex-antemorebymoreelasticinvestors.Withthismeasure,wecanfinallytesthowinvestorcompositionaffectsthedirectimpactof
centralbankpurchases.
Wefindthattheeffectsofpurchasesonpricesaresmallerforsecuritiesthatarepredom-inantlyheldbymoreelasticinvestors,butalsothattheeffectsofpurchasesarenon-linear:
theyincreaseasthestockofaparticularsecurityheldbythecentralbankincreases.Our
ECBWorkingPaperSeriesNo2938
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regressionsofbondyieldsonECBpurchasesinteractedwiththeweightedelasticitymeasureshowthatECBpurchasesreduceyieldsbutlesssoforsecuritieswithhigherweightedelas-ticity.Furthermore,weshowthatthehigherthestockofagivensecuritytheECBholds,thelowertheelasticitiesoftheremaininginvestorsholdingthatsecurityareandthelargerthepriceimpactofanadditionalECBpurchaseis.Theseresultshighlightthatheterogeneouspriceelasticitiesofinvestorsmatterforassetprices.Quantitatively,sortingsecuritiesbythepriceelasticityoftheirinvestorbase,wefindthatthedirecteffectsofcentralbankpurchasesforasecurityatthe90thpercentileoftheinvestorelasticitydistributionareonlytwo-thirds
aslargeasforasecurityatthe10thpercentile.
Inthesecondpartofthepaper,weexaminetheindirecteffectsoflarge-scaleassetpur-chases:howthepricesofineligibleassetsareaffectedbyportfoliore-balancing.Intuitively,asthepriceofeligiblesecuritiesincreases,privateinvestorsmayre-balancetheirportfoliotowardsineligibleassets,generatingspillovereffects.Wefirstfocusonquantityre-balancingattheinvestor-securitylevelandthenshowtheeffectsonpricesofineligiblesecurities.Inthispartoftheanalysis,wefocusonmutualfunds,oneinvestortypeweestimatedtobeelastic.Theadvantageofzoominginmutualfundsishavingfund-levelportfolioholdings
data.
Sincemutualfundscouldendogenouslychoosetoholdaportfoliohighlyexposedtocentralbankpurchases,weconstructashift-shareinstrumentofmutualfunds’exposure.Foreachfund,ineachquarter,weconstructameasureofpredictedexposuretoECBpurchases.ThisvariabledependsonhowmuchtheECBbuysofeachsecurityineachquarterandhowmucheachfundownedofthatsecurityattheendof2014(beforethebeginningofthecentralbankpurchaseprogram).Theexogeneityoftheinstrumentreliesontheex-antesharestobequasi-exogenous.Weusethispredictedexposuretoinstrumentfortheamountofeligiblesecuritiesthefundssell.Between2015and2022,weestimatethattheaveragefundsells0.5%ofitseligibleportfolioholdingsduetocentralbankpurchases.Atthesametime,weestimatesubstantialheterogeneityacrossfunds.Weexploitthecross-sectionalheterogeneityacrossfundsinexposureandportfolioallocationofineligiblesecuritiestoestimatespillover
effects.
Forthesameineligiblesecurityinthesamequarter,fundsexantemoreexposedtolarge-
ECBWorkingPaperSeriesNo2938
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scaleassetpurchasesre-balancetheirportfoliosmoretowardssuchsecurity.Weregresstheportfolioweightofeachineligiblesecurityeachfundholdsonthefund’sexposuremeasure,instrumentedbythepredictedexposure.Oneconcernisthatineligiblesecuritiesheldbymore-exposedfundscoulddifferfromineligiblesecuritiesheldbyless-exposedfunds:toaddressthis,weuseawithin-securityestimatorbasedon
KhwajaandMian
(2008),including
securitybytimefixedeffectsinouranalysis.Intuitively,by“holdingthesecurityfixed”ateachpointintime,weensurethatsecurity-time-varyingfactorsdonotdrivere-balancing.Weestimatethatforeacheurosoldtothecentralbank,anaveragefundallocates88centstoineligibleassetsand12centstoothereligibleassetsthatthecentralbankdoesnotbuy
inthattimeperiod.
Next,westudythepriceimpactoftheestimatedquantityre-balancing.Sincewefindthatfundswithhigherexposurere-balancemore,wetestwhetherthepricesofsecuritiesheldbymoreexposedfundsincreasecomparedtosecuritiesheldbylessexposedfunds.Theintuitionbehindthishypothesisisthatfundsaremorelikelytore-balancetowardsexist-ingsecuritiesintheirportfolio,soheterogeneityinpreferencesthatgenerateheterogeneous
portfolioallocationsacrossprivateinvestorsinfluencesthepass-throughofthepolicy.
ToidentifythecausaleffectofECBassetpurchasesonthepriceofineligiblesecurities,weconstructashift-shareinstrumentoftheamountpurchasedofeachineligiblesecuritybyfunds.Wecomputethepredictedchangeinthenominalamountforeachsecuritybasedontheinteractionoftwoterms:theportfolioweightofeachineligiblesecurityforeachfundandthequasi-exogenousexposuresoffundstocentralbankpurchases.Theexogeneityoftheshift-shareinstrument,inthiscase,reliesonthe“shifter”,theexposureoffunds,beingexogenous.Theintuitionbehindthisinstrumentisthatweuseapredictedversionofhowmuchineligiblesecuritieswouldbeimpactedbysecond-roundpurchaseflowsiffundswere
re-balancingaccordingtopre-existingportfolioweights.
Inouranalysis,wealsoincludequarter-by-securitycharacteristicsfixedeffectstoaddressthepotentialsortingbetweenfundsandsecurities.Inotherwords,weseeknottocomparesecuritiesforwhichweexpectpricedynamicstodiffer.Intheassessmentofquantityre-balancing,weuseawithin-securityestimatortoaddressthisissue.Tostudytheeffectson
prices,weidentifyasetofobservablecharacteristicsthatyieldsimilarresultstothewithin-
ECBWorkingPaperSeriesNo2938
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securityestimator(
KhwajaandMian
(2008),
Chodorow-Reich
(2014b))andincludethose
ascontrolsintheestimationofeffectsonprices.Giventhisstrategy,weestimatetheeffectonpricesofineligiblesecuritiesofsecond-rounddemandshocksinducedbycentralbank
purchases.
Wefindevidenceofspillovereffectsasthepricesofsecuritiesthatmoreexposedfundsholdincreasecomparedtothoseheldbylessexposedfunds.Quantitatively,thepriceimpactonineligibleassetsissmallerbutonthesameorderofmagnitudeasthepriceimpactoneligibleassets.Thisresultshowsthatcentralbankpurchaseshavethepotentialtoaffectthepricesofsecuritiesthattheydonotdirectlytarget.Thisinsightcanhelpassessthecal-ibrationandtargetingofassetpurchaseprogramsbycentralbanksbasedontheirobjectivefunction.Ourresultsshowthatprivateinvestors’preferencesmediatethepropagationofthepolicy.Sinceourestimationreliesonrevealedpreferencesbymeasuringinvestors’ex-anteportfolioallocation,ourmethodologycanbeusedtopredicttheeffectsofpurchasesacross
ineligibleassetsforagivensetoftargetedassets.
RelatedLiterature.Thispaperrelatestoseveralstrandsofliteratureonunconven-
tionalmonetarypolicy,intermediaryanddemand-systemassetpricing.
First,werelatetotheliteratureonlarge-scaleassetpurchasesintheEuroArea,study-ingannouncementeffectsofpurchases(
Andradeetal.
(2016),
Altavillaetal.
(2015))and
portfoliore-balancing(
Bergantetal.
(2020),
Albertazzietal.
(2021)),andestimatingprice
elasticities(
KoijenandYogo
(2019),
DeSantisandHolm-Hadulla
(2020))
.InthecontextoftheFederalReserveoperations,
D’AmicoandKing
(2013)studyflowandstockeffectsof
purchases,
LuandWu
(2023)studyportfoliore-balancingduetotraditionalinterestrate
policy,and
Acharyaetal.
(2022)studyhowFedpurchasesinducedlong-durationIG-focused
investorstorebalancetheirportfoliostowardshigher-yieldingIGbonds.Wecontributetothisliteraturebyestimatingspillovereffectsonassetsthatarenoteligibleforcentralbankpurchaseswhileemphasizingtheroleofinvestorheterogeneityanddevelopinganoveliden-
tificationmethodology.
Wesharewith
Koijenetal.
(2021)thefocusoninvestorheterogeneity.
Koijenetal.
(2021)studythedirecteffectsofQEandestimatedemandelasticitiesofinvestorsfordif-
ECBWorkingPaperSeriesNo2938
10
ferentnationalissuersofgovernmentbondsintheeuroarea(e.g.,GermanBunds,Frenchgovernmentbondsetc.),followingtheapproachof
KoijenandYogo
(2019).Theyfindthat
demandelasticitiesareheterogeneousacrossinvestors,withforeigninvestorshavingthemostelasticdemand,andinsurancecompaniesandpensionfundshavingtheleastelasticdemand.Weestimatethedirecteffectsofpurchasesonasecurity-ratherthannational-issuer-levelandweshowthatthedirecteffectsofQEarenon-linear,andbecomelargerasthestockof
agivensecurityheldbythecentralbankincreases.
Second,thispapercontributestotheintermediaryassetpricingliterature(
Greenwood
andVayanos
(2010),
GreenwoodandVayanos
(2014),
VayanosandVila
(2021))andgrowing
workondemandsystemassetpricing(
KoijenandYogo
(2019),
GabaixandKoijen
(2021))
thathashighlightedtheroleofinvestors’preferencesindeterminingequilibriumassetprices
Coppola
(2021)
.Ourcontributiontothisliteratureistoanalyzetheroleofinvestors’
preferencesforthepropagationoflargescaleassetpurchases.
Finally,werelatetoabroaderliteratureinmonetarypolicy(
FriedmanandKuttner
(2010)
EggertssonandWoodford
(2003)
Stein
(2012)studyinglargescaleassetpurchases
asapolicytool(Bernanke
(2020),
Vissing-JorgensenandKrishnamurthy
(2011)
Chodorow-
Reich
(2014a)
Woodford
(2016))andtheirrelationshiptotraditionalinterestratepolicy
(Greenwoodetal.
(2023))
.
Theremainderofthepaperisorganizedasfollows.In
section2
,weprovideastylizedsupplyanddemandmodelforoneassetandKheterogeneousinvestors,whichwesubsequenlyextendtoNassets.In
section3
,wedescribethedataweuseintheempiricalsections.In
section4
,wetesthowinvestors’compositionmattersforthedirecteffectsofpurchases.In
section5
,westudyspillovereffectsdrivenbyportfoliore-balancingofmutualfunds.In
section6
,weanalyzeportfoliore-balancingofheterogenousinvestortypesbeyondmutual
funds.
ECBWorkingPaperSeriesNo2938
11
2Atheoreticalframework
2.1Astylized1assetmodelwithKheterogeneousinvestors
Inthissection,wepresentasimpleoneassetmodeltothinkabouttheeffectsofpurchasesonpriceswhenanassetisheldbymultipleinvesto
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