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EUROPEANCENTRALBANK
EUROSYSTEM
WorkingPaperSeries
LuciaLópez,FlorensOdendahl,SusanaPárraga,EdgarSilgado-Gómez
Thepass-throughtoinflationofgaspriceshocks
No2968
Disclaimer:ThispapershouldnotbereportedasrepresentingtheviewsoftheEuropeanCentralBank(ECB).TheviewsexpressedarethoseoftheauthorsanddonotnecessarilyreflectthoseoftheECB.
ECBWorkingPaperSeriesNo29681
Abstract
ThispaperusesaBayesianStructuralVectorAutoregressive(BSVAR)frameworkto
estimatethepass-throughofunexpectedgaspricesupplyshocksonHICPinflationintheeuroareaanditsfourlargesteconomies.Incomparisontooilpriceshocks,gaspriceshockshaveapproximatelyone-thirdsmallerpass-throughtoheadlineinflation.Country-specificresultsindicategaspriceincreasesmattermoreforGerman,SpanishandItalianinflationthanforFrenchinflation,hingingontherelianceonenergycommoditiesinconsumption,production,anddifferentelectricitypricesregulation.Consistentwithgasbecomingaprominentenergycommodityintheeuroarea,includingtime-variationthroughatime-varyingparameterBVARdemonstratesasubstantiallylargerimpactofgaspriceshocksonHICPinflationinrecentyears.TheempiricalestimatesarethenrationalizedusingaNewKeynesianDynamic
StochasticGeneralEquilibrium(NK-DSGE)modelaugmentedwithenergy.Inthemodel,theelasticityofsubstitutionbetweengasandnon-energyinputsplaysacriticalroleinexplainingtheinflationaryeffectsofgasshocks.Adecompositionoftherecentinflationdynamicsintothemodelstructuralshocksrevealsalargercontributionofgasshockscomparedtooilshocks.
JEL:C11,C32,E31,Q41,
Keywords:Naturalgasandoilshocks;Inflation;BayesianVARs;NewKeynesianDSGE
ECBWorkingPaperSeriesNo29682
Non-technicalsummary
Therecentinflationsurgeintheeuroareawassignificantlyinfluencedbyenergyprices,particularlygasfollowingRussia’sinvasionofUkraineinFebruary2022.Whilepaststudieshavelargelyfocusedontheimpactofoilpricesoninflation,thisresearchshinesalightontheroleofgasprices.
ThroughvariousempiricalmethodsbasedonBayesiantechniques,thispaperestimates
thepass-throughofinternationalgaspricestoconsumerpricesintheeuroarea,includingthelargesteconomiesintheregion:Germany,France,Italy,andSpain.ThesampleperiodgoesfromJanuary1997toDecember2022.Wealsodevelopatheoreticalmodeltogaindeeperinsightsintohowdisturbancestogaspricesinfluenceconsumerpricesdifferentiatingbetweentheirdirectandindirecteffects.Directeffectsincludebasicallyincreasedspendingonhomeheating,whileindirecteffectsinvolvegasusageintheproductionprocesses.
Overall,thepaperenhancesourunderstandingofthecomplexrelationshipbetweengaspricesandinflation,offeringusefulinsightsforpolicymakersandresearchersalike.Findingsindicatethatwhileunexpectedincreasesingaspricesdocontributesignificantlytoinflation,theirimpactissomewhatlesspronouncedcomparedtooilpriceshocks.Thetheoreticalanalysisrevealsthatgasplaysacriticalroleasacomplementaryinputinproduction.Thatis,gasismoreimportantintheproductionsidethanintheconsumptionbasketsothatindirecteffectsdominate.Wealsoprovideanarrativeforthecontributionofseveralstructuralshockstotherecentinflationdynamicsintheeuroarea.Wefindthatthesewereexplainedbyacombinationofgaspriceshocks,withamuchlargercontributionrelativetooilshocks,followedbywagemark-upshocks,demandandproductivityshocks.
ECBWorkingPaperSeriesNo29683
1Introduction
Theenergycomponenthasbeenakeydriveroftherecentinflationsurgeintheeuroarea.Precisely,gastookthecenterstageofenergycommoditymarketsafterRussia’sinvasionofUkraineinFebruary2022triggeredunprecedentedincreasesingasprices.Yet,theinflationaryeffectsofgaspriceshocksremainrelativelyunknownbecausetheliteraturehasfocusedonoilpriceshocks(see,forexample,
BlanchardandGalí,
2007b;
ClarkandTerry,
2010;
Kilianand
Lewis,
2011;
BaumeisterandPeersman,
2013;
Gaoetal.,
2014;
Choietal.,
2018;
K?nzig,
2021;
Caietal.,
2022)ortherelationbetweenoilandgasprices(see,forexample,
Brigida,
2014;
Zhang
andJi,
2018;
SzafranekandRubaszek,
2023
).Thispaperinsteadprovidesacomprehensivestudyofthepass-throughtoconsumerpricesinflationofgaspriceshocks.OurcontributiontotheliteratureistwofoldinthatwemarshalseveralpiecesofempiricalevidencetogetherwithatheoreticalanalysisthatrationalisesourestimatesembeddinggasinastandardNewKeynesianDynamicStochasticGeneralEquilibriummodel(NK-DSGE).
First,webuildaStructuralBayesianVectorAutoregressive(SBVAR)frameworktoestimatethepass-throughofinternationalwholesalegaspricesintotheHarmonisedIndexofConsumerPrices(HICP)inflationintheeuroareaandthefourlargesteconomiesintheregion:Germany,France,ItalyandSpain.ThedatasetofmonthlyobservationsspansfromJanuary1997toDecember2022.Becausenotallcommodityshocksareequal(
Kilian,
2008
),wefocusonunexpectedsupply-sidegaspriceshocksandexploitthenon-linearitiesduetohistoricallyhighgaspricesinthelatestpartofthesampletocomplementtheidentificationofthestructuralBVARwiththenarrativesignrestrictionsmethodologyintroducedby
Antolín-DíazandRubio-Ramírez
(2018)
.MotivatedbythechangesintheinstitutionalsettingovertimebecauseofthedevelopmentoftheEuropeangasmarkets,wealsoestimateatime-varyingparameterBayesianVARwithstochasticvolatilitytoformallyassesthepotentialtimevariationoftheinflationaryeffectsofgassupplyshocks.
Wealsocontributetounderstandingbetterthedynamicsofgaspriceshocksbreakingdowntheestimatedtotalpass-throughintodirectandindirecteffects.Intermsofconsumerprices,Directeffectsstemfromhigherconsumerspendingonhomeheating.Indirecteffectscapturethedownstreamimpactofusinggasasaninputintheproductionprocesses.Theimportanceofthelatterdependsonwhethergasisusedintensivelyduringtheproductionprocessesorwhethergas
ECBWorkingPaperSeriesNo29684
pricesinfluencethepricingofotherinputssuchaselectricityorheatproduction(
Pacceetal.,
2021
).Moreover,theintensityofthetotalpass-throughvariesdependingontheregulationsinplace,thetypesofcontractsusedineachcountry’sretailenergymarketsortheprofitmargindevelopmentsinthefaceofrisingenergyinputcosts.
Wefindthatunexpectedgaspriceshockshavesignificantinflationaryeffects.Agaspriceincreaseof10percentincreasesleadstoagradualpass-throughonheadlineinflationthatpeaksatcloseto0.1aftertwoyears.Comparedtooilpriceshocks,gaspriceshockshaveaboutonethirdsmallerpass-throughtoheadlineinflation.Theresultssuggestthatthetransmissionofunexpectedgaspricesupplyshocksgainedsignificanceonlywhenthepricingofgasmeaningfullydecoupledfromoilprices(apracticeknownasoilindexation).Country-levelestimatesindicatethateconomieswiththehighestinflationaryeffectstendtobemoreintensive
usersofenergycommoditiesintheirproductionstructuresorelectricitygeneration.OurresultssuggestunexpectedgaspricechangesmattermoreforGerman,SpanishandItalianthanforFrenchinflation.
Second,wedevelopaNewKeynesiandynamicstochasticgeneralequilibrium(NK-DSGE)modelaugmentedwithenergy,whichisacomplementaryinputforintermediategoodsfirmsandacomplementarygoodforhouseholds.Inthebaselineframework,theenergycomponentisonlygas,however,intheextendedmodeltheenergybundleiscomposedbygasandoil,whichareassumedtobe(imperfect)substitutes.Inthisway,andsimilartotheempiricalsection,wealsoaccountforoilfluctuationswhenidentifyingthegasshock.
OurbaselineNK-DSGEmodelperformswellmatchingtheIRFsoftheSBVARanalysis.Weobtainthesamequalitativeresultswithsomequantitativedifferences,althoughthemodel-basedIRFsliewellwithintheempiricalcredibilityintervals.Wealsofindakeyroleoftheelasticityofsubstitutionbetweengasandnon-energyinputsintransmittingtheeffectsofgasshocks.Thatis,gasismoreimportantintheproductionsidethanintheconsumptionbasketsothatindirecteffectsdominate.Thelatterresultholdsonlywithsufficientnominal(wage)rigidities.Intuitively,whenwagesareflexible,thesecanadjusttofullyabsorbdisturbancesingasprices.Bycontrast,rigidwagescannotdeclinesufficientlyintheaftermathofashocktocompensatethelargeincreaseinmarginalcosts,leadingtoamorepronouncedpass-throughtoinflation.
ECBWorkingPaperSeriesNo29685
Wealsoprovideanarrativefortherecentcontributionofseveralstructuralshockstoinflationintheeuroarea.Forthisexercise,weemploytheextendedNK-DSGEmodeltobetteraccountforoilshocks.Wefindthattherecentinflationdynamicsareexplainedbyacombinationofgasshocks,withamuchlargercontributionrelativetooilshocks,followedbywagemark-upshocks,demandshocksandproductivityshocks.
Arecentbutstillscantliteratureisbuildingupevidenceaboutthepass-throughofgaspriceshocksinEurope.
Lanetal.
(2022)estimatethedirectpass-throughofinternationalgas
pricesonGermanHICPgasinflation.
Günteretal.
(2024)applytheoilmarketmodelpioneered
by
Kilian
(2008)totheGermangasmarket
.BothpapersthusfocusonasingleEuropeaneconomy.
Casolietal.
(2022)extendtheoilmarketmodelwithadditionalblocksforthegas
marketandinflationinEurope,butthecontemporaneousrelationshipbetweengasandoilpricesintheirmodelmightcastdoubtontheestimatesofthepass-throughofgasprices.
Adolfsenetal.
(2024)useestimatedstructuralgasshocksfromagasmarketmodeltoanalysethepass-through
toeuroareainflationofdemand-driven,supply-drivenandexpectations-drivenstructuralgasshocksusinglocalprojections.Inastepforward,theyalsocontrolforcrudeoilpricesintheestimationofthepass-through.Like
AlessandriandGazzani
(2023),werelyonnarrativemethods
toachieveidentificationoftheeffectsofunexpectedgassupplyshocksonEuropeaninflationinacomplexsampleincludingobservationspost-Covid.However,weextendtheanalysisalongseveraldimensions.First,welookintodifferentHICPitemsandextendthesampletothefourlargestEuropeaneconomies.Second,weconductanevaluationofthepotentialtime-varyingpass-throughofunexpectedgaspriceincreases.Third,andmostimportantly,werationaliseourempiricalfindingswithatheoreticalmodel.Amongthemostcloselyrelatedtheoreticalwork,
GagliardoneandGertler
(2023)developaNewKeynesianmodelaimedataccountingforthe
recentsuddenandpersistentriseininflationintheUSeconomy.Theirmodelplacesparticularemphasisontheroleofoilshocks.Instead,weaccountforbothoilandnaturalgasfluctuationsintheeuroarea.
Theremainingofthepaperisorganisedasfollows.Section
2
summarisesthedevelopmentoftheEuropeangasmarketandthenarrativeepisodesusedtocomplementtheidentificationofthestructuralBVARmodeloutlinedinSection
3.
Section
4
presentstheestimatesofthepass-throughtoHICPinflationofgaspriceshocks,whileSection
5
studiesthetimevariationin
ECBWorkingPaperSeriesNo29686
Figure1:TimelineoftheEuropeanGasMarket
thepass-throughandcomparesitwiththatofoil.Section
6
containsaNK-DSGEmodelwithenergyinputstorationalizetheempiricalresults.Section
7
offersconcludingremarks.
2InstitutionalFramework
2.1ABriefHistoryoftheEuropeanGasMarket
ThecreationoftheEuropeangasmarkettookoffinthelate1990s.Figure
1
presentsatimelinewithkeydatesinitsdevelopment.EuropeanDirectivesin1998and2003setthebenchmarktoexpandtheinternalEUgasmarket.TheDirectivesaimedatbreakingverticalintegrationinthegasindustryandintroducingcompetition.AthirdGasEuropeanDirectivein2009promotedtheintegrationoftheEuropeangasmarketandintroducedincentivesforlaunchingtradinghubs
(Bastianinetal.,
2019
).
IntheearlystagesoftheEuropeangasmarket,opennessandcompetitivenessweredifficultbecauselong-termcontractslinkedtooilpricespredominated(asystemalsoknownasoilindexation).Oilindexationprovidedthenecessarystabilitytodevelopgasinfrastructures,butpricesdidnotnecessarilyreflectsupplyanddemandfundamentalsofthegasmarket.Overthelasttwodecades,gaspriceshavemovedawayfromoilindexationtospotpricing.InternationalEnergyAgencydatashowsthatoil-indexedcontractswentfromaccountingfor93%oftheEuropeangasimportspricingmechanismin2005to25%in2019.1Thistransitiontospotpricingacceleratedafterthe2008financialcrisisamidloosemarketconditions,theendingofcontracts1SeeIEA,EvolutionofEurope’sgasimportpricingmechanisms:fromoil-tohub-indexation,
https://www.iea.or
g/data-and-statistics/charts/evolution-of-europe-s-gas-import-pricing-mechanisms-from-oil-to-hub-indexation.
ECBWorkingPaperSeriesNo29687
100%90%80%70%60%50%40%30%20%10%0%
199720002003200620092012201520182021RussiaNorwayAlgeriaQatarNigeriaOther
Figure2:EuroAreaGasImportsbyOrigin.1997-2021
ortherenegotiationoftheirtermstoincludespotpricingterms,aswellasanewroundofEUenergymarketlegislationtoimprovetheoperationoftheinternalenergymarket.2
Overtime,liberalisationpromoteddeepandliquidwholesalegastradinghubssuchastheTitleTransferFacility(TTF)gasmarket,operativesince2004.TheTTFhasbecomethemostliquidgasmarketinEurope,overcomingtradedvolumesintheUKNationalBalancePoint(NBP)marketaroundthemid-2010s(see,forexample,
EuropeanComission,
2018)
.Currently,theTTFconstitutesabenchmarkforgaspricesinEuropeandworldwide,togetherwiththeUSHenryHub.
2.2NarrativeEpisodesofSupply-DrivenGasPriceDisruptions
AnotheruniquecharacteristicoftheEuropeangasmarketisitsdependencyonimportsfromRussia.Figure
2
showsthatRussiahasbeenthesolelargestproviderofgastotheeuroarea.Moreover,UkrainehasbeenamajorcorridorforthetransitofRussiangastoEurope.TobypassUkraine’squasi-monopolyinthegastransittoEurope,RussiamadeseveralattemptsofconstructingnewpipelinestraversingeithertothesouthortothenorthofUkraine.Theseeffortsweremarkedbynumerousgasdisputes,themostremarkableforEuropeangasflowsbeingthe2005–2006and2009gascrises,whilein2011theyledtotheopeningofthegaspipelineNordStream.Conversely,followingtheRussianinvasionofUkrainein2022gasflowsfromRussiaplummeted.
2SeeInternationalGasUnionWholesalePriceReportsfordifferentyearsat
.
ECBWorkingPaperSeriesNo29688
%y-o-y
PercentagePoints
200
10
9
150
8
100
7
6
50
5
0
4
3
-50
2
-100
1
-150
0
GasPrices
OilPrices
HighGasPrices(RHS)
HighOilPrices(RHS)
1stGasDispute
2ndGasDispute
Nordstream
RussianinvasionofUkraine
20002005201020152020
Figure3:EpisodesofExogenousGasSupplyShocks
Figure
3
highlightstheepisodesofgaspriceshocksin2005-2006(“1stGasDispute”),in2009(“2ndGasDispute”),in2011(“Nordstream")andin2022(“RussianInvasionofUkraine”).Thefigureshowshighcommoditypricescalculatedfollowing
Hamilton
(2003):
πt=max(1)
,withptthecommoditypriceinmonthtandyrtheaveragepriceduringthemostrecent3
years.Figure
3
alsoshowsthatoilpriceincreasesusedtoleadgaspriceincreasesuntilthe2010s.Next,wegoovereachepisodeinturn.
Stern
(2006)and
Piranietal.
(2009)documentthatthedeteriorationinRussian-Ukrainian
relationsduring2005ledtoashort-livedbutsignificantdisputeduring1-3January2006(1stgasdispute).3TheRussiandemandstoupdatethelong-termcontractswithUkrainetochargehigherpriceswerecontinuouslyrejectedbyUkraine,preferringinsteadanextendedtransitionperiodbeforepayinghigherprices.Asaresult,RussiacutoffgassuppliestoUkraineand,inturn,UkrainedivertedvolumesdestinedtotherestofEurope.ByJanuary2,Hungaryreportedtohavelostupto40%ofitsRussiansupplies;Austrian,SlovakianandRomaniasuppliesweresaidtobedownbyonethird,France25-30%andPolandby14%.Italyreportedhavinglostaround25%ofdeliveriesduringJanuary1-3.Germandeliverieswerealsoaffectedbutnofurtherdetailsareknown.On4January2006,apreliminaryagreementwasachieved,andgasflowswere
restored.Atthesametime,relativelymildweatherandthehaltinproductionofgas-intensive
3Seealso“Russiavowstoendgasshortage”,January2,2006,BBCNewsWebsite.
ECBWorkingPaperSeriesNo29689
industrialproducersduringtheNewYearholidayperiodsidewiththeevidencethatthisepisodeofhighgaspriceswassupply-sidedriven.Therefore,weassumethatthe1stRussia-Ukrainegasdisputeconstitutesanegativesupplygasshock.
In2009tookplaceanothersignificantgasdisputebetweenRussiaandUkraine(2ndgasdispute).TheaccumulationandfailuretocleardebtsbyUkraineowedtoRussialedtoanewcrisisduring1-22January2009.ByJanuary6RussiangasdeliveriestoEuropeweredrasticallyreduced,andcutoffonJanuary7.Gaswascutoffcompletelytocountriesinsouth-easternEuropewhichwerefullydependentonRussianimports,andpartiallytoothercountries,for13days.SuppliestoEuropehadneverbeenhaltedbefore,asduringthe2006episodestheshortfallsinsuppliestoEuroperesultednotfromEuropeansuppliesbeinghalted,butfromUkrainebeingcutoffanddivertingaproportionofEuropeanvolumesforitsownuse.On19JanuarytwonewlongtermcontractsforsupplyandtransitbetweenRussiaandUkraineweresignedandgasflowstoEuropewererestoredthefollowingday.Again,weassumethatthe2ndRussia-Ukrainegasdisputeconstitutesanegativesupplygasshock.
In2011,severalnewgasfacilitiesweredeveloped,includingpipelinesfromAlgeriaandRussia(
IEA,
2012
).InNovember2011,theNordStreampipelinewasofficiallyinaugurated.ItsconstructionwaspartofRussia’spoliticallymotivatedstrategytolimittheinfluenceoftransitcountriessuchasUkraine,whileincreasingEurope’senergydependenceonRussia(
SolumWhist,
2008
).TheopeningofNordStreamincreasedgassupplytoEurope,andtherouteranksamongthemostsignificantgascorridorsfromRussia(
McWilliams,
2021
).By2014Russiawasdelivering33bcmofgasviaNordStream,slightlymorethanthe31bcmofgasroutedviaUkraine/Slovakia
(Erbach,
2016
).Therefore,weassumeapositivegassupplyshockinthemonthoftheopeningofNordStream.
Morerecently,Russia’sinvasionofUkraineinFebruary2022resultedinrestrictionstothevolumeofenergyimportsfromRussia,whichgeneratedtensionsintheEuropeanwholesalenaturalgasmarkets.TheconflictputfurtherpressuresonalreadytightEuropeanenergymarkets,asevidencedbydiminishedgasstoragelevelscomparedtohistoricalaveragesandasubstantialdeclineinRussianpipelinegasimports(see,forexample,
IEA,
2022
).Ultimately,RussiaunilaterallydecidedtocutdeliveriesthroughitsmainpipelinetoEurope(NordStream),withanastonishing80%reductioninEuropeanimportsviathemajorRussianrouteincluding
ECBWorkingPaperSeriesNo296810
Figure4:Europe:Russiangasimportsandprices
alsotransitthroughUkraineandBelarus.Thegasshortagesdrovegaspricestorecordhighs,asillustratedinFigure
4.
Again,weassumethisepisodeconstitutesanegativegassupplyshock.
Finally,wehavediscardeddisruptionsintheEuropeangaspricethatcoincidedorseemedtobeledwithdevelopmentsinothercommoditymarkets,suchascoaloroil.Forinstance,risingoilandcoalpricesprovidedsupporttoEuropeanhubpricesinSeptember2018.Wealsodiscardedepisodeswithasizeablecontributionofdemandfactorsorwhenitwasnotpossibletoisolatewhetherdemandorsupplyfactorsdominated.Forexample,earlyin2018acoldwaveinUKandIrelandtriggeredanoutstandingincreaseinseasonaldemand.WediscardedthisepisodeevenifthesevereweatherconditionshadconsequencesoncertainkeyelementsofsupplyinfrastructureinMarch2018.WealsodiscardedthegaspricedisputesaroundtheRussianinvasionofCrimeain2014,astheydidaffectthegassupplytoUkrainebutdidnotaffectthetransitflowofgastotherestofEurope.
3TheBaselineEmpiricalFramework
ConsiderthestandardVectorAutoregressive(VAR)model:
whereytrepresentsthen×1vectorofendogenousvariables,cistheintercept,Ajdenotesthen×nmatricesoflaggedcoefficientsandXtcontainsexogenouscontrolvariables.Theinnovationsut=B?tcorrespondtoalinearcombinationofthestructuralshocks?tundertheassumption
ECBWorkingPaperSeriesNo296811
ofinvertibilityA1=B.Weuse12lagsaccordingtotheAkaikeinformationcriteriaandtheconservativeupperboundsetby
KilianandLütkepohl
(2017)
.TheVARmodelisestimatedusingBayesianmethodsadoptinganon-informativeconjugateuniform-normal-inverseWishartprior(
Antolín-DíazandRubio-Ramírez,
2018
).
Weuseacombinationofsignandnarrativerestrictionstoidentifyeconomicallymeaningfulimpulseresponses.Weimposerestrictionsonthesignthatthedifferentshockshaveonimpactonthevariables.Table
1
illustratesthatanunexpectedgassupplyshockincreasesthegasprice,decreasesactivityandincreasesinflation.Weseparatelyidentifyademandshock,forwhichgasprices,activityandgeneralinflationincrease.Moreover,understandingtheimplicationsofhighgaspricesforinflationduringperiodsliketherecentenergycrisisishighlyrelevantbutchallengesidentification.Thus,wecomplementthetraditionalsignrestrictionswithnarrativeepisodesofexogenousgassupplydisruptions.Wefollowthemethodof“narrativesignrestrictions”developedin
Antolín-DíazandRubio-Ramírez
(2018)
.4Basedonourinstitutionalknowledge(seeagainSection
2
),Table
1
summarisesagainourselectionofepisodeswhenunexpectedandsignificantgassupplychangesoccurred.Themethoddoesnotrequireacompletenarrative,butthekeyidentifyingassumptionthatgassupplyshocksareasignificantcontributortogaspricedynamicsduringthenarrativeepisodes.Weconsiderfourepisodes:i)GasDisputesofJanuary2006;ii)
GasDisputesofJanuary2009;iii)openingofNordStreaminNovember2001;andiv)RussianinvasionofUkraineinMarch2022.Weassumethatthe2006and2009episodesconstituteanegativegassupplyshockandthe2011episodeapositivegassupplyshock;inthe2022episode,thegassupplyshockconstitutesthemaincontributortoexplainingthegaspricedynamicsatthetime.Giventhelackofpublicdataduringtheearliestepisodestocharacterisewellthegasmarketdynamicsatthetime,ourbaselineistousenarrativesignrestrictionsbasedonthe2022episode,whileleavingtotherobustnesschecksexploringalternativerestrictionsbasedontheotherepisodes.
Thedatasetincludesmonthlyobservationsfrom1997m1to2022m12fortheeuroarea,and,respectively,thefourlargesteconomiesintheregion:France(FR),Germany(DE),Italy(IT)andSpain(ES).ytcontainsgaspricesandconsumerpricesinflation,aswellascontrols
forthegenerallevelofeconomicactivityandthestanceofmonetarypolicy.Longseriesof
4Followingtherecommendationsof
Antolín-DíazandRubio-Ramírez
(2018)and
Anetal.
(2021)wesetthe
thenumberofdrawsandresamplingweightstohaveapproximately1000posteriordrawsthatuniquelysatisfyboththesignandnarrativerestrictions.
ECBWorkingPaperSeriesNo2968
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