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FEDERAL RESERVE BANK OF SAN FRANCISCO WORKING PAPER SERIES Riders on the Storm Òscar Jordà Federal Reserve Bank of San Francisco University of California, Davis Alan M. Taylor University of California, Davis NBER, and CEPR September 2019 Working Paper 2019-20 https://www.frbsf.org/economic-research/publications/working-papers/2019/20/ Suggested citation: Jordà, Òscar, Alan M. Taylor. “Riders on the Storm,” Federal Reserve Bank of San Francisco Working Paper 2019-20. https://doi.org/10.24148/wp2019-20 The views in this paper are solely the responsibility of the authors and should not be interpreted as reflecting the views of the Federal Reserve Bank of San Francisco or the Board of Governors of the Federal Reserve System.

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Page 1: Riders on the Stormextreme. As a shorthand, let us refer to these two polar extremes as celestial navigation and terrestrial navigation, respectively. One might think that in reality

FEDERAL RESERVE BANK OF SAN FRANCISCO

WORKING PAPER SERIES

Riders on the Storm

Òscar Jordà

Federal Reserve Bank of San Francisco

University of California, Davis

Alan M. Taylor

University of California, Davis

NBER, and CEPR

September 2019

Working Paper 2019-20

https://www.frbsf.org/economic-research/publications/working-papers/2019/20/

Suggested citation:

Jordà, Òscar, Alan M. Taylor. “Riders on the Storm,” Federal Reserve Bank of San

Francisco Working Paper 2019-20. https://doi.org/10.24148/wp2019-20

The views in this paper are solely the responsibility of the authors and should not be interpreted

as reflecting the views of the Federal Reserve Bank of San Francisco or the Board of Governors

of the Federal Reserve System.

Page 2: Riders on the Stormextreme. As a shorthand, let us refer to these two polar extremes as celestial navigation and terrestrial navigation, respectively. One might think that in reality

RidersontheStorm

ÒscarJordà AlanM.Taylor

FederalReserveBankofSanFranciscoandUniversityofCalifornia,Davis

UniversityofCalifornia,Davis,NBER,andCEPR

[email protected]@ucdavis.edu

[email protected]

Abstract

Interestratesinmajoradvancedeconomieshavedrifteddownandingreaterunisonoverthepastfewdecades.Acountry’srateofinterestcanbethoughtofasreflectingmovementsintheglobalneutralrateofinterest,thedomesticneutralrate,andthestanceofmonetarypolicy.Onlythelatteriscontrolledbythecentralbank.EstimatesfromastatespaceNewKeynesianmodelshowthatcentralbankpolicyexplainslessthanhalfofthevariationininterestrates.Therestofthetime,thecentralbankiscatchinguptotrendsdictatedbyproductivitygrowth,demography,andotherfactorsoutsideofitscontrol.Keywords:neutralrateofinterest,monetarypolicystance,state-spacemodel,KalmanfilterJELcodes:E43,E44,E52,E58,F36,N10*PresentedattheFederalReserveBankofKansasCityEconomicPolicySymposium“ChallengesforMonetaryPolicy,”JacksonHole,Wyoming,August22–24,2019.FortheirmosthelpfulcommentswethankBenBernanke,OlivierBlanchard,Pierre-OlivierGourinchas,AndrewHaldane,MauriceObstfeld,ŁukaszRachel,MoritzSchularick,SanjaySingh,andLawrenceSummers.Allerrorsareourown.TheviewsexpressedhereinaresolelytheresponsibilityoftheauthorsandshouldnotbeinterpretedasreflectingtheviewsoftheFederalReserveBankofSanFranciscoortheBoardofGovernorsoftheFederalReserveSystem.

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1

Hestoodinreverentialaweofhimself;hehadperformedamiraculousfeat.Theactoffindinghimselfonthefaceofthewatersbecamearite,andhefelthimselfasuperiorbeingtotherestofuswhoknewnotthisriteandweredependentonhimforbeingshepherdedacrosstheheavingandlimitlesswaste,thebrinyhighroadthatconnectsthecontinentsandwhereontherearenomile-stones.So,withthesextanthemadeobeisancetothesun-god,heconsultedancienttomesandtablesofmagiccharacters,mutteredprayersinastrangetonguethatsoundedlikeINDEXERRORPARALLAXREFRACTION,madecabalisticsignsonpaper,addedandcarriedone,andthen,onapieceofholyscriptcalledtheGrail—ImeantheChart—heplacedhisfingeronacertainspaceconspicuousforitsblanknessandsaid,“Hereweare.”Whenwelookedattheblankspaceandasked,“Andwhereisthat?”heansweredinthecipher-codeofthehigherpriesthood,“31-15-47north,133-5-30west.”Andwesaid“Oh,”andfeltmightysmall.

—JackLondon,TheCruiseoftheSnark

I. TheRiseandFallofr*andMonetaryPolicyNavigation

Thestabilizationofinflationandofthebusinesscyclearecoreobjectivesofa

centralbank.Rightfully,monetaryeconomicshasspentagreatdealofeffort

detailinghowpolicymakersshouldsetinterestratesastheystrivetoattainthese

objectivesinagivenenvironment.Yetenvironmentscanchange,andneithercentral

bankersnortheeconomicsystemexistinisolationfromoutsideinfluences.Inthis

paperweshowthatglobalforcessetthecourseofinterestratesoverthemediumto

longrun.Thishappenstoadegreeperhapsinsufficientlyappreciated.Navigating

policythroughtheeconomy’sstormywatersthereforerequiresagoodreadingof

localcurrentsasmuchasunderlyingyetpowerfulglobaldisturbances.

Specifically,weaddressbasicquestionsabouttheworkingsofmonetary

policywithevidencedrawnfromtherecenthistoryofadvancedeconomies.What

arethedriversofmonetarypolicyandhowshouldwemeasurethem?Howtruly

independentofeachotheraredifferentcentralbanks?Arethedriversdomesticor

international?Whataretheimplicationsofthismixofforcesformonetarypolicy?

Thekeyframinginourpaperisthedistinctionbetween,ontheonehand,

howcentralbankssteerbytighteningandlooseningtheirstanceinresponseto

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2

localcyclicalmacroeconomicconditions;andontheotherhand,howwiderforces

canpermeateinterestratesettingsthroughthedriftofthenaturalrealrateof

interest,orr*,atbothlocalandgloballevels.

Tosharpenthedistinction:lookingonlytothenaturalrateforguidance

couldbereferredtoas“navigatingbythestars”(Powell2018),andwouldbeone

extremeapproachtopolicy;conversely,usingonlylocalcyclicalconditionsfor

pilotagewouldbeakintonavigatingbynearbyclueslikelandmarks,attheother

extreme.Asashorthand,letusrefertothesetwopolarextremesascelestial

navigationandterrestrialnavigation,respectively.Onemightthinkthatinreality

policymakerswouldrelyonbothguides,andindeedwewillarguethat,asan

empiricaldescriptionofreality,bothhavemattered.Ouranalysisthendocuments

therolesthateachhasplayed,theirrelativeimportance,andtheguidetheyprovide

tomacroeconomicoutcomes.

Thebackdroptoourdiscussionisarisingworryamongpolicymakersabout

there-emergenceofpolicydivergenceandwhatitportends.AftertheGlobal

FinancialCrisis,centralbanksinadvancedeconomiesloweredinterestrates

aggressivelyandendedupnearzero.Policywastunedtoadeeprecessioncontext

andthecommonnatureoftheshockpushedpolicystanceseverywhereintohigh

accommodation,albeitconstrainedbyaneffectivelowerbound.

Inthatmilieu,atfirstglance,policysynchronizationappearedtoreachan

extremenotseenforabout70years,goingbacktoasimilarconfigurationinthe

GreatDepressionofthe1930s.Yetthefailuretoseeautonomybeingused—inthe

senseofdivergentinterestratesettings—didnot,ofcourse,implythatautonomy

haddisappeared.When,inresponsetoasymmetricalrecoverypatterns,somebut

notallcentralbanksbegan“liftoff,”thistriggereddormantanxietiesaboutthe

negativespilloversandstressesthatnon-coordinatedpolicydivergencemightplace

uponthesystem.Asthetrilemmateachesus,whenautonomyiseventually

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3

exercised,inaworldofcapitalmobilitythismustinevitablyperturbexchangerate

equilibrium.Butpoliticalrhetoricandeconomiclogiccanoftenpartways,andnow

talkofcurrencywarsandexchangeratemanipulationhasoncemorestartedto

makeheadlines.

Beyondalltheheat,canweshedlight?Withoutfirmerempiricalevidence,of

thekindwepresenthere,itisdifficulttoknowhowconcernedweshouldbe.And

thefactthatlong-runforcesmatter,thattheseforcesarebeyondpolicymakers’

control,andalsocontainastrongglobalcomponent,meansthatourargumentcould

supportamorebenignnarrative.

Theideathatmonetarypolicymakersareforcedtoadapttolong-runglobal

trendsasmuch,orevenmore,thanadjustingtoshort-runlocalstabilization

objectivesmayseemcontroversial—economically,aswellaspolitically.Intheory,

centralbankindependenceinsulatessocietiesfromshort-termpoliticsinfavorof

long-runwelfaregains.Indeed,centralbanksreadilyadmittotrading-offtheshort-

termforthelong-run.Yetfewwouldadmittrading-offdomesticinterestsforthose

abroad,evenwhendoingsomightbebetterinthelong-run.Politicsmattershere,

clearly.Butevenoneconomicgroundsthereis,atleastunderspecialconditions,a

theoreticalbasisforlookinginward,sinceincomplete,frictionlessinternational

assetmarketswithefficientrisksharing,centralbankscanachieveoptimal

stabilizationoutcomesbasedondomesticconsiderationsalone1.Butofcourse,the

worldismorecomplicated,andthatforcesustoconsiderhowandwhyitmatters.

Thequestionsathand—whatdrivesmonetarypolicy?andwheredowe

standnow?—canonlybeaddressedbyfirstsolvingtwoproblems.First,asa

conceptualmatter,ourpointofdeparturemustmakethecorrectdefinitionofterms

1SeethepapersofCorsetti,Dedola,andLeduc(2008;2010).Theformermakesthepointthatunderspecialconditions,globalconditionscanbeignored.Thelatterstressesthatmoregenerallythisisnotthecase,andwhatthenneedstobedonetoachieveanoptimalpolicy.

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4

toproperlymeasuremonetarypolicystance,sincethiscanbetheonlybasisfor

soundanalysis.Second,asanempiricalmatter,wemustembracealong-termmulti-

countryperspectivetoproperlyjudgecurrentpolicyconditionsrelativetoa

sufficientlylargesampleofhistoricaloutcomes.

Wetaketheviewthatthestanceofmonetarypolicyisrigorouslydescribed

bythedeviationoftheprevailingpolicyrateorrelevantshort-termrealinterest

rate(r)fromthecorrespondingshort-termneutralorWickselliannaturalrealrate

(r*).Thekeychallengehereisthatthelatterisunobservable,yetsimplytousethe

formerwouldproducemismeasurement.Iftheneutralrateofinterestdeclines

fasterthanthecentralbankcutsnominalrates,financialconditionswillbetighter,

evenif,onthesurface,thecentralbankappearstobelooseningthem.Asweaimto

castbackoverseveraldecadesinthispaper,ourempiricalanalysisofthecauses

andconsequencesofmonetarypolicydivergencefirstrequiresplausibleestimates

ofthenaturalrateinmajoradvancedeconomiesandthisisamajortaskthat

occupiesusinthefirstpartofthepaper.

SectionIIleadsoffwiththeempiricalcoreofouranalysis.Itcentersonan

empirical,state-spacemodelofthenaturalratewhichbuildsontheseminalwork

donebyLaubachandWilliams(2003),andlatertakentointernationaldatain

Holston,Laubach,andWilliams(2017).Heretheapproachisaugmentedto

incorporateadditionalinformationfromyieldsonlong-termgovernmentbonds.In

thissetup,allbondyieldsincorporatethenaturalrealrateplusadditional

componentsreflectingtermpremiums.Wecanbetterpindownthecommontrend

inthebenchmarknaturalrateifweutilizemorethanonematurity,whileallowing

forthetermpremiumstovarybyperiodandbycountry.

Afterdescribingthisaugmentedmodel,wetheapplyittoapost-WW2

sampleofannualdataforfourmajoradvancedeconomies:theU.S.,Japan,Germany,

andtheU.K.Themodelproducessensibleandplausibleestimatesofthetwokey

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5

latentstatevariables,thenaturalrateofinterestandthegrowthrateofpotential

output.Beyondthesewecanusethemodeltoconstructmanyimportantsummary

indicatorsforouranalysis.

Themodeloutputrevealsnew,interesting,andplausiblelong-runtrendsin

thenaturalrateintheadvancedeconomiesoverthelastsixtyyearswith

implicationsforwiderdebatesaboutthedriversofgrowthandthephenomenonof

secularstagnation.Laterinthepaper,whenwelookintomacroeconomic

adjustment,welettheseestimatesspeaktothemechanicsofcelestialnavigation.

Wecanobtainthemeasureofmonetarypolicy,orstance(actualshortrateminus

naturalrate),andhowfartheeconomyisfromitspotential,orgap(actualminus

potentialoutput).Laterinthepaperwelettheseestimatesspeaktothemechanics

ofterrestrialnavigation.

InSectionsIIIandIV,wetakethemodelestimatesandconstructtheanalytic

narrative.Hereweaimtodevelopaquantitativeinterpretationofthepostwar

historyofmonetarypolicymakinginthefourmajoradvancedeconomies.We

presentmanyfindings.

From1985,andforthelast30years,wefindacommon,decliningr*inall

countries;previouslyr*hadbeenrising,especiallyinthe1970s.Thefindingisnot

newinitself,butnowconfirmedeveninamodelwithtermpremiums.Wefindthat

alleconomieshaveastrongcommonglobalcomponentintheirr*measure.They

alsohaveastrongcommonglobalcomponentintwosubcomponentsofr*.Thefirst

oftheseisattributabletopotentialoutputgrowthandthesecondcapturesother

latentfactors.Eachexplainsabouthalftheglobalvariationinr*.Thetermpremiums

varymuchlessandhavebeenrelativelystableinthelast30yearsorso.

Wefindthatalleconomieshaveastrongcommonglobalcomponentintheir

outputgapmeasuregap.Theyalsohaveastrongcommonglobalcomponentintheir

policymeasurestance.Despitethefocusofmuchempiricalandtheoreticalworkon

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thelocaleconomydeterminantsofstance,wefindthatmostofthevariationinshort

ratesisnotaccountedforbystanceatall.Rather,overthelongrun,variationinthe

localandworldpathsofthenaturalrateisconsiderable.Wefindacross-country

convergenceofbothgapandstance,whichhaveseenfallingdispersionsince1970.

Butforstancethiswasnotmonotonic,aspolicydispersionrosetohighlevelsfrom

thelate1970stotheearly1990s.Thisisintuitive,giventhechaoticnatureof

monetarypolicyexecutionfromthecollapseforBrettonWoodstothestartof

inflationtargeting.

SectionVtheninvestigatesthepredictivevalueofthemodelestimatesfor

keyshort-runlocalmacroeconomicoutcomesandaskswhethertheseaccordwith

conventionalwisdom.Thedynamicsofgapandstanceareintuitiveandplausible.A

positivechangeinstancepredictsanegativechangeingap:atighterpolicytendsto

leadanoutputslowdown.Apositivechangeingappredictsapositivechangein

stance:anoutputaccelerationtendstoleadatighterpolicy.

Lastly,SectionVIinvestigatesthepredictivevalueofthemodelestimatesfor

arangeofmedium-runopen-economymacroeconomicoutcomesandaskswhether

thesealsoaccordwithconventionalwisdom.Here,wetrytoassesswhetherthe

inferredmeasuresoftheneutralrealrater*fromthestate-spaceestimationalign

withtextbookdescriptionsontheworkingsoftheinternationaladjustment

mechanisms.Thisbroadcross-checkonthewhetherthemodelmakessenseproves

encouragingandwefindthat,basedonthedifferentialbetweenthecountyr*and

theworldr*,ahigherrelativelocalr*todayisassociatedsubsequently,overthe

medium-termhorizon,withhigheroutputrelativetopotential;higherinflation

relativetosteadystate;atighterpolicystance;astrongerexchangerate;alarger

currentaccountdeficit;alowersavingrate;ahigherinvestmentrate;andstronger

growthinrealcreditcreation.Alltheseresponsesaccordwellwithstandard

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7

economiclogicinanopeneconomysettingwithdivergentnaturalrealratesand

adjustmentfrictions(Clarida2019;Obstfeld2019).

SectionVIIconcludeswiththepolicyimplicationsofouranalysis.Briefly,ina

financiallyintegratedworldwherecapitalcanmovefreelyacrossborderswith

increasingease,centralbanksshouldtackinresponsetolocalconditionswhileat

thesametimeobservingthedriftofeconomiccurrentsimpliedbydisturbancesin

theneutralratenearandfar.Ignoringsuchtrendsrisksprovokinginternaland

externalimbalances,aswellasunwanteddislocationincreditmarkets,eventually

carryingtheeconomyoffcourse.

II. DescriptionoftheModel

TheWickselliannaturalrateofinterestisayardstickforthestanceof

monetarypolicy.AlthoughWicksell(1936[1898])initiallydefinedthenaturalor

neutralrateasashort-terminterestratethatkeepsoutputatitspotentialleveland

pricesstable,numerousrefinementshaveemergedsinceWoodford’s(2003)

influentialtextbookandLaubachandWilliams’(2003)estimates,withsome

divergenceemergingbetweenshort-andlong-runversionsofthenaturalratein

subsequentworkbyothers.

Theapproachthatwetakeispragmatic.CastagainstacanonicalNew

Keynesianmodel,ourestimateofthenaturalrateispinneddownbyboththeIS

curve,whichspellsouttherelationshipbetweenoutputgapsanddeviationsofthe

realratefromitsnaturalrate,andthePhillipscurve,whichthenrelatesinflationto

pastandfutureexpectedinflationandtheoutputgap.Inthelongrun,thenatural

rateensuresthatoutputisatpotentialand,hence,thegrowthrateofpotential

outputisakeydeterminantofthenaturalrate.Ouraugmentedmodelalsoviews

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8

longtermbondyieldsasbeingdeterminedbythenaturalrate,inflation

expectations,andatermpremium.

Theessentialproblemisthatthenaturalrateisnotdirectlyobservableand

neitherareseveralofthekeyvariables.Henceourmodelcontainsseveral

unobservedlatentprocessesorstatevariablesthathavetobeestimatedvia

MaximumLikelihoodmethodsthroughaspecificationofthecorrespondingstate-

spacerepresentationandusingtheKalmanfilter.

Ourmodelcanbesummarizedbythefollowingequations,organizedby

block.Webeginwiththesetofequationswhichdescribethestochasticprocessfor

potentialoutputandhenceitsrateofgrowth.Let𝑦"denote100timesthelogofreal

GDP,and𝑦"∗denote100timesthelogofpotentialrealGDP,treatedasan

unobservedstatevariable.Thelatterhasafirstdifferencedenotedby𝑔" ,alsoan

unobservedstatevariableassumedtofollowarandomwalk.Finally,let𝑥"denote

theoutputgap,withanalogouslogscaling,definedasthedifferencebetweenactual

andpotentialoutput.Thespecificationofthisblockofequationsisthesameasthat

inLaubachandWilliams(2003)andusedinsubsequentresearchbymanyothers.

Summarizing,potentialoutputanditsgrowthratearedeterminedbythefollowing

expressions,

𝑦"∗ ≡ 𝑦"'(∗ + 𝑔", (1)

𝑔" = 𝑔"'( + 𝑣",, (2)

𝑥" ≡ 𝑦" − 𝑦"∗. (3)

Wenowlet𝑟"denotetheex-anterealrateonshort-termgovernmentbills,

specifically,𝑟" = 𝑖" −𝜋"|"'(∗ .Andlet𝑟"∗denotetheassociatedneutralrealrateof

interestforthisasset.WespecifytheIScurverelatingtheoutputgaptothelagged

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9

outputgapanddeviationsoftherealratefromitsneutrallevel,plusanerrorterm,

suchthat

𝑥" = 𝜙𝑥"'( − 𝛾(𝑟"'( − 𝑟"'(∗ ) + 𝑣"8, (4)

where𝜙, 𝛾 > 0.Tosimplifythemodel,andforsymmetrywithrespecttosubsequent

expressions,werestrict𝜙 = 0.65butleave𝛾otherwiseunrestricted.

Theneutralrateofinterestisassumedtobedeterminedbythesumoftwo

components,alatenttrendfactor𝑧"andthegrowthrateofpotentialoutputdefined

earlieras𝑔" .Thisspecificationofthestochasticprocessoftheneutralratealso

borrowsfromLaubachandWilliams(2003),andimpliesthat

𝑧" = 𝑧"'( + 𝑣"?, (5)

𝑟"∗ = 𝑧" + 𝑔" . (6)

Thelatenttrendfactor𝑧"capturesallotherinfluencesonthenaturalrateotherthan

growth,suchasdemographics,financialliberalization,fiscalpolicy,andsoon.2

Wenextturntoinflation,where𝜋"denotesthefirstdifferenceof100times

thelogofthepricelevel.InflationisassumedtobedrivenbyahybridPhillipscurve

thatdependsonpastinflationandexpectationsoffutureinflation,inadditionto

fluctuationsintheoutputgap,plusanerrorterm.Thissetupcanbederivedfrom

firstprinciples,forexample,asintheGalí(2015)textbook.WespecifythePhillips

curvehereas

𝜋" = 𝛼𝜋"'( + (1 − 𝛼)𝜋"|"'(∗ + 𝛿𝑥"'( + 𝜖"D , (7)

whereweassumethatagentsplaceequalweightonthelaggedandexpectations

termsandhence𝛼 = 0.65.Thisassumptionisconsistentwithcommonestimates

summarized,forexample,inJordàandNechio(2018).Notethat𝜋"|"'(∗ denotes

2See,e.g.,Carvahlo,FerreroandNechio(2016)ondemographics,andRachelandSummers(2019)onfiscalpolicy.

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expectedinflation,whichweassumeisobtainedfromalatenttrendinflation

processoftheform

𝜋"∗ = 𝜋"'(∗ + 𝑣"D∗. (8)

Recently,credibleinflationtargetingbycentralbanksmightseemtodirectly

provideuswithavaluefor𝜋"∗.However,overafullpost-WorldWarIIsamplesuch

asours,underlyinginflationtrendsexperiencedconsiderablevariability.Theabove

equationwillallowenoughflexibilityforthemodeltotrackthesetrends.

Thefinalpairofequationscharacterizesthenominalinterestrateoryieldon

safeassets,theshortbillandthelongbond,denoted𝑖"E ,where𝑗 = 𝑏, 𝐵referstobills

andbonds,respectively.Theseareassumedtobepersistentandfollowasimple

errorcorrectionmechanismwheretheequilibriumvalueisdeterminedbythereal

neutralrateofinterest,plusinflationexpectations,plusatime-varying,yield

premiumforthelongbond,𝜂"J ,pluswhite-noiseerrorterm.Thesuperscript𝑗here

denotesthespecificassetclass,sothatthestochasticprocessisspecifiedas

𝑖"E = 𝜌EL𝑟"∗ + 𝜋"|"'(∗ + 𝜂"

EM + L1 − 𝜌EM𝑖"'(E + 𝜖"

E, (9)

with𝜌E = 0.65chosenconsistentwithpreviousexpressions,andwherej=b,B,and

𝜂"N=0byassumption.HereBreferstolong-termgovernmentbonds(approximately

10-yearduration);andbreferstoashort-termtreasurybill(3-month).Notethat

fromtheex-postrealbillrate𝑟"wecanconstructtheerrorcorrectionmechanism

forthenominalrateusingourestimatesof𝑟"∗and𝜋"|"'(∗ .Furthermore,theterm

premiumforbondsisassumedtofollowalatenttrendprocesscharacterizedby

𝜂"J = 𝜂"'(J + 𝑣"J . (10)

Summingup,theerrorterms𝑣"Oareassociatedwiththestatevariables,

wherethesuperscriptℎ = 𝑔, 𝑧, 𝑥, 𝜋∗, 𝐵.Theerrorterms𝜖"Q areassociatedwiththe

observedvariables,sothat𝑘 = 𝜋, 𝑏, 𝐵.Andallothervariablesareasdefinedearlier.

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Notethatourapproachexplicitlydoesnotimposeapolicyruleaspartofthe

estimationprocedure,e.g.aTaylorRule.Thisispragmaticgiventhatoursample

windowincludeseraswithverydifferentmonetaryregimes,withinandacross

countries—forexample,centralbanksattimestargetedtheexchangerate,atother

timesinflationoreconomicactivity.Instead,weremainagnosticandinformally

examinethedynamicsofpolicystanceandtheoutputgaplateron.

ThemodelisestimatedbyMaximumLikelihoodusingtheKalmanFilterand

theconstraintsdescribedaboveforeachcountryindividually:Germany,Japan,the

U.K.,andtheU.S.fortheperiod1955to2018.Weemploypost-WW2annualdata

takenfromtheJordà,Schularick,andTaylormacrohistorydatabase

(www.macrohistory.org/data)anddevelopedinJordà,Schularick,andTaylor

(2017)andJordà,Knoll,Kuvshinov,Schularick,andTaylor(2019),andwherewe

extendtheseriesforwardfrom2015usingstandardsources.

III. CommonShocks,CommonTrends

Themodeldeliversanumberofinterestingempiricalresultsthatwe

examineinmoredetailinthenexttwosections.Inparticular,wefirstconfirmthe

well-knowndeclineinthenaturalrateinthepast30years(e.g.,KingandLow2014;

RachelandSmith2015;Holston,Laubach,andWilliams2017;RachelandSummers

2019).Thisdeclinediffersfromtherecentbehaviorofequityandbondreturns,an

issuetheliteratureisstillgrapplingwithandwhichwedonotexplorehere.Wealso

find,relativetothenaturalrate,afairlystabletermpremiuminthelongbondyield.

Wethenshowthatthereisastrongcommoncomponentinthedeclineofthe

neutralratethatisnotexplainedjustbygeneralizeddeclinesinthegrowthrateof

potential,andwhichcouldbeduetodemographic,productivity,orotherfactorsthat

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wedonotdirectlyexploreinthispaper(seeRachelandSmith2015foran

assessmentofpotentialexplanations).

III.A)Theriseandfallof𝒓∗andtheevolutionofthetermpremium

ThekeyoutputfromthestatespacemodelispresentedinChart1.The

figurescoverthefourmajoradvancedeconomiesandtheyears1955to2018.Four

seriesareshown,twooneachpage.OnpagesoneandtwoofChart1,oneofthe

seriesisrawdata,namelytherealbillrate,definedastheshorttermbillrateminus

expectedtrendinflation,𝜋"|"'(∗ ,whichiswhatwedefinedastheex-anterealrater.

Theotheristhecorrespondinglatentstatevariableestimatedinthemodel,thereal

naturalrater*.Therealnaturalrateforthefourcountriesdisplaysastriking

commonpatternovermostofthesample.Itreachesalocalmaximumaround400–

500bpsinthe1980sandaglobalminimumaroundminus100–200bpsinthelast

decade.ThemainoutlierisJapan,whichbrieflyhasanevenhigherestimated

naturalrateinthe1950s,andwhichthendropsquicklyupto1970.

Fortheothercountriesthenaturalratestartslow,nearzero,andthenforall

fourcountriesthenaturalrateincreasessharplyfromthe1970stothe1980s.Inall

casesthepathofthenaturalratebroadlytracksthepathoftheshort-termrealbill

rate,butdoessoalongamuchsmootherpath,asisexpectedgiventheparameters

ofthestate-spacemodel.

OnpagesthreeandfourofChart1,oneoftheseriesisrawdata,namelythe

observedtermpremiumorslope,definedasthelongterm(10-year)bondyield

minustheshort-term(3-month)billyield.Theotheristhelatentstatevariable𝜂"J

estimatedinthemodel,correspondingtothelowfrequencyvariationintheslope,

whichwemayalsodenoteslope*.Themagnitudeofthevariationinslope*is

noticeablysmallerthanthatseeninr*,witharangeofabout200–300bpsversus

400–600bps.

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13

Chart1Estimatesofr*and𝜼𝒕𝑩versusactualrealshortrateandslope

-20

24

68

perc

ent

1955 1965 1975 1985 1995 2005 2015

USA-2

02

46

8pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

JPN

r-star, real

short rate, real

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14

Chart1Estimatesofr*and𝜼𝒕𝑩versusactualrealshortrateandslope(continued)

Notes:Author’scalculations.Seetext.

-20

24

68

perc

ent

1955 1965 1975 1985 1995 2005 2015

DEU-2

02

46

8pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

GBR

r-star, real

short rate, real

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15

Chart1Estimatesofr*and𝜼𝒕𝑩versusactualrealshortrateandslope(continued)

Notes:Author’scalculations.Seetext.

-6-4

-20

24

perc

ent

1955 1965 1975 1985 1995 2005 2015

USA-6

-4-2

02

4pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

JPN

slope-star

slope, 10Y minus 3M

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16

Chart1Estimatesofr*and𝜼𝒕𝑩versusactualrealshortrateandslope(continued)

Notes:Author’scalculations.Seetext.

-4-2

02

4pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

DEU-4

-20

24

perc

ent

1955 1965 1975 1985 1995 2005 2015

GBR

slope-star

slope, 10Y minus 3M

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17

Thepatternsarealsolessclearintermsofdirection.Slopehasrisenover

timeinU.S.,U.K.,andJapan,hasdrifteddowninGermany,andbeenquitevolatilein

theU.K.Specifically,since1980,theerainwhichestimatesofr*basedonshortrates

havecollapseddramaticallybyseveralhundredbasispoints,weseelittlesignthat

anystronglydifferenttrendhasbeenseenatthelongendoftheyieldcurve.

III.B)Decomposingthedriversof𝒓∗

Thestate-spacemodelalsopermitsustolookunderthehoodandexplore

thedriversoftheshiftsintherealnaturalrate.Equation(6)statesthat𝑟"∗ = 𝑧" + 𝑔" ,

sotherealnaturalrateisthesumofthelatenttrendfactor𝑧"andthegrowthrateof

potentialoutput.Chart2displaysthisdecompositionforthefoureconomies.Again,

someverybroadcommonalitiesintrendsstandout,afterwelookpastthehigh-

frequencychanges.Theriseandfallofthenaturalrateisnowseentobethe

combinationoftwopatternswhicharesuperimposed,oneadowntrend,theother

aninverse-Utrend.

Thefirstpatternwecanmakeoutisthegradualseculardowntrendinthe

growthcomponent𝑔" ,whichhasbeenaglobalfactorcommontoalloftheadvanced

economiesinthepost-WW2period.Thisdowntrend,asexpected,wasstrongestin

JapanandGermany,wheretheimmediatepostwargrowthsurgeshadbeenthe

mostrapid.IntheU.S.andBritain,thedowntrendwasmoregradual.Thesecond

patternistheriseandfallofthelatentfactor𝑧" ,whichcapturesallothersecular

changesinthenon–growthrelateddriversofthenaturalrateinthisperiod,suchas,

thewell-documentedgreyingofthepopulationandthelargefiscalconsolidation

post-WW2.ThesefactorsinteractwitheachothertoproducetheinvertedU-shape

thatwereport.Thelatentfactorrises400–500bpsuptothe1980s,beforeturning

aroundand,inallcasesbarJapan,retracingtosomethingclosetoitsformerlevelby

now.

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18

Chart2Thenaturalrater*,growthcomponentg,andlatentfactorz

Notes:Author’scalculations.Seetext.

-50

510

perc

ent

1955 1965 1975 1985 1995 2005 2015

USA-5

05

10pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

JPN

natural rate (r*), real latent component (z), real

growth component (g), real

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19

Chart2Thenaturalrater*,growthcomponentg,andlatentfactorz(continued)

Notes:Author’scalculations.Seetext.

-50

510

perc

ent

1955 1965 1975 1985 1995 2005 2015

DEU-5

05

10pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

GBR

natural rate (r*), real latent component (z), real

growth component (g), real

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20

Summingup,thenaturalratereachedalocalpeakaround500bps(±100

bps)inthemid-1980s,maybealittlelowerataround300bpsinJapan.Sincethen,it

hasfallengraduallytolevelsintherange–100bpsto0bpstoday,reachingminima

evenfurtherbelowzerointheyearsrightaftertheGlobalFinancialCrisis.Inall

countriesthelong-rundeclineisdrivenbyacombinationofdropsinpotential

growthrateandtheriseandfallofthelatentfactor.

III.C)Localversusglobalr*

Todigmoredeeplyintotrendsinthenaturalratewetakeacloserlookatthe

relationshipbetweenthe“local”country-specificmeasuresofthenaturalrateand

itscomponents,ascomparedtoa“global”four-countryaveragemeasure.Chart3

presentstheglobalmeasuresofthenaturalrate,thegrowthcomponent,andthe

latentfactorcomponent.Itsummarizesthecommonpatternsjustnoted.Thereisa

long-runriseandfallinthenaturalrate,withapeaknear400bpsinthe1980sand

aminimumnearminus100bpstoday.Thisistheresultofasteadydeclineinthe

growthcomponentoversixdecadescombinedwithanincreaseinthelatentfactor

inthe1960sand1970sfollowedbyareversal.

Chart4nextlooksathowcloselyeachcountry-specifictrendtracksthe

globalpattern,fortherealnaturalrateanditstwocomponents.Overall,theanswer

isthatthelocalandglobalelementsmoveverymuchinsyncwitheachother,with

theanticipatedexceptionbeingJapanduringthefirst10–15yearsofthesample

window,asnotedearlier.Astothecauseofthistightco-movement,thesepatterns

couldemergefromcommonshiftsacrosscountriesingrowth,indemographics,or

infinancialliberalization;theycouldalsoderivefrominternationalarbitrage;or

indeedfromacombinationofsomeoralltheseforces,dependingontheera.

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21

Chart3Globalr*andcomponents

Notes:Author’scalculations.Seetext.

-4-2

02

46

perc

ent

1955 1965 1975 1985 1995 2005 2015

global av. natural rate (r*), real global av. latent component (z), real

global av. growth component (g), real

Global r*, g, z

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22

Chart4Localversusglobalr*andcomponents

Notes:Author’scalculations.Seetext.

-20

24

6pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

(a) Global v local r*-6

-4-2

02

4pe

rcen

t

1955 1965 1975 1985 1995 2005 2015

(b) Global v local z component

02

46

810

perc

ent

1955 1965 1975 1985 1995 2005 2015

(c) Global v local g component

global average USA GBR

JPN DEU

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23

Alongersweepoffinancialhistorysetsthepost-WW2recordofthenatural

rateinabroadercontext.Despitemuchwringingofhandsaboutthethree-decade

declineinthenaturalrate,Jordà,Knoll,Kuvshinov,Schularick,andTaylor(2019)

showthatlowrealratesofreturninsafeassetclassesoccupylongstretchesoftime

historically,inamannerconsistentwithalowneutralrealrateofinterest.If

anything,itisthentherelativelyhighlevelsoftherealinterestratesexperiencedin

the1980s,theverynoticeablepeakseenhereandinotherrecentstudies,which

standoutmoreastheexceptionthantherule.

IV. “Terrestrial”versus“Celestial”Navigation:ChartingtheCourseofMonetaryPolicy

Thediscussionsofarhasemphasizedaprimaryoutputofthemodel,the

naturalrealrate.Thisvariablehasbeenthefocusofthemanyanalysesusingthese

kindsofstate-spacemodels.Butthisisnotouronlyfocus,sincethemodelalso

generatesotherestimatesofgreatinterestwhichshouldprovideinsightsintothe

driversofpolicy,localmacroeconomicdynamics,andinternationaladjustment.In

thelasttwosectionsofthispaper,weturntoanexaminationofthesefeatures,to

seeifthemodelsshedlightonsomeofthecentralpolicyquestionsoftheday.

Toframethediscussion,itisworthemphasizinghowthemodelallowsusto

decomposelocalmonetarypolicysettingsintothreedistinctcomponents.Wehave

alreadydiscussedthe“global”factorofthenaturalrate,whatwenowrefertoasthe

“worldlevel”ofr*,whichweshalldenote𝑟W∗ .Withoutlossofgenerality,onecan

writethelocalshort-terminterestrateinanyeconomyasthesumofthreeterms:

𝑟" = L𝑟" −𝑟"∗MXYYZYY[\]^_`ab_

cd`^ca`d_def

+ L𝑟"∗ − 𝑟W,"∗ MXYYYZYYY[

gd`^ceb_hijdkcl_^]hk^ck^]a

+ 𝑟W,"∗m

ndkcl_^]hk^ck^]a

. (11)

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24

Ofcourse,inthisframework,fromthepointofviewofthelocalpolicymaker

onlythefirstoftheseterms,stance,isundertheircontrol.Incontrast,thelasttwo

terms,thepathoflocaleconomy’snaturalrateanditsdeviationfromtheworld

average,aretakenasgivenbythepolicymaker.3Thedecompositioninexpression

(11)providesausefulsextantwithwhichtomeasurewhatfactorshaveinfactbeen

drivingmonetarypolicy,andespeciallyhowmuchofarolethe“star”termsplay.

Weembraceacrudedichotomy.Underwhatwemaytermtheterrestrial

navigationview,policymakershavetheirheadsdown.Intheshort-run,thestars

don’tmovemuch.Witheyesmainlyontheground,policymakersareguidedbythe

locallandmarksofoutputgapsandinflationgapsandsetstanceaccordingly,

ignoringthelocalandglobalstarterms.Here,itisstanceasmeasuredbythefirst

termin(11)thatmattersmost.

Afocusonstanceasthekeydriverofmonetarypolicysettingunderpins,for

example,thebenchmarkempiricalmodelsofinterest-raterules(e.g.,J.Taylor

1993),andthecanonicaltheorywhichrationalizesthem(e.g.,Woodford2003).In

baselineversions,thepolicyruleinterceptisconstant,andbyconstruction

variationsinthenaturalrateplayvirtuallynorole,averystrongassumptionbut

onethatisoccasionallyputforwardallthesame(Wieland2018).Thisviewis

soundlyrejectedbythedatainourmodel.Ourtime-varyingneutralrateis

impreciselyestimated,butitresultsinavastimprovementoftheloglikelihood

relativetothatofamodelthatpermitsforonlysmallfluctuationsoftheneutralreal

ratearoundaconstant.Wemightsaythatthestarshavestatisticalsignificance.

Next,consideracelestialnavigationview,wherepolicymakerswouldexpand

thehorizonandwouldconsidernotsimplythefirstterminexpression(11)butthe

roleplayedbythelattertwotermsaswell.Thestarsaremovingandmustbe

3Thoughsomewouldgosofarasviewingthenaturalrateasendogenoustomonetarypolicy.SeeBorioetal.(2018).

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25

trackedlestundesirabledeviationsinthepolicypathaccumulateandtakeusoff

course.IntheterminologyofPowell(2018),policymakersarenotfixatedonlyon

locallandmarks,buttakeintoaccountthestars—thatis,thelocalandworldnatural

rates.Thisisakeyaugmentationtothestandardmodelsandtheories,andithas

beenemphasizedbyalongliteraturesinceLaubachandWilliams(2003).

Indeed,wewillfindthatmostofthevariationinthepolicysettings,as

measuredbyinterestratesattheshortend,isdrivennotbythepathofthestance

termbutratherbychangesinthepathsoflocalr*andworldr*termsinequation

(11).Inthissense,interestratesettingisdrivenbyfactorsoutsidepolicymakers’

control.Takingthelongview,thecelestialmattersasmuchifnotmorethanthe

terrestrial.Thestarsalsohavequantitativesignificance.

IV.A)Lookingtothestars:Variancedecompositionofinterestrates

Arecentralbankersstargazersorshoegazers?Thisisanempiricalquestion,

andourstatespacemodelcombinedwiththeabovedecompositiongivesusan

opportunitytoputtoatesttheterrestrialandcelestialnavigationviews.Wetakea

simpleapproach.Wecomputealltermsinequation(11)forourfullsampleandfor

allfoureconomies.Wethencalculatethevarianceoftheleft-handside,andthe

varianceofthethreetermsontheright-handside,plusaresidualtermwhich

accountsforcovariancecomponents.TheresultsareshowninChart5,forthefull

sampleofallyears,andthreesubsampleperiods,andprovideaveryclearanswer.

Thefigureshowsthevarianceofthefirstterm,representingstance,inblue

shadedbars.Inallyearsthistermaccountsforatmostabout40%ofthetotal

varianceintheshortrate.Bycomparison,theothertwoterms,the“star”terms,

whosevarianceisdepictedbytheredandorangebars,accountforalmostallofthe

remaining60%ofthevarianceintheshortrates.

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26

Chart5Variancedecompositionofrealshort-terminterestratesoverfivedecades

Notes:Author’scalculations.Seetext.Otherreferstotheresidualduetocovarianceterms.

Therevariationbysubperiod,butnotsomuchastooverturnthebasicpoint.

Stancevariationexplainsagreatershareduringthemiddleperiodofmoreerratic

monetarypolicyfromthecollapseofBrettonWoods(1974)totheeraofinflation

targeting(1994).Notsurprisingly,themoremonetarypolicyisrudderless,inthis

setup,thegreateractionwillbeattributedtotheuseoflocalguidance(evenifitis

poorguidance)thantotheslow-movingnaturalratecomponents.

Summingup,usingourempiricalapproach,postwarhistoryoffersavery

definitivejudgementontheterrestrialversuscelestialdebate.Localandworld

naturalratesarenotconstant,andtheirineluctabledriftpullsonthecoursesettings

ofmonetarypolicymakers,perhapsmorethanhasbeenyetrealized.Overfive

decades,amajorityofshort-ratevariationhasbeendrivenbythesestarfactors,and

lessthanhalfbychangesintheresidualstancemeasure.

01

23

45

1955–1974 1975–1994 1994–2015 All years

r – r* r* – r*wr*w other

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27

Butthisvariancedecompositionisonlyastartingpointforouranalysis.We

candomuchmorewiththedecompositioninequation(11),andtherestofthe

papercarriesthisforwardinseveraldirections.Inthelastpartofthissectionwe

lookatthetimevariationinthedispersionofstanceandhowitrelatestotime

variationinthedispersionoftherealfundamental,theoutputgap.Theuneven

historicalpatternswefindareilluminating.Thenintheremainderofthepaperwe

lookatthestanceandstartermsandstudytheircontributiontomacroeconomic

adjustmentdynamics.Providingafurthercross-checkonourmodeloutput,this

exerciseshowsthatbothsetsoftermsgenerateadjustmentpredictionsthatalign

withtextbookmacroeconomicintuition.

IV.B)Steeringinerraticcurrents:comparingtheevolutionofmonetarypolicystanceandtheoutputgapoverfivedecades

Inlightoftheabovedecomposition,andasasensecheck,considerthe

evolutionofstanceandgapinthefourcountriessince1960,discardingtheprior

fiveyearsastrainingdataforthemodelgiventheapparentinstabilityofsome

estimatesinthoseyears.

Chart6presentsovertwopagesdescriptivesummariesofthemodel

estimates.Fornow,wewillfocusonthefiguresinthefirstandsecondrowsofeach

page,referringtogapandstance.Wewilldiscussinflationdispersionbehavior,

describedbythefiguresinthethirdrow,inamoment.Thefiguresonpageone

showtheaveragelevelsofstanceandgapinthefour-countrysample,alongwithan

indicationofthemin-maxrangeineachyeartoshowthedispersion.Analternative

measureofdispersionisshownonpagetwo,thestandarddeviationofgapand

stance,byyear,withanonparametricestimatedtrendbasedonakernelregression

alsoshown.

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Chart6Dispersionofmonetarypolicystance,outputgap,andinflation

Notes:Author’scalculations.Seetext.Smoothedestimatesinlowerpaneluseabandwidthof8years.

-4-2

02

4

1960 1970 1980 1990 2000 2010 2020

(a) Gap levels-4

-20

24

1960 1970 1980 1990 2000 2010 2020

(b) Stance levels

05

1015

20

1960 1970 1980 1990 2000 2010 2020

(c) Inflation levels

min/maxaverage

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Chart6Dispersionofmonetarypolicystance,outputgap,andinflation(continued)

Notes:Author’scalculations.Seetext.Smoothedestimatesinlowerpaneluseabandwidthof8years.

0.5

1

1960 1970 1980 1990 2000 2010

(d) Gap dispersion0

.51

1.5

22.

5

1960 1970 1980 1990 2000 2010

(e) Stance dispersion

02

46

1960 1970 1980 1990 2000 2010

(f) Inflation dispersion

sdsmooth line of estimates

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30

Thesefiguressummarizetwoimportantbutcontrastingtrendsinthekey

model-impliedstatevariables,stanceandgap,inthelastsixtyyears.Withrespectto

gap,thecross-countrydispersionhasseenonalong,gradual,monotonicdownward

trendforthelastsixdecades,allowingforsomeshort-runvolatilityalongtheway.

Thebusinesscyclesofthefoureconomieshavesteadilymovedintogreater

synchronizationovertime.Thishappenedevenaspotentialoutputfollowedrather

differentpaths(JapanversustheU.S.,forexample).Itisastrikingfeatureand,a

priori,itisnotobviouswhythiswouldbeso.Lookingatthetrend,gapdispersionis

nowatabouthalfofitslevelin1960.Evenintheabsenceofexplicitmonetarypolicy

coordination,andinlightofthisdegreeofbusinesscyclesynchronization,one

wouldexpectmonetarypolicystancetobesimilarlysynchronized.

However,thisdoesnotappeartobequitethecase.Thetrendishump

shaped.Forthefirsttwoorthreedecades,evenastherealeconomiesbecamemore

aligned,monetarypolicystancegotevermoredivergentintheseeconomies.The

findingisintuitiveandfitsthehistoricalnarrative:withBrettonWoodsfallingapart,

centralbanksgropedforanewnominalanchor,buttheyblunderedaboutfor10or

20yearsbeforetheyallcoalescedonanewinflation-targetingconsensus,andthat

newpolicyregimeeventuallybroughtstancedispersionmorecloselybackintoline

withgapdispersion.

Thedispersioninoutputgapshasbeendecliningthroughoutthepost-WW2

era,evenbeforethestartoftheperiodcommonlyreferredastheGreatModeration.

Interestingly,thedispersioninmonetarypolicystances,measuredasthedeviation

oftherealratefromtheneutralrate,doesnotquitefitthesamepattern.Today

stancedispersionisalsoataboutonehalfofitslevelin1960,butittookamuch

moreinterestingjourneyalongtheway.Butasofnow,fromtheperspectiveofthe

fullpost-WW2experience,thecurrentobserveddivergenceinstanceappearswell

withinthehistoricalnorm.

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31

ThisnarrativeisconsistentwiththefinalrowoffiguresinChart6.Whilegap

dispersionwasfallinginamoreorlessstraightline,thecentralbanksinoursample

lostcontrolofinflationinthe1970s,togreaterorlesserdegrees.Onecouldsaythat

themistakesderivedfromlargeshiftsinpolicystanceasinflationcontrolwentout

ofkilter,andthecorrectionofthemistakessubsequentlyallowedaconquestof

inflationglobally,butthisrequiredfurtherlargeshiftsinpolicystance,toget

inflationcontrolbackontrack.Thus,stanceandinflationleftaveryvolatile

signatureintheserecordsinthemiddleyears,evenasrealsidevolatilityduetogap

followedacalmandgradualdescentfromstarttoend.

V. PolicyStance,theBusinessCycle,andDomesticAdjustment

Inthissection,wewillfirstexplorewhatthemodeloutputshavetosayabout

standardtheoriesofthedomesticco-evolutionofthefirsttermabove,

𝑠𝑡𝑎𝑛𝑐𝑒" ≡ 𝑟" −𝑟"∗,anditsnaturalco-statevariable,𝑔𝑎𝑝" ≡ 𝑥" ≡ 𝑦" − 𝑦"∗,which

measuresthedistancebetweenactualandpotentialoutput.Inthenextsectionwe

askhowthefirstterm,thedifferentialbetweenlocalandworldnaturalratesrelates

totheoriesoftheinternationaladjustmentprocess.Tostart,asimpleGranger

causalityapproachconfirmsintuitionabouthowpolicyaffectsthestateofthe

economy,andhowpolicyisinturninfluencedbythestateoftheeconomy.

V.A)Thedynamicsofstanceandgap

Giventhemodelimpliedstanceandgapmeasures,weinvestigatetheirco-

evolutioninasmall-scaleestimateddynamicalsystem.Weestimatereduced-form

localprojectionsoffuturecumulativechangesinavector∆O 𝒚x," = 𝒚x,"yO − 𝒚x,"'(,

wherethevectorelementsare𝒚={stance,gap},andoutcomesarechangesfrom

year𝑡 − 1to𝑡 + ℎ,regressedonobservedchangesinstanceandgapinyeart,

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32

denoted∆𝒚x," ,plus2lagsofthestatevectorasadditionalcontrols𝒙x," .Estimationof

eachequationisbypanelOLSwithcountryfixedeffects.

Dothesepredictiveestimatesaccordwithintuition?Table1suggeststhat

theydo.Panel(a)displaystheresponseofstancetogapandtoitself.Theresponse

ofstancetogapissignificantattheone-andtwo-yearhorizonsandhasthe

expectedpositivesign.Anincreaseingap,i.e.,amorerapidlygrowingeconomy,

predictsatighterpolicystanceoneyearahead.Beyondoneyearallestimatesare

small.Theownresponseofstancetoitselfismoderatelypersistent,butalsohasthe

expectedsign.Afteroneyearabout60%ofthechangeinstancepersists,thelargest

responsecoefficientofthefour.Infutureyears,stanceisthenpredictedtorevert.

Beyondoneyearallestimatesareagainsmall.

Panel(b)displaystheresponseofgaptoitselfandtostance.Theown

responseofgaptogapshowsthetypicalmeanreversionpattern.Unusually,high

growthtodayingeneralpredictslowergrowthgoingforward.Theresponseofgap

tostanceshowstheconventionalresults:amonetarypolicycontractiontodayleads

toamorenegativeoutputgapinfutureyears,andtheeffectsarefeltevenouttotwo

yearsahead.

Thekeyone-yearaheadcross-responsesofstancetogapandgaptostance

impliedbythelocalprojectionsaredisplayedinChart7.Withoutmakinganycausal

inference,atighterstancepredictsloweroutputnextperiod,andhigheroutput

predictstighterstancenextperiod.Thisisexactlywhatstandardmodelswith

standardpolicyruleswouldleadustoexpect,andourstate-spacemodelisshownto

beinternallyconsistentonthesedimensions.

Finally,wenotethattheaverageeffectswereportareattenuatedbythe

endogenousresponseofpolicytotheoutlook.Thus,thefactthattheseestimatesare

stillsignificantandoftheconventionalsignisthereforenotable.Insum,themodel

outputpassesthissensecheck.

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33

Table1LPdynamicsofstanceandgap,4-countrypanel(a)Responseofstancetochangesingapandstance

𝑟"y( − 𝑟"y(∗ 𝑟"y{ − 𝑟"y{∗ 𝑟"y| − 𝑟"y|∗ 𝑟"y} − 𝑟"y}∗ Δ(𝑦" − 𝑦"∗) 0.44** 0.27** -0.15 -0.16

(0.11) (0.13) (0.14) (0.14)

Δ(𝑟" − 𝑟"∗) 0.55** 0.16** 0.12 0.01 (0.07) (0.08) (0.08) (0.08)

N.obs 244 240 236 232(b)Responseofgaptochangesingapandstance

𝑦"y( − 𝑦"y(∗ 𝑦"y{ − 𝑦"y{∗ 𝑦"y| − 𝑦"y|∗ 𝑦"y} − 𝑦"y}∗ Δ(𝑦" − 𝑦"∗) -0.02 -0.51** -0.20 0.01

(0.07) (0.04) (0.09) (0.04)

Δ(𝑟" − 𝑟"∗) -0.12* -0.11** 0.02 0.02 (0.04) (0.03) (0.05) (0.03)

N.obs 244 240 236 232Notes:Author’scalculations.Seetext.Standarderrorsinparentheses, ∗p<0.10, ∗∗p<0.05.Chart7Responseofstancetogapandgaptostance,4-countrypanel

Notes:Partialbinscatters.Author’scalculations.Seetext.

-1.5

-1-.5

0.5

1d.

stan

ce(t

+1)

-3 -2 -1 0 1 2d.gap(t)

(a) 1-year response of stance to gap

-1.5

-1-.5

0.5

1d.

gap(

t+1)

-2 -1 0 1 2 3d.stance(t)

(b) 1-year response of gap to stance

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34

VI. Localr*versusWorldr*asdriversofdomesticandinternationalmacroeconomicadjustment

Theprevioussectiontracedoutthe“terrestrial”dynamicsofhowgap

respondstostanceandstancerespondstogap.Asfaraspredictingshort-run

macroeconomicandpolicyoutcomes,everythingaccordedwithintuition.Butthisis

onlypartofthestory,asweknowfromthedecompositionatequation(11).What

about“celestial”forces,andhowtheyinteractwithmacroeconomicoutcomes?In

thissectionweturntothestartermsandexaminehowshiftsinthesenon-policy

variablespredictmediumtermmacroeconomicadjustmenttofundamentals.

Thegapbetweenlocalandworldnaturalratesmaysitoutsidelocal

policymakers’control,butaccordingtostandardtheoryitshouldhaveavery

importantinfluenceonlocaleconomicoutcomesviatheinternationaladjustment

process.Sinceourmodel-impliedestimatesgiveusawaytomeasurethegap

betweenlocalandworldnaturalrates,weareinapositiontoaskwhether

empirically,overthelongrun,theevidencesupportsthisviewofhowthe

mechanismsofinternationaladjustmentactuallywork.

Naturally,thisrequiresatransitiontoanopeneconomyframework.Again,

weeschewformalmodels,butwegroundourthinkingusingtheideaspresentedin

Clarida(2019).Thatpaper,followingClarida,Galí,andGertler(2002),explores

policyinatwo-countryDSGEmodelwithglobalandcountry-specificr*shocks

whichareafunctionofproductivityonly,aswellascostpushshocks.Clarida(2019)

mapsfromthemodeltotheempiricaleffectsseenintheHolston,Laubach,and

Williams(2017)fourindividualcountryestimatesusingavectorerrorcorrection

model(VECM)ofthenaturalrate.Inthisidealizedmodel,globalandlocalr*shocks

mustbothpassthroughintothelocalpolicyrateunderoptimalpolicy.4

4Oneinterestingcorollaryofthemodelisthat,undersymmetry,globalshocksdonotpassthroughintoexchangerates.Thereasonisthattheequilibriumexchangerateisafunctionof(transitory)PPPgapsandoutputgapsplusatermreflectingexpectedfuturerealnaturalratedifferentials.

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35

Anotablefeatureofthesetupisthat,ifthenaturalrateisobservedperfectly

inrealtime,thecentralbankcanreplicatetheflexiblepriceequilibriumbypassing

throughthenaturalrateshockfullyandimmediatelytothepolicyrate.Inmore

realisticsettings,andasweseeinthedata,thepass-throughislikelytobegradual,

perhapsjustifiedbythesignalextractionproblemifthenaturalrateisknownonly

withnoise.Inthosemorerealisticcircumstances,underagradualincorporationof

realrateshocksintothepolicyrate,severalpatternsshouldbeexpected.A

hypothesizedpositiveproductivityshocktothelocalr*willbeaccompaniedbya

boominoutputandinflationthatpersists,butthestrongeconomywilleventually

betemperedbyarisingrealpolicyrate.Ontheway,thelocalstance—thedifference

betweennaturalandobservedrealrates,willbeelevated,andconsequentlythe

localcurrencyshouldbeexpectedtoappreciate,anotheradjustmentchannel.We

mightask,givenourmodeloutputs:isthisactuallythecaseinthedata?

Wethinkitisofinteresttoaskwhatotherstatisticalsignaturesanaturalrate

shockmightleaveinthedata,andthecurrentaccountidentitystandsoutasa

naturalnexusofinternationaladjustment.IntheClarida(2019)model,thischannel

isshutdownbylogpreferences(cf.ColeandObstfeld1991),butingeneralwea

expectnontrivialresponsesofsaving,investment,andthecurrentaccount.Along

theselines,Obstfeld(2019)proposesthattheeconomywiththehigher(lower)

autarkynaturalrealratewouldrunacurrentaccountdeficit(surplus)intheopen

economyequilibriumuntilequilibrationoccurs.Inthecaseofaproductivity-led

shocktothehomenaturalrate,withgradualadjustmenttoequilibrium,wewould

expectthecurrentaccounttomovetowarddeficitandtherealexchangerateto

appreciateendogenously.Inmanycanonicalmodels,withoutcapital,thiswouldbe

achievedviaconsumptionadjustment,butwherecapitalispresent,aproductivity-

ledriseinthehomenaturalratemightbeexpectedtostimulatehigherinvestment

also.

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36

Ouraimhereistoundertakeapreliminaryandonlyinformalempirical

assessmentofthesemechanismsbypresentingsomesuggestivecorrelationsbased

ontheoutputofourstate-spacemodel.Wenowknowthatlocalandglobalnatural

ratestracktogetherinthelongrun,butlocal-globaldifferentialsclearlydoopenup

quitefrequentlywhen,fromtimetotime,localandglobalshocksdiffer.We

thereforeconditiononlocal-worldnaturalratedifferentialsandseeiftheycan

forecastmacroeconomicoutcomeslookingforward.Asafirstpass,weagainutilize

alocalprojectionframework,butnowwithaneyetomediumtermadjustment

dynamics.Thus,theoutcomevariableistheaverageresponseover3years.The

treatmentvariableisthegapbetweenlocalandworldlevelsofthenaturalrate.

TheseexperimentsarereportedinChart8.

Firstly,Panel(a)showsthepredictedresponseoftheoutputgap,inflation

gap,stance,andthe(trade-weighted)exchangeratetothelocal-worldnaturalrate

differential.Fromequation(4),asjustnoted,unlessstanceadjustsinstantly,a

higherlocalnaturalratewillbeassociatedwithoutputexceedingpotentialgoing

forward,astrongorhoteconomy.Then,fromequation(7)thiswillfeedintohigher

inflation.Subsequently,aspolicyadjusts,stanceshouldtighten,andtheexchange

rateshouldstrengthen.Thefiguresshowthatinthedatathesignofallfour

responsesaccordwiththislogic.Judgedhere,thestate-spacemodelfareswellin

matchingkeymacrovariablesofinterest.

Secondly,Panel(b)showstheresponseofthevariousflowmeasurestothe

local-worldnaturalratedifferential.Fromtheoryweexpectthatahigherlocal

naturalrate,allelseequal,wouldpredicthighercurrentaccountdeficitsinfuture,

andthisisverystronglythecaseinthedata,withapositivecorrelationbetween

CA/GDPratiosandther*differential.Weseethatthisresponseispartlydrivenbya

declineinlocalsaving/GDPratios,andariseinlocalinvestment/GDPratios.

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37

Chart8Localr*,Worldr*,anddomesticandinternationalmacroeconomicadjustment

(a)3-yearaverageresponseofoutputgap,inflation,stance,andexchangerate

Notes:Partialbinscatters.Author’scalculations.Seetext.

-.2-.1

0.1

.2O

utpu

t gap

, 3y

avg.

-4 -2 0 2 4Local r* minus World r*

-2-1

01

2In

flatio

n ga

p, 3

y av

g.

-4 -2 0 2 4Local r* minus World r*

-1-.5

0.5

1St

ance

, 3y

avg.

-4 -2 0 2 4Local r* minus World r*

-.03

-.02

-.01

0.0

1.0

2Tr

ade-

wei

ghte

d ex

chan

ge ra

te, 3

y av

g. %

ch.

-4 -2 0 2 4Local r* minus World r*

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38

Chart8(continued)Localr*,Worldr*,anddomesticandinternationalmacroeconomicadjustment

(b)3-yearaverageresponseofcurrentaccount,saving,investment,andcredit

Notes:Partialbinscatters.Author’scalculations.Seetext.

-2-1

01

2C

urre

nt A

ccou

nt/G

DP,

3y

avg.

-4 -2 0 2 4Local r* minus World r*

-2-1

01

2Sa

ving

/GD

P, 3

y av

g.

-4 -2 0 2 4Local r* minus World r*

-.02

-.01

0.0

1.0

2In

vest

men

t/G

DP,

3y

avg.

-4 -2 0 2 4Local r* minus World r*

-.05

0.0

5.1

Rea

l Loa

ns, 3

y av

g. %

ch.

-4 -2 0 2 4Local r* minus World r*

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39

Allresponsesareconsistentwithstandardeconomiclogic.Relatedly,the

finalchartshowsthatthehigherCAdeficit,lowersaving,andhigherinvestment

responsesaremediatedbyaperiodofstrongergrowthinrealcreditgrowthinthe

localeconomy.Ofcourse,thiscreditboomresponsebringstomindtheconcerns

notedbyObstfeld(2019)thattheseshocksmaywellhavefinancialstabilityaswell

asmonetarypolicyimplications.5Theseresponsesaccordwithaninvestment

channelthatrunsthroughcreditmarkets,andsoonthisdimensiontheoutputofthe

state-spacemodelalsoappearsreasonable.

VII.Conclusion:Implicationsformonetarypolicy

Whatlessonsshouldpolicymakersdrawfromouranalysis?Itisworth

reflectingonwhattheoreticaleconomicmodelstellusfirst.Ononeside,Corsetti,

Dedola,andLeduc(2010)arguethat,outsidethelaboratoryoffrictionless

economies,incompleteexchange-ratepass-throughandassetmarketimperfections

(tonamejusttwopotentialfrictions)generatedistortionsandspilloversthatjustify

greaterinternationalmonetarypolicycooperation.Butsuchcooperationrequires

optimaldomesticpolicytoincorporateinternationalelementsthatdistortthe

optimaldomesticresponseundermonetaryautarky.AsClarida(2019)argues

persuasively,suchshort-rundistortionscanbeperceivedbythepublicasrunning

countertodomesticinterestsandhenceunderminethecredibilityofdomestic

centralbanks,thecornerstoneonwhichmoderncentralbankingrests.And

credibilityisparticularlyvaluablenowthatlowneutralrealratesofinterestare

likelytolimittraditionalinterestratepolicyinfavorofnontraditionalmonetary

tools,includingforwardguidance,whoseeffectivenessrestssquarelyoncredibility.

5SeeSchularickandTaylor(2012)andJordà,Schularick,andTaylor(2013)forevidencewhichshows,usingthesamedataset,thatcreditboomsareassociatedwithcostlyfinancialinstability.

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40

Theoryprovidesadiscipliningdevicetothinkthroughtheconsequencesof

alternativescenariosinanorganizedmanner.But,intheend,whetheronepointof

vieworanotherisclosertothemarkcomesdowntotheempiricalevidence.Inthis

paperwestepawayfromtryingtoarbitratehowmuchcentralbankcooperation

thereshouldbe.Rather,wethinkitismoreusefultofirstdocumenttherealityof

howmuchpolicydivergencethereisinthedatacurrently,andinthepast,andto

exploreitssourcesandpotentialconsequences.

Aswediscussedearlier,measuringdivergencebydirectlycomparing

interestratesacrosseconomiesisacoarseandatheoreticalapproach.Asthe

decompositioninexpression(11)showed,interestratescanfluctuateduetothe

monetarypolicystance(i.e.,deviationsfromtheneutralrateofinterest),and

deviationsofthedomesticneutralratefromtheglobalneutralrate.Thelatteristhe

internationalequilibriumrateanchoringallotherrates.Inaworldwithperfect

capitalmobilityandrisksharing,thiswouldbetheequilibriumrateofinterestthat

wouldprevaileverywhere.Thebottomlineisthat,intheshort-run,onlythestance

isunderthecontrolofthemonetaryauthority.

Estimatesbasedonourmodelsuggestthatthecurrentdivergenceinneutral

ratesofinterestiswellwithinthehistoricalnorm.Andthisistrueforits

componentsaswell:therateofpotentialgrowth,andthelatentdriversofthe

neutralrate(aholdingtankforavarietyofotherdriversoftheneutralrate,suchas

demography,fiscalpolicy,financialdevelopment,andsoon),somethingthathadnot

alwaysbeenthecaseinearlierperiods.Infact,theevidenceprovidedinChart4

indicatesthatoverthepost-WW2era,thegrowthandlatentcomponentsofthe

domesticneutralrateareingreatersynchronytodaythanatanytimeinthepast.

Diggingdeeperintoeachcomponentandthemonetarypolicystancein

particular,Chart6,panel(e)suggeststhatdivergenceinthepolicystancehas

graduallydeclinedoverthepastsixdecadesandisnowatitslowestpoint.Andthis

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41

ishappeningatthesametimeasthebusinesscyclehasbecomeincreasingly

synchronized,asChart6,panel(d)shows.

Returningtothesecondmajorcomponentofinterestrates,thegapbetween

thedomesticandtheglobalneutralrealrateofinterest,Chart8providesaclear

reminderthatthisgaphasimportantconsequencesfortheinternationaladjustment

ofkeyvariables.Asthebasiccorrelationsinthatchartshow,themorethedomestic

neutralratedivergesfromtheglobal,thebiggertheimpactonexchangerates,the

currentaccount,andcreditflowsdowntheroad.AsObstfeld(2019)explains,

persistentcurrentaccountimbalancescanbethecanaryinthecoalminethatwarns

ofimpendingimbalancesincreditmarketsandthusanelevatedriskoffinancial

fragility.

Finally,twothoughtsonbroaderpolicyimplications.

First,theneutralrategapshowsupinimportantwaysthatarerelevantto

understandingcurrenteconomicconditions.AsChart8shows,variationinthe

neutralrategapshowsuponinflationandtheoutputgap.Thus,acentralbanker

grapplingwithpersistentlylowinflationmustconsiderthepossibilitythatthe

domesticneutralratehasdroppedandthatthemonetarystanceneedstobe

accordinglyadjusted,evenwhenthereisconsiderableuncertaintyaboutwherethe

neutralratereallylies.

Second,thelongrealratehastrackeddownfairlyconsistentlywiththeshort

realrateoverrecentdecades.Thelatentfactorslope*tellsthisstory.Ourestimateof

thislow-frequencytermpremiumcomponentisstillpositive,albeitsmallerinJapan

andGermany(<100bps)andlargerinU.S.andU.K.(150–200bps).Thishas

implicationsforunconventionalmonetarypolicy,sinceasmallertermpremium,all

elseequal,reducesthepolicyspaceforlargescaleassetpurchasesaimedatshifting

theyieldcurve.

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42

VII.A)Caveat:canpolicyaffecttheneutralrate?

Standardtheorysaysmoneyisneutralinthelongrun.Acentralbankcannot

usemonetarypolicytogenerategrowth,onlymitigateshort-runfluctuations.Ithas

noinfluenceontheneutralrate.Thisisthepositionweadoptinthispaper.Since

theGlobalFinancialCrisis,however,thiscanonhasbeenchallengedfromavariety

ofcorners.RecoveryfromthefinancialcrisisandtheEuropeansovereigncrisishas

beendisappointing.Realoutputisnotreturningtopre-crisistrends,aconsiderable

lossofwelfarewithsocialandpoliticalramificationsalltooapparent.Summers

(2016)arguedthatwemaybeinaneraofsecularstagnation,withchronicexcessof

savingoverinvestmentthatcanbebestsortedbyboostingpublicinvestment.Tight

fiscalpolicywhentheneutralrateislowcanhavecontractionaryspillovers

(Krugman2013;Setser2019;FornaroandRomeiforthcoming).

Meanwhile,someresearchraisesthepossibilitythatmonetarypolicydoesin

facthaveimportantconsequencesforthepotentialrateofeconomicgrowth.

BernankeandMihov(1998)providedempiricalevidenceofthelong-lastingeffects

ofmonetaryshocks.AtleastsinceStadler(1990),businesscyclemodelswith

endogenoustechnologyjustifywhyproductivitygrowthcanbeamplifiedor

attenuateddependingonwhethertheeconomyisinaboomorabust:R&D

investmentiscloselylinkedwiththebusinesscycle.RecentworkbyJordà,Singh,

andTaylor(2019)findsevidencetosupportthisview.Suchmechanismspaired

withthecurrentmacroeconomicoutlookandlowornegativeneutralrealratesof

intertest,suggestthatmonetarypolicycouldindeedhavelongruneffectsonthe

neutralrateofinterest.Tightlocalorglobalpolicystancecouldleadtolong-run

persistentdownturnsintheneutralrealrate.6Insuchascenario,theinternally

consistentpicturewehavepaintedmightneedtoberedrawnconsiderably.

6NotethatwhatwedescriberunscountertothecausalityinBorio,Disyatat,andRungcharoenkitkul(2019),whoclaimthataloosestancefostersendogenouslylowerneutralrates.

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VII.B)Finalthoughts

TheGlobalFinancialCrisisleftaheavyimprintintheeconomiclandscape.

Theseedsforgreaterpolicydivergenceplantedbythecrisissproutedonbothsides

oftheAtlanticandthePacificinthepastfewyears.Anxietiesaboutthenegative

spilloversandstressesthatnon-coordinatedpolicydivergencemightplaceuponthe

systemhavebecomeapparent.Talkofcurrencywarsandexchangerate

manipulationstartedtomakeheadlines.

Yetwithoutfirmerempiricalevidence,ofthekindwepresenthere,itis

difficulttoknowhowconcernedweshouldbe.Andourargumentthatlong-run

forcesmatter,thattheseforcesarebeyondpolicymakers’control,andalsocontaina

strongglobalcomponent,couldsupportamorebenignnarrative.

Westressthatadirectcomparisonofinterestratesacrosscountriesistoo

coarseameasureofmonetarypolicydivergenceorlackofmonetarypolicy

coordination.Weshowthatthemonetarypolicystanceonlymakessensein

referencetotheneutralrateprevailingintheeconomy.Inaddition,aneconomy’s

neutralratecannotdivergefromtheglobalneutralrategiventhelevelsofrealand

financialintegrationcharacterizingmoderneconomies.

Acentralbankhasadutytoprotecttheeconomicandfinancialwelfareofits

citizens.Inaglobalizedeconomywithlowratesofgrowth,lowneutralrealratesof

interest,andtightfinancialintegration,carryingoutthatdutywillinevitablyrequire

centralbankstoadoptaglobalperspective.

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