Finance and Economics Discussion Series
Divisions of Research & Statistics and Monetary Affairs
Federal Reserve Board, Washington, D.C.
The Macroeconomic Effects of the Federal Reserve’s
Unconventional Monetary Policies
Eric M. Engen, Thomas Laubach, and David Reifschneider
2015-005
Please cite this pap er as:
Engen, Eric M., Thomas Laubach, and David Reifschneider (2015). “The Macroeconomic
Effects of the Federal Reserve’s Unconventional Monetary Policies,” Finance and Economics
Discussion Series 2015-005. Washington: Board of Governors of the Federal Reserve System,
http://dx.doi.org/10.17016/FEDS.2015.005.
NOTE: Staff working papers in the Finance and Economics Discussion Series (FEDS) are preliminary
materials circulated to stimulate discussion and critical comment. The analysis and conclusions set forth
are those of the authors and do not indicate concurrence by other members of the research staff or the
Board of Governors. References in publications to the Finance and Economics Discussion Series (other than
acknowledgement) should be cleared with the author(s) to protect the tentative character of these papers.
Page1of54
TheMacroeconomicEffectsoftheFederalReserve’s
UnconventionalMonetaryPolicies*
EricEngen,ThomasLaubach,andDaveReifschneider
FederalReserveBoard
January14,2015
Abstract
Afterreachingtheeffectivelowerboundforthefederalfundsrateinlate2008,theFederalReserve
turnedtotwounconventionalpolicytools—quantitativeeasingandincreasinglyexplicitandforward
leaningguidanceforthefuturepathofthefederalfundsrate—inordertoprovideadditionalmonetary
policyaccommodation.Weuse
surveydatafromtheBlueChipEconomicIndicatorstoinferchangesin
privatesectorperceptionsoftheimplicitinterestraterulethattheFederalReservewouldusefollowing
liftofffromtheeffectivelowerbound.Usingourestimatesofthechangesovertimeinprivate
expectationsfortheimplicitpolicyrule,
andestimatesoftheeffectsoftheFede ral Reserve’s
quantitativeeasingprogramsontermpremiumsderivedfromotherstudies,wesimulatetheFRB/US
modeltoassesstheactualeconomicstimulusprovided byunconventionalpolicysinceearly2009.Our
analysissuggeststhatthenetstimulustorealactivityandinflation waslimited
bythegradualnatureof
thechangesinpolicyexpectationsandtermpremiumeffects,aswellasbyapersistentbeliefonthe
partofthepublicthatthepaceofreco verywouldbemuchfasterthanprovedtobethecase.Our
analysisimpliesthatthepeakunemploymenteffect—subtracting
percentagepointsfromthe
unemploymentraterelativetowhatwouldhaveoccurredintheabsenceoftheunconventionalpolicy
actions—doesnotoccuruntilearly201 5,whilethepeakinflationeffect—adding½percentagepointto
theinflationrate—isnotanticipateduntilearly2016.

JELclassification:E5
Keywords:federalfundsrate,
forwardguidance,largescaleassetpurchases,monetarypolicyreaction
function,zerolowerbound
____________________________
*Theviewsexpressedinthispaperarethoseoftheauthorsanddonotnecessarilyreflecttheviewsof
othersattheFederalReserveBoardorintheFederalReserveSystem.WethankJim
Clouse,BillEnglish,
RefetGürkaynak,MikeKiley,DavidLebow,EdNelson,andseminarparticipantsattheEuropeanCentral
BankandtheBankofFranceforhelpfulcomments.
Page2of54
I. Introduction
Bytheendof2008,theFederalReserve’sconventionalmonetarypolicytool,thefederalfundsrate,was
atitseffectivelowerboundastheeconomywasinthemidstofafinancialcrisisanddeeprecession.In
thesecircumstances,theFederalOpenMarketCommittee
(FOMC)turnedtotwounconventionalpolicy
tools—quantitativeeasingprogramsandincreasinglyexplicitand forwardleaningguidanceforthe
futurepathofthefederalfundsrate—inordertoprovideadditionalmonetarypolicyaccommodationto
helpendtherecessionandstrengthentheeconomicrecovery.
1
Theseunconventionalpolicyactions
wereintendedtoputdownwardpressureonreallongerterminterestratesandmoregenerallyto
improveoverallfinancialconditions,includingbolsteringpricesforcorporateequitiesandresidential
properties.Morefavorablefinancialconditionswould,inturn,helpboostaggregatedemandandcheck
undesirabledisinflationarypressuresby
providingincreasedsupportforconsumerspending,
construction,businessinvestment,andnetexports.
AsizablenumberofstudieshaveinvestigatedthefinancialmarketeffectsoftheFOMC’sunconventional
actions,especiallywithregardtotheFederalReserve’sassetpurchases,andfoundnoticeableeffects,
onbalance,onlongterminterestrates.
2
Bycontrast,therehavebeenrelativelyfewstudiesofthe
effectsoftheseactionsonrealactivityandinflation,andthisworkhasfocusedalmostexclusivelyon
macroeconomiceffectsarisingonlyfromthereductionsintermpremiumscausedbylargescaleasset
purchases.
3
Forthesereasons,relativelylittleisknownaboutthemacroeconomicstimulusprovidedby
theeffectsoftheFOMC’spostcrisisforwardguidanceandassetpurchasesonexpectationsforthe
futurepathofshortterminterestrates,norhowthoseexpectationaleffectsmayhaveinteractedwith
termpremiumshifts.Acentral
themeofthispaperisthatthetwotypesofpolicyactionsarehighly
interdependent,andthattheirmacroeconomiceffectsthusneedtobeevaluatedjointly.Intryingto
gaugethemacroeconomiceffectsofunconventionalmonetarypoliciessincelate2008,wetakeinto
accountthemarkedevolutionovertimeofthe
public’sexpectationsforbothfuturemonetar ypolicy
andtheoveralleconomy;thesefactors,asouranalysiswillshow,haveanimportantbearingonthe
actualmonetarypolicystimulusprovidedbyforwardguidanceandquantitativeeasinginrecentyears.
Thenextsectionofourpaperprovidesasummaryoftheunconventional
monetarypolicyactionstaken
bytheFederalReservesincelate2008.Thethirdsectionpresentsourmethodologyandassessmentof
howprivatesectorexpectationsaboutmonetarypolicyevolvedfromearly2009throughlate2013.In
particular,weusesurveydatafromtheBlueChipEconomicIndicatorstoinferthegradualchanges
that
havetakenplacesinceearly2009inprivatesectorperceptionsoftheFOMC’simplicitpolicyrule—that
is,thewayinwhichshortterminterestrateswouldbeadjustedinresponsetomovementsinreal
activityandinflation.ThefourthsectiondiscussestheotherchanneloftheFOMC’sunconventional
policy
actions,theestimatedeffectsoftheFederalReserve’squantitativeeasingprogramsonthe
trajectoriesofthetermpremiumsembeddedinlongerterminterestrates.Withtheseestimatesof
expectationaleffectsandtermpremiumshiftsinhand,weareinapositiontoscoretheactualstimulus

1
Althoughforwardguidanceforthefederalfundsratehadbeenusedinthepast,policymakersstillconsideredthe
natureofitsrecentusetobeunconventionalornontraditional;seeBernanke(2012),forexample.
2
ThesestudiesincludeBauerandRudebusch(2012),D’Amico,English,LopezSalidoandNelson(2013),D’Amico
andKing(2013),Gagnonetal(2011),HamiltonandWu(2012),JoyceandTong(2013),KrishnamurthyandVissing
Jorgensen(2011),LiandWei(2013),MeaningandZhu(2011),Neely(2010),Rosa(2012),Rogers,Scottiand
Wright
(2014),andSwanson(2011).
3
ThesestudiesincludeChen,Curdia,andFerrero(2011),Chungetal(2012),BaumeisterandBenati(2013),Gertler
andKaradi(2013),andWealeandWieladek(2014).
Page3of54
torealactivityandinflationprovidedbyunconventionalpolicysinceearly2009,conditionalonsome
modelofthemacroeconomy.ForthispurposeweusetheFRB/USmodel,whoseproperties are
discussedinthefifthsection.Thesixthsectionthensummarizesresultsfromcounterfactualsimulations
ofFRB/US
designedtoscoretheactualmacroeconomicstimulusprovidedbytheFOMC’spostcrisis
forwardguidanceandassetpurchases;animportantfeatureofthisexerciseistheuseofalternative
specificationsofthemodelinordertoaddressimportantuncertaintiesaboutthecurrentdynamicsof
theeconomy.Weconcludewithsomeobservations
aboutthepotentialimplicationsofouranalysisfor
theefficacyofmonetarypolicyintheeventtheeconomyweretoagainexperienceadeep and
prolongedslump.
Severalkeyfindingsemergefromouranalysis.Intheyearsfollowingtherecessionandfinancialcrisis,
wefindthatprivatesectorforecastersgradually
cametoperceivethattheFOMCinthefuturewould
pursueasignificantlymoreaccommodativepolicythantheyhadanticipatedatthestartofthecrisis,in
thesensethattheyrevisedupmarkedlyovertimetheirestimateoftheFOMC’sresponsivenessto
economicslack.Thischangeinpublicperceptionsof
theFOMC’simplicitpolicyrule—whichwe
estimateputconsiderabledownwardpressureonreallongterminterestratesovertime,overand
aboveanyeffectsassociatedwithchangesintheunderlyingoutlookforrealactivityandinf lation—
presumablyoccurredinresponsetotheFederalReserve’squantitativeeasingandincreasinglyforceful
forwardguidance
forthefederalfundsrate.Togetherwiththedownwardpressureontermpremiums
associatedwithassetpurchases,theseexpectationaleffectsappeartohaveeasedfinancialconditions
appreciablyrelativetowhattheyotherwisewouldhavebeen,therebyprovidingappreciablesupportto
theeconomicrecoveryovertime.However,ouranalysisalsoshows
thatthenetstimulustorealactivity
andinflationwaslimitedbythegradualnatureofthechangesinpolicyexpectationsandtermpremium
effects,aswellasbyapersistentbeliefonthepartofthepublicthatthepaceofrecoverywouldbe
muchfasterthanprovedtobe
thecase.Partlyforthesereasons,andpartlybecauseoftheinherent
lagsinthemonetarytransmissionmechanism,ouranalysisimpliesthatthemacroeconomiceffectsof
theFOMC’spastunconventionalpolicyactionshaveprobablyyettomanifestthemselvesinfull.In
particular,weestimatethatthepeakunemploymenteffect—subtracting1.2
percentagepointsfromthe
unemploymentraterelativetowhatwouldhaveoccurredintheabsenceoftheunconventionalpolicy
actions—doesnotoccuruntilearly201 5,whilethepeakinflationeffect—adding0.5percentagepointto
theinflationrate—isnotanticipateduntilearly2016.
II. TheFederalReserve’sUnconventionalMonetaryPolicies
After
thefederalfundsratereacheditseffectivelowerbound,theFOMCturnedtotheunconventional
strategyofusingbothquantitativeeasing(QE)alongwithincreasinglyexplicitandforwardleaning
guidanceaboutthefederalfundsratetoprovideadditionalpolicyaccommodation.
4
Inthefirstpartof
thissection,weprovideabriefsummaryofhowbothapproachesevolvedovertime.Afterthat,we
reviewthegeneralimplicationsoftheseactionsforfinancialmarketexpectationsandotherfactors.

4
OtherunconventionalactionstakenbytheFederalReserveduringthisperiodincludedseveralspecialcredit
programsthatwereintendedtoimprovethefunctioningoffinancialmarkets,alongwiththeintroductionof
macroeconomic“stresstests”forthelargestbankstoverifythattheyhadsufficientcapital.Bothprograms
probablyhelpedto
supporteconomicactivityduring2009andearly2010tosomedegreebyenhancingtheflowof
creditandbyincreasingthepublic’sconfidenceinthebankingsystemandthebroadereconomy.Wehavenot
triedtoincorporatetheseprogramsintoouranalysis,however,becauseofthedifficultiesinaccessingtheireffects
usingmacroeconometricmodels.
Page4of54
Summaryofunconventionalpolicyactionssincelate2008
TheFOMC’sQEprogramsweremostlycomprisedoflargescaleassetpurchases(LSAPs)oflongerterm
Treasuryandagencymortgagebackedsecurities(MBS),butalsoincludedthematurityextension
program(MEP);thevariousstagesoftheseQEpolicy
actionsaresummarizedinTable1.Cumulatively,
theFederalReserve’sholdingsofTreasurynotesandbondsalongwithagencyMBSandagencydebt
rosefromaround$500billionpriortothefinancialcrisistoover$4trillionwhenthemostrecentLSAP
programconcludedinOctober2014.Thecounterpartonthe
liabilitysideoftheFederalReserve’s
balancesheetwasasubstantialincreaseinitsshorttermliabilities(primarilybankreserves).
5
TheLSAPs
andMEPsmateriallylengthenedtheaveragedurationofthesecuritiesheldbytheFederalReserve,and
thusreducedtheaveragedurationofTreasuryandagencysecuritiesheldbythepublic,relativetowhat
otherwisewouldhaveoccurred.
6
AssummarizedinTable2,theFOMCalsobeganprovidingforwardguidanceforthefuturepathofthe
federalfundsrateinlate2008.However,theinitialguidanceonlyadvisedthat“weakeconomic
conditionsarelikelytowarrantexceptionallylowlevelsofthefederalfundsrateforsometime;”such
limitedguidancewasnotmarkedlydifferentfromthatemployedbytheFOMCin2003and2004.
Althoughthewords“sometime”werereplacedby“anextendedperiod”inearly2009,neitherphrase
providedtheprivatesectorwithmuchspecificityabouteitherthelikelydateofliftoffofthefederal
funds
rateortheeconomicconditionsthatwouldtriggerit.Asaresult,thepublicmighthave
reasonablyinterpretedtheguidanceasconsistentwiththeFOMC’saveragehistoricalbehavior,given
theseverityoftherecessionandtheprojectionsoffuturerealactivityandinflationmadeatthetime,
ratherthanassignaling
anyintentionoftheFOMCtodepartfromitsusualpolicyreactionfunction.
Thespecificityofforwardguidancechangedwith thereleaseoftheAugust2011statementbythe
FOMC,inwhichtheCommitteenotedthateconomicconditionswouldlikely“warrantexceptionallylow
levelsofthefederalfundsrateat
leastthroughmid2013”.
7
TheFOMCcontinuedtoissuesimilar
calendarbasedguidanceforroughlythenextyearandahalf,althoughtheciteddateswererevisedto
“late2014”attheJanuary2012meetingandto“mid2015”attheSeptember2012meeting.Suchdate
basedguidancehelpedfinancialmarketparticipantsandothers
comparetheirexpectationsforthe
liftoffofthefederalfundsratedirectlytothoseoftheFOMC,andsohadthepotentialtoprompt
revisionsinthepublic’sexpectationsregardingthetimingofliftoffandpossiblythelongerrunconduct
ofmonetarypolicyaswell.Thatsaid,suchdatebasedforward
guidancewasprobablydifficultforthe

5
TheFederalReservedidnotholdanyagencyrelateddebtandMBSasoflate2008andheldmorethan$200
billioninshorttermTreasurybillsjustbeforetherecession.Bylate2014,theFederalReservedidnotholdany
Treasurybillsandhadabout$1.75trillioninagency
relatedsecuritiesandalmost$2.5trillioninTreasurynotes
andbonds.TheFederalReservehadacquiredabout19percentoftotalfederalTreasurydebtheldbythepublic
whenthemostrecentLSAPprogramconcluded,onlysomewhatlargerthanthe15percentshareitheldjustprior
tothelastrecession.
TheFederalReserve’sbalancesheetexpandedsignificantlybecauseoftheLSAPprograms,
buttotalfederaldebtheldbythepublicalsoincreasedsubstantiallyfromabout35percentofGDPin2007to
almost75percentofGDPin2014.
6
TheaveragedurationofthesecuritiesheldintheFederalReserve’sportfolioincreasedfrom1.6yearsjustprior
tothemostrecentrecessionto6.9yearsneartheendof2014.
7
Thisguidanceappearedtohavebeenasurprisetofinancialmarketparticipants.TheeventstudybyFemia,
Friedman,andSack(2013),forexample,foundthatbothlongerterminterestratesandtheforeignexchangevalue
ofthedollardeclined,whileabroadindexofU.S.equityvaluesrose,immediatelyfollowing
thisannouncementof
calendarbasedforwardguidancebytheFOMC.
Page5of54
publictointerpretbecauseanydifferencesbetweentheFOMC’sliftoffguidanceandprivateforecastsof
liftoffcouldhavereflected,atleastinpart,differencesinforecastsforeconomicactivityandinflation.
TheFOMCeventuallyshiftedawayfromcalendarbasedguidanceandadoptedamorestatecontingent
approachattheDecember2012meeting.Inthatmeeting’sstatement,theFOMCannouncedthatit
wouldkeepthefederalfundsrateatitseffectivelowerbound“atleastaslongastheunemployment
rateremainsabovepercent,inflationbe tweenoneandtwoyearsaheadisprojectedtobeno
more
thanahalfpercentagepointabovetheCommittee’s2percentlongerrungoal,andlongerterminflation
expectationscontinuetobewellanchored.”SubsequentFOMCstatements releasedthroughlate2013
reiteratedthisguidanceaboutthethresholdsthatwouldneedtobecrossedbeforetheCommittee
wouldconsiderraisinginterestrates,
whileaddingthatthedecisiontotightenwouldalsotakeaccount
ofbroaderlabormarketconditionsandfinancialdevelopments.Anothernoteworthychangeinforward
guidancewasmadeattheDecember2013meeting,whentheCommitteeemphasizedthatthefederal
fundsratewaslikelytoremainatitseffectivelowerbound
wellpastthetimethattheunemployment
ratefellbelowpercent,especiallyifinflationweretocontinuetorunbelowitslongerruntarget
levelof2percentandlongerruninflationexpectationsremainedstable.
8

Ofcourse,theforwardguidanceissuedinFOMCstatementswasnottheonlywaytheFederalReserve
mayhaveinfluencedpolicyexpectationsthroughitscommunications.Amongothercommunications
thatprobablyinfluencedtheviewsoffinancialmarketparticipantsandothersintheprivatesectorover
thepastfewyearswerecomments
aboutthefactorslikelytoinf luence future policydecisionsmadeby
individualFOMCparticipantsinspeeches,testimony,pressconferences,andotherforums;theFOMC’s
regularlypublishedSummaryofEconomicProjectionswithforecastsofthefederalfundsrate,economic
activity,andinflationmadebyindividualFOMCparticipantswithoutattributionsinceJanuary2012;
and
theannualstatementsissuedbytheFOMCsinceJanuary2012aboutitslongerrungoalsandpolicy
strategy.Inthisregard,severalspeechesbyYellen(2012a,b,c)areworthhighlightingbecausethey
emphasizedthattheFOMC’sguidanceatthetimeaboutthelikelydateofliftoffwasbroadlyconsistent
with
theprescriptionsofpoliciesthatweremoreaccommodativethanastandardTaylortypepolicy
rule.Indeed,Bernanke(2012)notedthatchangestoprivatesectorforecastsappearedtoreflect“a
growingappreciationofhowforcefultheFOMCintendstobeinsupportingasustainablerecovery.
Potentialeffectsofunconventionalpolicyactions
BoththeQEprogramsandtheforwardguidanceoftheFOMCwereintendedtofurtherhelpsupport
economicactivityandcheckundesirabledisinflationarypressuresafterthefederalfundsratehadbeen
loweredtoitseffectivelowerbound.TheQEpolicieswerethoughttoputdownwardpressureonthe
generallevelof
longerterminterestratesprimarilybecausetheyreducedtheaveragedurationofthe
TreasurysecuritiesandagencyMBSheldbythepublic,whichinturnwouldcausethepricechargedby
investorsforlendingoverthelongerrun—thetermpremium—todecline .
9
Asaresult,borrowingcosts

8
Asaconvenientcutoffpointforouranalysis,weconsidertheeffectsofFOMCunconventionalpolicyactions
takenthroughtheendof2013only.Ourfocusisonthemacroeconomiceffectsofprovidingadditional
accommodationthroughunconventionalpolicies.WiththeannouncementaftertheDecember2013FOMC
meetingofthefirst
reductioninthepaceofassetpurchases—implying,amongotherthings,thatdownward
pressureontermpremiumswouldstabilizeasthestockoftheFederalReserve’slongtermsecuritiesholdings
leveledout—weconsideritunlikelythatsubsequentcommunicationshavesoughttoprovideadditional
accommodation.
9
SeeKrishnamurthyandVissingJorgenson(2011),D’Amico,English,LopezSalido,andNelson(2012),andLiand
Wei(2013)fordiscussionsofthismechanism.
Page6of54
forresidentialmortgages,autoloans,businessborrowing,andothertypesoflongertermlendingwould
decline,allelseequal;inaddition,arbitrageeffectsimplythatcorporateequitypricesandhomevalues
wouldriseandtherealforeignexchangevalueoftheU.S.dollarwoulddecline.
By
itself,forwardguidanceaboutfuturemonetarypolicyneed notprovidemonetarypolicystimulusto
theeconomy,especiallyifitmerelyconfirmsthepublic’sexistingexpectationsforthecentralbank’s
likelyresponsetomovementsin economicactivityandinflationovertime.
10
Rather,significant
economicstimuluswouldrequirethatfinancialmarketparticipantsandothersrespondtotheguidance
bymarkedlyalteringtheirbeliefsaboutfuturemonetarypolicyinamoreaccommodativedirection.At
issue,then,iswhetherthepublicinterpretedtheguidanceprovidedbytheFOMCsincelate2008asa
credible
signalthat,astheeconomyrecovered,theFederalReserveintendedtokeepthefederalfunds
ratelowerforlongerthanwouldotherwisebeexpectedgiventheFOMC’shistoricalresponsesto
movementsinresourceutilizationandinflation.
11
IfsuchashiftinpublicperceptionsoftheFederal
Reserve’simplicitpolicyreactionfunctiondidinfactoccur,thenitshouldhavecausedexpectationsfor
thefuturepathofshortterminterestratestoshif tdownandexpectationsforfutureinflationtomove
up,therebyputtingdownwardpressureon
reallongerruninterestratesin the nearterm evenasthe
nominalfederalfundsrateremainedstuckatitseffectivelowerbound.Allowing forarbitrageand
spillovereffectstootherassetmarkets,thischangeinexpectationscouldhavehelpedtoincreasethe
valueofcorporateequities,realestate,andother
formsofwealth,lowertherealforeignexchange
valueofthedollar,andimprovefinancialconditionsmoregeneral ly.
TheFederalReserve’sassetpurchasesalsocouldhavepromptedshiftsinpolicyexpectationsthat
stimulatedtheeconomybeyondwhatlowertermpremiumsbythemselves directlyprovided.
12
Given
theunprecedentedmagnitudeofitsquantitativeeasi ngprograms, suchassetpurchasesmayhave
concretelyanddramaticallydemonstratedtheFOMC’sdesiretoprovideadditionalaccommodation,
despiteaccompanyingconcernsbysomeabouttheeffectivenessandpotentialcostsofexpandingthe
FederalReserve’sbalancesheet.Ifso,theQEprogramspotentiallyboosted
thecredibilityandhence
effectivenessoftheFOMC’sforwardguidancebyhelpingtoconvincefinancialmarketparticipants and
othersthattheFOMCreallywouldbepersistentlymoreaggressivethanpreviouslythoughtinusingall
itspolicytoolstobringtheeconomybacktowardfullemployment,whileperhapsbeingmoretolerant
of
amodesttemporaryovershootininflationaswell.Suchshiftsinpolicyexpectationscausedbythe
QEactionsareextremelydifficult,ifnotimpossible,todisentanglefromchanges inexpectations
associatedwithforwardguidancealone,giventhatbothtypesofunconventionalpolicieswereused
simultaneouslyandprobablyweremutuallyreinforcing.
Forthisreason,weestimatethe
macroeconomiceffectsofthecombina tionofthesetwounconventionalmonetarypolicies.

10
Ofcourse,suchconfirmationsmightreduceuncertaintyabouttheFOMC’sfuturebehavior,andifbydoingso,
financialmarketparticipants,firms,andhouseholdsbecamelessconcernedaboutpotentialriskstotheoutlook,
thentheclarifyingofforwardguidancecouldconceivablyboosteconomicactivitytosomedegree.
11
SeeCampbell,Evans,Fisher,andJustiniano(2012)foradiscussionofthedistinctionbetweenforwardguidance
thatchangesprivateexpectationsbypubliclycommittingtheFOMCtodeviatefromitsusualpolicyreaction
function—whattheycall“Odyssean”forwardguidance—fromforwardguidancethatmaysimplyprovidea
forecastoffuturepolicythat
onlyconfirmsthepublic’sexpectationsthattheFOMCwillfollowitstypicalpolicy
reactionfunction—whattheycall“Delphic”forwardguidance.
12
Inparticular,thispossibilityhasbeennotedbyBauerandRudebusch(2011),Bhattarai,Eggertsson,andGafarov
(2014),andWoodford(2012).
Page7of54
III. MeasuringShiftsinMonetaryPolicyRateExpectations
Thissectiondescribesourprocedureforestimatingchangesinprivatesectorexpectationsaboutthe
wayinwhichmonetarypolicymakerswerelikelytorespondtofuturemovementsineconomicactivity,
inflation,andfinancialconditions.Toconstructourestimateswe
usesurveydatafromtheBlueChip
EconomicIndicators.ThecomovementsoftheeconomicprojectionsreportedintheBlueChipsurvey,
togetherwiththewaysinwhich theseforecastshaverevisedovertime,allowustoinferhowprivate
sectorforecasters’beliefsabouttheFOMC’simplicitpolicyreactionfunctionchanged
sincelate2008.In
thisregard,ourmethodologydiffersimportantlyfrompreviousworksuchasCampbelletal.(2012),in
thatthetypicalapproachhasbeentousesurveydatatoinferexpectationsoftemporarydepartures
from“standard”centralbankbehavior(i.e.,shockstoafixedrule),ratherthansystematic
changesto
beliefsabouthowthecentralbankwouldrespondtoeconomicconditions.
Forourpurpose,themostinformativesurveyresultsarethosepublishedeveryMarchandOctober,
whichincludenotonlyquarterlyforecastsofeconomicactivity,inflation,andinterestratesforthe
currentandcomingyear,whicharecollected
everymonth,butalsoforecastsofannualconditions
extendingsixyearsintothefuture.Importantly,theMarchandOctobersurveysalsoreportforecasters’
assessmentsofconditionsinthelongerrun,therebyallowing ustoinferanychangesovertimein
privateassessmentsofthenaturalrateofunemployment, theequilibriumreal
rateofinterest,andthe
FOMC’seffectiveinflationtarget,whicharekeyparametersintheperceivedpolicyreactionfunction.
13
Figure1summarizestheevolutionsince2007oftheBlueChipconsensusprojectionsfortheannual
averageofthe3monthTreasurybillrate,theyearoveryearrateofGDPpriceinflation,andthe
averageannualunemploymentrate,togetherwithanimputedconsensusforecastfortheannualoutput
gap.
14
Aftertheeffectivelowerboundforthefederalfundsratewashitinlate2008,privateforecasters
forsometimeprojectedthattheTreasurybillratewouldbeginrisingatarelativelyrapidpacewithina
fewquarters.Startingin2011,however,theprojectedliftoffdatewaspushedfurtherinto
thefuture;in
addition,theexpectedpaceoftighteningafterliftoffdeclinedappreciablywhilethenominallevelof
shorttermratesexpectedtoprevailinthelongrunfellnoticeably.Presumably,theserevisionsinthe
expectedpathofshortterminterestratesareexplainedatleastinpartbymarkedrevisions
overtimein
theoutlookforeconomicactivity,asprivateforecastersgraduallycametorealizethatthepaceof
recoveryinthelabormarketandthebroadereconomywouldbemarkedlyslowerthaninitially
anticipatedintheimmediateaftermathoftherecession.Incontrast,revisionsintheoutlookfor
inflation
publishedafterMarch2009appearlesssubstantial,withinflationalwaysprojectedtoconverge
relativelyquicklybackuptoaround2percent.Giventherecentaveragehistoricalwedgebetween
inflationmeasuredusingGDPpricesandinflationmeasuredusingthePCEpriceindex,theoutyearBlue

13
AlthoughtheBlueChipEconomicIndicatorsreportsupdatedprojectionseachmonth,theforecasthorizonforall
buttheMarchandOctoberreleasesextendsonlytothecomingyear.Asaresult,BlueChipprojectionsreleasedin
theothertenmonthsoftheyearareoflimitedvalueinidentifyingshifts
inprivateforecasters’perceptionsofthe
FOMC’simplicitreactionfunction,particularlyasalmostallforecastsreleasedafterearly2009showedshortterm
interestratesattheireffectivelowerboundthroughmostifnotallofthefollowingyear.
14
AlthoughtheBlueChipsurveydoesnotcollectforecastsoftheoutputgap,theonespublishedinMarchand
Octoberdoreportprojectionsforthelongrunleveloftheunemploymentrate—thatis,thenaturalrate.Private
forecasters’implicitprojectionsfortheoutputgapmadeattimetcanthus
beapproximatedas2


,
where
denotestheconsensusprojectionofthenaturalrate,

istheprojectedunemploymentratejyears
ahead,and2istheassumedvalueofthecoefficientinOkun’sLaw.
Page8of54
Chipforecastsappeartobefairlywellalignedwiththelongerterminflationobjectiveof2percent
(definedintermsofthePCEpriceindex)thattheFOMCannouncedinearly2012.
15

Inourmodelbasedevaluationofthequantitativeeffectsofunconventionalpoliciesonrealactivityand
inflationlaterinthepaper,changesinpublicperceptionsoftheFOMC’sreactionfunction—p resumedto
beadirectconsequenceoftheFederalReserve’sforwardguidanceandassetpurchases—areoneofthe
twometricsof
the“impulse”fromunconventionalmonetarypolicy(theotherbeingQErelatedshifts in
termpremiums).Togaugethemagnitudeofchangesintheperceivedpolicyruleovertime,weusethe
BlueChipforecaststoinferprivatesectorbeliefsabouttheFOMC’slikelyfutureresponsestochangesin
economicconditions.
ThehistoricalbehavioroftheFederalReserveandothercentralbankscanbe
approximatedquitecloselybysimplereactionfunctions,evenifthepolicymakersattheseinstitutions
donotliterallyemployaruletosetthepolicyrate.
16
Consistentwiththatevidence,itisreasonableto
assumethat,attimeperiodt,privateforecastersandothersbasetheirjstepaheadexpectationsfor
shortterminterestratesonaTaylortyperuleofthefollowingform:
(1)











Here,
denotestheprojectednominalshortterminterestrate,
istheprojectedlevelofthereal
shortterminterestrateconsistentwithfullemploymentoverthelongerrun(i.e.,theequilibriumreal
rate),istheprojectedinflationrate,
istheperceivedinflationtargetoftheFOMC,and
isthe
projectedoutputgap.Asnotedabove,theextendedBlueChip surveyprovidesdataonallthetermsin
thisexpressionexceptthecoefficientstobeestimated—αandβ—withthecaveatthatprojectionsof
the3monthTreasurybill
ratemustbeusedinplaceofforecastsoftheexpectedfederalfundsrate;we
thinkthisisareasonablesubstitution,giventhehighcorrelationbetweenthetwoseries.
17

Aswritten,equation(1)allowsforshiftsovertimein publicperceptionsoftheFOMC’sresponsiveness
tomovementsinrealactivityandinflatio n.Toprovideabenchmarkofprivateforecasters’beliefsabout
thereactionfunctionpriortothefinancialcrisis,weestimatetheparametersαandβovertheperiod
fromthe
early1990s,whenthelonghorizonBlueChipforecastsfirstbecomeavailable,totheeveofthe
recessionin2007,treatingbothparametersasfixedcoefficientsinthecontextofapanelregression
involvingpooledBlueChipconsensusprojections ofv a ryinghorizonspublishedatdifferenttimes.

15
TheBlueChipalsoreportsconsensusforecastsfortheoverallCPI,whichmightatfirstglancebethoughtofas
moresimilarinnaturetooverallPCEprices—theFOMC’spreferredmeasureofinflationoverthelongerterm—
thantheGDPpricemeasureweuseinouranalysis.However,insettingmonetary
policy,theFOMChas
traditionallysoughttolookthroughtemporarypricefluctuationsandinsteadfocusonunderlyinginflationtrends
by,amongotherthings,closelymonitoringthegenerallymorepersistentmovementsincorePCEinflationaswell
asmeasuresoflongterminflationexpectations.Giventhepronouncedshortruneffectsof
transitoryfoodand
energypricefluctuationsontheoverallCPI,researchershavetendedtouseeithercore(CPIorPCE)inflationor
GDPpriceinflationwhenestimatingtheFOMC’sreactionfunction.TheBlueChipsurveydoesnotreportforecasts
forcoreinflation.
16
Inparticular,thisbehaviorhasbeennotedbyTaylor(1993,1999)andTaylorandWilliams(2011).
17
Inouranalysis,thepredictedvalueoftheequilibriumrealinterestrateattimetisassumedtoequalthelong
runBlueChipforecastforthenominalTreasurybillratelessthelongrunprojectionforGDPpriceinflation.
Similarly,theperceivedvalueoftheFOMC’sinflationtargetis
assumedtoequalthelongrunprojectionforGDP
inflation.
Page9of54
Interestingly,theestimatedparametersareveryclosetothosesuggestedbytheoriginalTaylor(1993)
rule.
18
Bycontrast,onecouldplausiblyexpecttheFederalReserve’sunconventionalpoliciesoverthepastfew
yearstohavegraduallyalteredpublicperceptionsofthefutureresponsivenessoftheFOMCtochanges
ineconomicconditions.TimevaryingperceptionsoftheFOMC’sresponsetoeconomicconditions
couldtakedifferentforms;theycoul d
alteroneorbothoftheresponsecoefficientsαandβ,orthey
couldhavetemporarilyreducedtheinterceptoftheperceivedpolicy rulebelowthelongerrun
equilibriumrealrate
.GiventheemphasisplacedonexpectedlabormarketconditionsbytheFOMC
initscommunications,wefocushereontimevariationintheeconomicslackparameterwhilekeepingα
fixedandsettingtherule’sintercepttothesurveyimpliedlongrunequilibriumrealrate.Inparticular,
onewouldexpectthevalue
ofβconsistentwiththeBlueChipprojectionstoriseovertime.
19

Accordingly,wedonotpoolresults fromdifferentsurveysinourregressionanalysisforthepost
recessionperiodbutinsteadestimateseparatecoefficientsforeachMarchandOctobersurveyreleased
from2009through2013.Giventhatthesurveysreportannualprojectionsforonlythecurrentyear
throughsixyearsahead
(plusanassessmentoflongrunconditions),thenumberofobservations
employedineachindividualregressionisnecessarilysmall.Toimprovethedegreesoffreedomofthis
exercise,wefixthevalueofαinalltheregressionsat0.5,itsvalueinthestandardTaylorruleand,as
discussedabove,consistent
withtheaveragebehavioroftheFOMCperceivedbyprivateforecastersin
theyearspriortothefinancialcrisis.Duetothecomparativelyminordeviationsofinflationfromthe2
percentobjective,andthefactthatthesedeviationswereexpectedtocloserelativelyquickly,allowing
fortimevariationinthe
coefficientαwouldinanycasenothavehadlargeeffectsontheexpected
futurepathofshortterminterestrates
20
Inlightofthelimitednumberofobservations,wealsodonot
considertemporarydeviationsoftheinterceptfromthelongrunequilibriumrealrate.
Table3summarizestheresultsfromthisregressionanalysis.Whenannualprojectionsatallpublished
forecasthorizonsareincludedintheregression(thefirstcolumn),
theestimatedcoefficien tonthe
outputgaprisesmarkedlyovertime,fromlessthan0.3inthe2009and2010surveystomorethan0.9
intheOctober2013survey.However,theshiftintheparameterestimatesovertime is biased
downwardsincetheneartermannualprojectionsofthe
Treasurybillrateinmanyofthesurveysare
constrainedbythezerolowerbound(ZLB),whichcausestheactualneartermprojectionsofshortterm
interestratestodeviatefromwhattheunconstraine d policyrulewouldotherwiseprescribebyan

18
Forexample,inapooledsampleofallMarchandOctoberBlueChipsurveystakenfrom1992through2007,the
estimatedcoefficientsforαandβare.517(.184)and.424(.063),respectively.(Standarderrorsinparentheses.)
Inthisregression,dummyvariablesareincludedforthezerostepaheadforecaststocontrol
forthefactthatthe
observationpartlyreflectsactualdata.
19
Inprinciple,perceivedchangestomonetarypolicyintentionscouldmanifestthemselvesasanticipatedfuture
shockstoanunchangedFOMCimplicitpolicyrule,inplaceoforinconjunctionwithchangesintherule’s
coefficients.InouranalysisoftheBlueChipprojections,however,werestrictourselvestocoefficientshiftsfor
reasonsofparsimonyandbecausesuchshiftsbettercapturethesystematicchangesinpolicymanifestedinBlue
Chipprojectionsthatextendsixyearsintothefuture.Incontrast,Campbelletal(2012)useBlueChipquarterly
forecastsforthecurrentandcomingyeartoestimateshockstoanunchangedrule,possibly
becausetheiruseof
shorterhorizonprojectionswouldnotpermitestimationof timevaryingpolicyrules.
20
Forexample,iftheinflationcoefficientintheperceivedpolicyrulehasremainedabout0.5,thenthemarginal
effectoftheprojectedinflationgapontheTreasurybillrateisonlyontheorderof25basispointsonaveragein
thefirstyearofprojectionsmadesinceearly2009,
withtheeffectdiminishingrapidlywiththeextensionofthe
forecasthorizonthereafter.
Page10of54
increasingamountovertime.Tomitigatethisproblem,thesecondcolumnofthetablereportsresults
whentheregressionsonlyincludeforecastsinwhichtheprojectedTreasurybillrateisgreaterthan0.3
percentagepoint,acutoffpointconsistentwithafederalfundsrateabove
itscurrenttargetrangeof0
to25basispoints.(Inpractice,thisscreeninginvolvesdroppingthecurrentyearand,inthelater
surveys,theoneyearaheadprojections.)Inthiscase,theincreaseovertimeintheestimatedvalueof
βimplicitintheconsensusBlueChipprojectionsiseven
morepronounced,climbingfromabout0.15in
theMarch2009surveyto1.60intheOctober2013survey.Basedontheseresults,onecouldjudgethe
effectivenessoftheFederalReserve’sunconventionalpolicyactionsininfluencingpolicyexpectationsas
considerable,particularlyaftertheFOMCbeganissuingmoreexplicitforwardguidancein
August2011.
Figure2illustratestheimplicationsfortheprojectedtrajectoryofshortterminterestratesofthese
inferredshiftsintheexpectedpolicyreactionfunction.Tobegin,theblacklinesshowtheevolutionof
theactualBlueChipprojectionsoftheTreasurybillratepublishedoverthe20092013
period,whilethe
dashedredlinesshowwhatwouldhavebeenprescribedbythes tandardTaylor(1993)ruleconditional
ontheaccompanyingBlueChipprojectionsforeconomicslack,inflation,theequilibriumrealrate,and
theFOMC’slongruninflationtarget.Asthefigureshows,privateforecastersinearly2009anticipated
that
shortterminterestrateswouldbegintorisemuchearlierandfasterthanpredictedbytheTaylor
(1993)rule;thisprojectedrapidtighteningmayhavereflectedforecasters’beliefthattheFOMCwould
bereluctanttokeepthefundsrateatalevelwellbelowanythingseensincethe1930s,even
ifsucha
lowratewasconsistentwithperceptionsoftheFOMC’spastbehaviorasapproximatedbytheTaylor
rule.ThispatternpersisteduntilOctober2011,whentheBlueChipprojectionsbecamereasonably
wellalignedwiththestandardTaylorrule.Afterthisdate,privateforecastersappearedtoanticipate
thattheFOMC
wouldbemorepatientthanthestandardTaylorruleimpliedforpolicyastheeconomy
recovered,toadegreethatincreaseda ppreciablyovertime.Theestimatedchangesinpolicy
expectationsunderlyingtheBlueChipprojectionsisreasonablywellapproximatedbythebluedashed
line,whichshowsthepolicyprescriptionsfrom
asimpleruleinwhichtheperceivedvalueofβrevises
overtimeasreportedinthesecondcolumnofTable3,resulting—asonewouldexpect—inmuchbetter
trackingperformance.
Nonetheless,therulesestimatedwithannualdatahavedifficultyaccountingforprivateforecasters’
expectationsforthetimingofliftoffasreportedin
both2009surveysandintheMarch2010andthe
March2011surveys.Thesediscrepancies,plustheemphasisplacedinFOMCcommunicationsonthe
conditionsthatwouldwarrantkeepingthefederalfundsratenearzero,suggesttakingacloserlookat
BlueChipprojectionsofunemploymentandinflationatthe
timeofliftoff,asisdoneinTable4.Thefirst
fewcolumnsofthetablesummarizetheconsensusforecastsforeconomicconditionsinthequarter
duringwhichprivateforecastersimplicitlyexpectedthefederalfundsratetofirstriseaboveitseffective
lowerbound.
21
Intheimmediateaftermathofthefina ncialcrisis,privateforecastersanticipatedthat
liftoffwouldoccurinlate2009eventhoughtheunemploymentratewouldstillbeabove9percentand
GDPpriceinflationwouldbeonly1percent.Astimepassed,however,privateforecasterspushedthe

21
AlthoughtheBlueChipEconomicIndicatorssurveydoesnotpublishfundsrateprojections,forecastsofthe3
monthTreasurybillratecanbeusedtoinfertheexpectedliftoffdate.Inparticular,thebillrateshouldequalthe
expectedaveragevalueofthe(overnight)federalfundsrateoverthenext
91days,abstractingfromtax
considerationsandtransitorysafehaveneffects.Giventhattaxeffectsareessentiallyzerowhentheinterestrates
areverylow,andgiventhatsafehavenconcernsarepresumedtobeapproximatelynormalwhentheFederal
Reservebeginsraisingthefederalfundsratetarget,weassumethat
iftheprojectedTbillratefirstrisesabove0.3
percentinquartert,thenliftoffisexpectedtooccurinquartert+1.Asdiscussedintheappendix,thisassumption
appearsreasonablyconsistentwithfinancialmarketparticipants’forecastsoftheliftoffdateforthefederalfunds
rate.
Page11of54
projecteddatefortheonsetoftighteningfurtherandfurtherintothefuture,presumablyinresponseto
adisappointinglyslowpaceofrecovery,continuedmoderateinflation,asequenceoflargescaleasset
purchaseprograms,andincreasinglyaggressiveforwardguidance.Critically,theyreviseddownsharply
theirexpectations
fortherateofunemploymentthatwouldprevailatlif toff toaboutpercentbylate
2013,alevelbroadlyconsistentwiththeFOMC’sannounce dunemploymentthreshold,whilegradually
revisinguptheirexpectationsfortheaccompanyingrateofinflationtoabout2percent.
22

Holdingthevalueofαconstantat0.5,andassumingthattheFOMCraisesthefederalfundsrateto50
basispointsatliftoff,wecanestimatethevalueofβconsistentwiththeprojectionsofeconomic
conditionsatliftoff(t=LO)inaspecificBlueChipforecastas:
(2) 
0.5


0.5



2


ThefinalcolumnofTable4reportstheresultsfromthiscalibrationexerciseusingtheprojectedvalues
fortheunemploymentrateandinflationatliftoffreportedinthesecondandthirdcolumnsofthetable
andthelongrunBlueChipforecastsfortheunemploymentrate,inflation,and
therealfundsrate
reportedinthefourththroughsixthcolumns.Acomparisonoftheseresultswiththefinalcolumnof
Table3revealssimilarrevisionsinβovertime.Forexample,theimplicitoutputgapcoefficientatliftoff
climbsfrom0.25intheMarch2009surveyto1.6intheOctober
2013survey,achangealmostidentical
tothatobtainedusingannualprojections.Moreover,mostofthecumulativerevisiontoβoccursafter
early2011,asisthecasewiththeannualestimates.Finally,Figure2illustratesthat,fromtheOctober
2011surveyon,theprescriptionsoftheestimatedliftoffrules(dashed
greenlines)arequitesimilarto
onesgeneratedusingtheestimatedan nualrules(dashedbluelines).Priortothatsurvey,however,it
appearsthatprivateforecastersanticipatedthat thebehavioroftheFOMCwouldbenoticeablymore
accommodativeatthetimeofliftoffthanitwouldbeinthelongerrun.
(Asinthecaseoftheannual
basedestimates,theshiftsintheexpectedsensitivityofthefederalfundsratetoslackatthetimeof
liftoffwouldnotbemateriallyalteredifwehadinsteadassumedanaccompanyingdeclineinthe
coefficientontheinflationgap,giventhatprivate
forecastersfromOctober2011onconsistently
expectedinflationtobe closetoitslongrunlevelatthetimeofliftoff.)
Sofar,wehavemadenoallowanceinouranalysisforthepossibilitythatprivateforecastersmayhave
expectedtheFOMCtobehaveinertially,inthatwehavenot
includedthelaggedTreasurybillrate inour
regressionsasfollows:
(3)



1











22
TheBlueChipforecastsreleasedduring2013,aftertheinitialannouncementofthresholds,mayinfactbemore
consistentwiththeFOMC’sforwardguidancethanimpliedbytheestimatesreportedinTable4becausethelatter
areaffectedbymodestquarterlyimputationerrorsbeginningwiththeOctober2011release.Beginning
withthat
release,privateforecastersanticipatedthatliftoffwouldoccursometimeintheyearfollowingthecomingyear.
BecausetheBlueChipsurveyprovidesquarterlyforecastsforthecurrentandcomingyearonly,theexact
quarterlytimingofliftoffanditsaccompanyingconditionsintheOctober2011releaseandbeyondmust
be
imputedusingannualprojections.Theseimputationsaresomewhatimprecise,particularlywithregardstothe
federalfundsrate,whichissubjecttothenonlineareffectivelowerboundandtendstoberaisedindiscretesteps
bytheFOMC.Asaresult,theliftoffdateactuallyanticipatedbyprivateforecasters
couldbeaquarterortwolater
thanreportedinthetable,implyingthattheaccompanyingunemploymentratecouldbeasmuchas¼percentage
pointlower.Theestimatedinflationrateatthetimeofliftoffwouldbelittlechanged,however.
Page12of54
Forforecastspublishedfrom2009through2011,thereappearstobelittleevidenceofinertia.For
forecastspublishedfrom2012on,however,thestoryissomewhatdifferent.Ifλisassumed
toequal0.8onaquarterlyfrequency,andβiscalibratedasshownintherightmost
columnofTable3,
thentheresultingruledescribes theBlueChipforecastsaboutaswellasthenoninertialestimatedrule.
ThetrackingperformanceofthiscalibratedruleisillustratedbytheorangelineinFigure2.
Thereareseveralcaveatstotheresultspresentedhere.First,ouranalysisassumes
thatprivate
forecastersbasetheirprojectionsofshortterminterestratesonasimplepolicyruleinvolvingonlythe
outputgap,inflation,andassessmentsoftheequilibriumrealrateandtheFOMC’sinflationtarget.In
practice,however,theirprojectionsmightincorporateotherinfluencesaswell,suchasthecyclical
growth
rateofrealGDP,thehealthoffinancialinstitutions,oraperceptionthateconomy’sequilibrium
realrate(theinterceptintherule)istimevarying.Second,ourapproximationfortheprojectedoutput
gapimplicitintheBlueChipsurveycouldmisstateprivateforecasters’actualviewsaboutthelikely
trajectoryforfuture
resourceutilization,aswouldoccurifforecastersseethenaturalrateof
unemploymentasvaryingovertheprojectionhorizo nandthereforenotequivalenttotheirprojections
oftheunemploymentrateinthelongerrun,oriftheyanticipatevariabilityintheOkun’sLaw
relationshipperhaps,forexample,relatedtounusual
projectedmovementsintrendlaborforce
participationandtrendpr oductivity.Third,evenifourresultsdoaccuratelygaugetheevolutionofthe
monetarypolicyviewsofprivateforecasters,thoseviewsmaynotconformcloselytotheviewsof
households,firms,andthefinancialmarketsmorebroadly.(Asdiscussedintheappendix,
however,
forecastsmadebyfinancialmarketparticipantsdoseembroadlyconsistentwiththosepublishedin the
BlueChipEconomicIndicators.)Nonetheless, weviewtheresultsaspointingstronglytoamarkedshift
intheperceptionsofprivateforecastersoftheFOMC’swillingnesstofollowahighlyaccommodative
monetarypolicy.
IV.
SpecifyingtheEffectsofFederalReser veQuantitativeEasingonTermPremiums
Inadditiontoestimatingshiftsinperceptionsoftheimplicitpolicyreactionfunction,ouranalysisalso
needstotakeintoaccounttheothermonetary“impulse”fromunconventionalpolicy—thechangesin
termpremiumsassociatedwiththeFederalReserve’squantitativeeasing
programs.Forestimatesof
theseeffects,wedrawontheconsiderablebodyofworkthathasemergedinrecentyearsconcerning
thefinancialmarketeffectsoflargescaleassetpurchases.Usingavarietyoftechniques,anumberof
studiesfindonbalancethattheFOMC’sassetpurchaseshavesucceededinreducing
yieldsonlonger
termTreasurysecuritiesandagencyMBSbyanappreciableamount,andsomehavefoundnoticeable
reductionsincorporatebondyields.
23
Inmanyofthesestudies,however,thereportedredu ctionsin
yieldsmayreflectamixofchangedexpectationsaboutthefuturepathofshortterminterestratesand
policydrivendeclinesin termpremiums.
Forouranalysis,weusethetermpremiumestimatesreportedbyIhrigetal.(2012)becausethose
estimatesarederivedusingamethodologythatallowstheeffectsofshiftsintermpremiumsonlong
termTreasuryyieldsduetochangesinquantitativeeasingpoliciestobeisolatedfromotherinfluences,
includingtheeffectsofchangesinexpectationsforthepathofthefederalfundsrate.Indeed,their
resultshaveseveraladvantagesoverotherresearchinthisarea.Toestimatethetermpremiumeffects

23
ThesestudiesincludeBauerandRudebusch(2012),D’Amico,English,LopezSalidoandNelson(2013),D’Amico
andKing(2013),Gagnonetal(2011),HamiltonandWu(2012),JoyceandTong(2013),KrishnamurthyandVissing
Jorgensen(2011),LiandWei(2013),MeaningandZhu(2011),Neely(2010),Rosa(2012),Rogers,Scottiand
Wright
(2014),andSwanson(2011);alongwithKiley(2012)andGilchrist,LópezSalido,andZakrajšek(2014).
Page13of54
ofthequantitativeeasingprograms,Ihrigetalrelyheavilyontheempiricalarbitragefreeterm
structuremodeldevelopedbyLiandWei(2013).Thismodelpresumestheexistenceofpref erred
habitatinvestorsofthesortdescribedbyVayanosandVila(2009),whichinturnimplies
thattheslope
oftheyieldcurveshouldrespondtosu pplyfactorssuchaschangesinthesizeandmaturitystructureof
theoutstandingstockofTreasuryandagencysecuritiessuppliedtothepublic.
24

Ihrigetal.adjustthemethodologyoriginallyemployedbyLiandWeitoscorethetermpremiumeffects
ofLSAP1andLSAP2byusingtheFOMC’snormalizationplansannouncedinmid2011,whichlaidoutthe
relationshipbetweenthetimingofliftoffofthefederalfundsratefromthelower
boundontheone
hand,andtheendofreinvestingmaturingassetsfromtheSOMAportfolioandthetimingofassetsales
ontheother.TheycombinethisinformationwithBlueChipexpectationsforthetimingofliftoffto
arriveatmarketexpectationsforthepathofthebalancesheet.
25
Ihrigetal.alsoemploytheLiWei
methodologytoscoretheeffectsofthematurityextensionprogramsthattheFederalReserveinitiated
inSeptember2011andco mpletedinlate2012:ByreducingtheaveragedurationoftheTreasury
securitiesheldbythepublic,MEP1andMEP2putfurthermodest
downwardpressureonterm
premiumsevenasthesizeoftheFederalReserve’sportfolioremainedunchanged.
26

Figure3plotstheIhrigetal.estimatesofthetermpremiumeffectsofthequantitativeeasingprograms.
Theblacklineindicates thatthefirstroundofassetpurchasesisestimatedtohaveloweredtheterm
premiumon10yearTreasuryyieldsroughly40basispointsonaverageatthe
startoftheprogramin
early2009.
27
Thereafter,thetermstructuremodelpredictsthatthedownwardpressureontheterm
premiumunderthefirstLSAPprogramwouldbeexpectedtodiminishsteadilyastheaveragematurity
oftheFederalReserve’sholdingsdeclined,thescale oftheeconomyincreased,andthe
contemporaneousBlueChipprojectionsforthedate
ofliftoffofthefederalfundsrate—whichwould
signalthestartofactivebalancesheetnormalization—drewnearer.Asindicatedbythegreenline,the

24
UsingmonthlydatafromMarch1994throughJuly2007onvolumesandyieldsofTreasurysecuritiesandagency
MBS,LiandWeifindstrongempiricalsupportforthistheoreticalproposition.Theyalsousetheirestimatedmodel
toinferthetermpremiumeffectsofchangesinthesizeandcompositionof
publicholdingsofTreasurysecurities
andagencyMBSofthesortthatresultedfromthefirsttwoLSAPprograms,andconcludethattheywerequite
large.
25
WhereasLiandWei’sestimatesoftheeffectsofthefirsttwoassetpurchaseprogramswerebasedonthe
assumptionthattheFOMCwouldbeginsellingassetstwoyearsaftertheendofeachprogramandconcludesuch
salesoveraspanofthreeyears,Ihrigetal.tiethe
beginningofsalestotheexpecteddateofliftoffbasedonBlue
Chipsurveyexpectations,whichatthetimewasexpectedtooccursoonerthantwoyearsaftertheconclusionof
eachprogram,therebyreducingthetermpremiumeffects.
26
AnassumptionmaintainedthroughoutouranalysisisthattheTreasurydidnotchangeitsstrategyforthe
maturitycompositionofitsissuanceofnewsecuritiesinresponsetotheFOMC’sassetpurchases.TheTreasury’s
debtmanagementstrategyhadbeenpersistentlyincreasingtheaveragematurityofnewlyissuedTreasury
securitiessince
around2002.AlthoughtheTreasury’sstrategyhadtheoppositeeffectontheaveragedurationof
outstandingTreasurysecuritiesastheFOMC’sQEpolicies,theTreasuryhadbeguntopursueitsstrategylong
beforethefinancialcrisisandcontinuedwithitevenwiththeFOMC’sdecisiontoexpandthesizeandduration
of
theFederalReserve’ssecurityholdings,whichwasconsistentwiththeTreasury’susualpracticewhenfacedwith
thelargeincreasesinfederalgovernmentborrowingduringthisperiod.Accordingly,themarginaleffectof
quantitativeeasingwasstilltoreducetermpremiumsrelativetowhattheyotherwisewouldhavebeen.(See
Greenwood,
Hansen,Rudolph,andSummers(2014)foramorecriticalviewoftheTreasury’sdebtmanagement
practicewhiletheFederalReservewaspursuingitsQEprograms.)
27
Aportionofthiseffectoccursearlyin2009becausetheFederalReservemadeitsfirstannouncementabout
assetpurchasesattheveryendof2008.Thefullscopeofthefirstassetpurchaseprogramwasnotknownuntil
afterthereleaseoftheFOMCstatementinlateMarch2009.
Page14of54
projectedtrajectoryoftermpremiumeffectsareestimatedtoshiftdownslightlywiththeFOMC’s
announcementthatpaymentsontheFederalReserve’sholdingsofsecurities(particularlyMBS)would
bereinvested,slowingtherateofdeclineinthesizeandaveragedurationofitsportfolio.
Commencementof
asecondroundofassetpurchasesinNovember2010isestimatedtoprompta
furtherdownwardrevisionintheprojectedpath,whichalsoincorporatestheeffectsoftheassets
purchasedunderLSAP1(solidredline).Importantly,theinitialrevisionintermpremiumeffectsatthe
startofLSAP2isfollowedby
furtheronesasBlueChipforecastsforthedateofliftoffarepushedfurther
offintothefuture(thereddashedlines).Finally,theIhrigetalresultsindicatethatthematurity
extensionprogramsfirstincreasedandthenmaintainedthecumulativedownwardpressureonterm
premiumstoabout60basis
throughmid2012.
ThethreepurplelinesshowtheextensionoftheIhrigetal.methodologytoincludetheeffectsofthe
thirdroundofassetpurchasesthatbeganinSeptember2012.Theimplementationofthisprogramis
estimatedtohavegreatlymagnifiedthedownwardpressureontermpremiums,bringingit
closeto120
basispointsatthestartoftheprogram.Marketparticipantsinitiallyexpecteditssizetobeabout$1.2
trillion,substantiallysmallerthanthefirstassetpurchaseprogram;nonethelessitseffectswere
substantiallylarger,inpartbecausepurchasesofTreasurysecuritieswereconcentratedinlonger
maturitiesthanthey
hadbeeninLSAP1,andinpartbecausetheexpansionoftheSOMAholdingswas
expectedtolastlongerthantheoriginalpurchasesin2009.Asshownbythefirstdashedline,the
projectedlongerruntrajectoryofthecumulativeeffectsfromallassetpurchaseprogramsshifteddown
inresponseto
FOMCcommunicationsindicatingthatitwouldprobablyeschewactivesalesofitsMBS
holdingsonceitbeganshrinkingthesizeofitsbalancesheet,incontrasttotheCommittee’ s previous
guidance.Finally,marketexpectationsgraduallyshiftedtowardtheprogram’sultimatesizeof$1.5
trillion.
Becausedurationeffectsshouldvaryacross
securitiesofdifferentmaturities,theresultsreportedin
Figure3applyonlytothetermpremiumsembeddedin10yearTreasuryyields.Simulationsofthe
LiWeitermstructuremodelpredictthattheeffectsofthevariousassetpurchaseprogramsontheterm
premiumsembeddedin30yearTreasuryyieldsshould
beonaverageonly35percentorsoofthese
estimatedfor10yearsecurities;thecorrespondingfigurefor5yearTreasurynotesisabout80
percent.
28

V. EstimatingtheMacroeconomicEffectsofUnconven tionalPoliciesUsingFRB/US
HavingquantifiedtheeffectsoftheFederalReserve’sunconventionalpolicyactionsonperceptionsof
itsimplicitpolicyruleandontermpremiums,wenowturntotheissueoftheeffectsoftheseactionson
aggregateeconomicactivityandinflation
overthepastfewyears.Thissectiondiscussesourchoiceofa
structuralmacroeconometricmodelforsimulatingtheresponseoftheeconomytounconventional
policymeasures,andthenpresentsanddiscussesresultsforsomeillustrativepolicyactions.

TheFRB/USmodel
Toquantifythemacroeconomiceffects ofunconventionalpolicies,weneedamacroeconomic
modelthatisstructuralinthesensethatitcanappropriatelycontrolfortheeffectsofpolicy
measuresthroughexpectations.Infact,asouranalysiswillhighlight,expectationsaboutthefuture
courseofpolicyarecriticallyimportantfortheeffectivenessoftheunconventionalpolicyactions

28
WethankMinWeiforprovidinguswiththesefigures.
Page15of54
studiedhere.WhilethisgeneralpointhasbeenappreciatedsinceLucas’(1976)paper,thisissueis
ofparticularrelevanceinthecircumstancesofthepastfewyears,whenthepublichashadtorely
disproportionatelyonpolicyannouncementsforformingexpectationsbecausetherewasnopast
recordofunconventionalpolicyactionsattheZLBtogoby.
Asmentionedearlier,onlyafewstudieshaveexaminedthemacroeconomiceffectsof
unconventionalpoliciesinstructuralmodels.Thesestudiesaremostlyconductedusingdynamic
stochasticgeneralequilibrium(DS GE)modelsbuiltaroundarepresentativehouseholdandassuming
someformoffinancialfriction,suchasinChenetal.(2012)andGertlerandKaradi(2013).Inour
studyweusetheFederalReserveBoard’sFRB/USmodel,whichdepartsfromtheseothermodelsin
certaindimensionsthatwewillbrieflydiscusshere.MoredetailedinformationabouttheFRB/US
modelingeneralisavailableelsewhere.
29
ThreepropertiesofFRB/USinparticularareworthhighlighting.First,theFRB/USmodelfeaturesa
broadarrayoffinancialassetswhosepricescanserveaspotentialtransmissionmechanismsfor
monetarypolicy:Besidestheshortterminterestratethatisthe(conventional)toolofmonetary
policy,therearelongtermTreasurysecuritiesatthreedifferentmaturities,residentialmortgages,
corporatebonds,corporateequity,andtherealtradeweightedexchangerate.Thepricesofthese
variousassetsarelinkedtoeachotherviaarbitrageconditionsthatin cludetermandriskpremiums
whicharethemselvesmodeledasendogenousvariables,dependinginmanyinstanceson
expectationsaboutthefuturecyclicalpositionoftheeconomy.InthebaselineversionofFRB/US
usedinthispaper,termpremiumsareaffectedonlybyunconventionalmonetarypolicymeasures,
whereasriskpremiumsonotherassetsareendogenous.Thebroadarrayoffinancialassetsin
FRB/US,andinparticularthecentralroleplayedbyspecificmeasuresoflongterminterestrates,
makesthemodelveryusefulforstudyingtheeffectsofunconventionalmonetarypolicy,especially
assetpurchases.Thatsaid,thereliabilityofitssimulationresultsdependsimportantlyonthe
empirical“reasonableness”ofitspredictionsforQErelatedspillovereffectsonprivateborrowing
rates,corporateequityprices,andtheexchangerate—somethingthatwewillexamineshortly.
Fromsomeperspectives,theapproachtakeninFRB/USmayhavecertainlimitations:Practicallyall
spendingdecisionsdependonlongertermrealinterestrates,therebyassigningequallystrong
effectsonaggregatedemandtochangesintermpremiumsandinexpectedfutureshortrates;and
premiumsaremodelledinreducedformratherthanbeingderivedexplicitlyfromfinancial
frictions.
30

Asecondfeatureisthatthereisnorepr esentativeagentintheFRB/USmode l;insteadthereare
bothliquidityconstrainedandunconstrainedhouseholds,wheretheformerspendalltheirincome
eachquarterandthelatterconsumeandinvestbasedontheirassessmentoftheirlifetime
resources.Inmakingthisassessment,unconstrainedhouseholdsdiscountfuturelaborandtransfer
incomeataratesubstantiallyhigherthanthediscountrateonfutureincomefromnonhuman
wealth,reflectinguninsurableindividualincomerisk.
31
Notably,aggregatefutureincomeisvalued

29
Documentationofthemodelisavailableatwww.federalreserve.gov/econresdata/frbus/usmodelsabout.htm,
includingacompletelistingofmodelequationsandcoefficients,papersdiscussingdifferentaspectsofFRB/US,
andillustrativesimulationprograms.
30
Kiley(2012)presentsevidencethattheaggregatedemandeffectsofchangesintermpremiumsmaybeweaker
thanthoseofexpectedfutureshortrates.
31
Themarginalpropensityofhouseholdstoconsumeoutofdifferenttypesofincomecanvary,dependingon
whichgroupofhouseholdsreceivestheincome.Forexample,transferincomeisdisproportionatelyreceived
Page16of54
bydifferentdiscountfactorsdependingonitssourceandtheaverageageoftherecipient
household.Asaresult,theeffectiveplanninghorizonfortheaveragehouseholdinFRB/USisclose
tothefiveyearperiodadvocatedbyFriedman(1957)ratherthanthemuchlongertimehorizonof
householdsembeddedinatypi calDSGEmodel.Thismodelingchoicereduces,inourview
realistically,theabilitytoaffectcurrenteconomicactivitythroughpoliciesthatraiseexpectationsof
futurerealactivityandincomes(forexample,asanalyzedinWerning(2012)).Theabsenceofa
representativehouseholdalsomeansthatwecannotevaluateunconventionalpoliciesaccordingto
theirwelfareimplications;instead,wesimplyreporttheirestimatedeffectsonrealeconomic
activityandinflation.
Finally,priceandwageinflationdynamicsfollowaNewKeynesianPhillipscurvespecificationinthe
presenceofnonzerotrendinflation.
32
WhilethisspecificationisverysimilartothoseusedinDSGE
models,theestimateddegreeofinertiainpriceandwageinflationishigherthaninmostDSGE
modelsbasedonthestickypriceparadigm.Thisfeatureinteractswithhouseholds’highdiscount
rateoffutureincomediscussedbeforetodampentheeffectsofannouncedfuturemonetarypolicy
changes,suchasforwardguidance.Inparticular,thecombinationofthesetwofeaturesexplains
why,asourresultswillshow,theFRB/USmodeldoesnotexhibitthe“forwardguidancepuzzle”that
besetsstandardDSGEmodels(DelNegroetal.,2013).
33
AsshowninAppendix2,inasituation
whenthenominalshortrateisheldconstantforanextendedperiodoftime,forexampl ebecause
thezerolowerboundisbinding,acredibleannouncementtodayoflowershorttermratesinthe
futureraisescurrentoutputandinflationinacanonicalDSGEmodel, andtheseincreasesarelarger
thefurtherintothefutureistheannouncedaction.Givenconstantnominalinterestrates,the
increaseininflationreducescurrentandexpectedfuturerealinterestrates,whichinturnhasstrong
aggregatedemandeffectsbecauseofthehigherinterestratesensitivityduetohouseholds’longer
planninghorizons.Bothofthesechannelsaresubstantiallyand,inourview,plausiblyattenuatedin
FRB/US.
Monetarypolicyismodeledasasimpleruleforthefederalfundsratesubjecttothezerolower
boundonnominalinterestrates;importantlyforouranalysis,theparametersofthepolicyruleused
insimulationscanbemodifiedasdesiredtobeconsistentwithprivatebeliefsaboutthelikelyfuture
behavioroftheFOMC.Inourcounterfactualsimulations,thepronouncedweaknessofthe
economysincelate2008meansthattheZLBmarkedlyandpersistentlyconstrainsactualand
expectedmonetarypolicy.Moreover,theimpositionoftheZLBmakesthemodelhighlynonlinear,
therebyprofoundlyinfluencingthesimulateddynamicsoftheeconomy.
34

InourbaselineversionoftheFRB/USmodel,allprivateagentsareassumedtohaverational
expectations—thatis,beli efswhichareconsistentwiththedynamicsofthefullmodel,conditionalon
theanticipatedbehaviorofpolicymakers.Thepublicdoesnotnecessarilyhaveperfectforesightabout

byretireeswhoarewelladvancedintheirlifecycles.Inaddition,aggregationacrossagegroupsleadsto
averagepropensitiestospendthatvaryacrossdifferenttypesofaggregateincome,reflectingvariationsinthe
distributionofincomeacrossgroups.
32
ThespecificationofthePhillipscurveusedinFRB/USisbasedonthemodeldevelopedbyCogleyandSbordone
(2008);thismodelallowsfortimevariationintheunderlyingtrendininflation,reflecting(forthemostpart)
changesinthecentralbank’sinflationobjective.InFRB/US,thepost1979trend
isbasedonmeasuresofexpected
longruninflationasreportedinitiallyintheHoeySurveyandlatertheSurveyofProfessionalForecasters.
33
SeeChung(2015)foracomparisonofthemacroeconomiceffectsofforwardguidanceintheFRB/USmodel
comparedtotwostandardDSGEmodels.
34
Tosolvethemodel,weusedthesolutionmethoddescribedbyBrayton(2012).
Page17of54
theshocksthatwillhittheeconomyinthefuture,however,northeFOMC’sresponsetothoseshocks.
Whileweviewanexaminationoftheeffectsofunconventionalmonetarypolicyinarangeofalternative
modelsasaworthwhileundertaking,itisbeyondthescopeofthispaper.Instead,wewillreportresults
oftheseeffectsforarangeofalternativeparameterizationsofFRB/US,suchasalternativeassumptions
abouttheformationofexpectationsbyvariousagents,aboutinflationdynamics,andabouttheinterest
elasticityofaggregatedemand.
Illustrativesimulations
Beforeturningtoestimatesoftheeffectsoftheunconventionalpolicyactionsactuallyundertakenby
theFederalReserve,weillustratethemacroeconomiceffectsofforwardguidanceandassetpurchases
inahypotheticalscenarioinwhichtheU.S.economyishit withasequenceofverylargeandpersistent
contractionaryshocks.Inordertoillustratesomekeyfactorsthatinfluencethenetstimulusprovided
byunconventionalpolicy,andsoneedtobetakenintoaccountwhenwescoretheactualeffectiveness
oftheFOMC’sactionsinthenextsection,werunthisexerciseunderalternativeassumptionsabout
boththe
public’sunderstandingofthepersistenceoftheeconomicdownturnandthespeedatwhich
policymakersrespond.
Thescenarioiscalibratedsuchthat,underabaselineassumptionofthefederalfundsratefollowingthe
standardTaylorruleandwithoutanyassetpurchases,thefederalfundsrateisatitseffectivelower
boundforfiveyears.Oncetheeconomicslumpstarts,thepublicisassumedtohaveperfectforesight
abouttheshocksthatwillbuffettheeconomyovertime,aswellasthemonetarypolicyresponseto
thoseshocks.AsindicatedbytheblacklinesinFigure4,themagnitudeoftheseshocks
causesthe
unemploymentratetoroughlydoublewithinthefirsttwoyears,frompercentpriortotheslumpto
apeakof10¼percent,andtodeclinethereaftergradually,whileinflationdropsbymorethan1
percentagepoint.Despitetheassociateddeclineininflationexpectedoverthenext10
years,thereal
10yearyieldfallsbyaboutpercentagepoints,reflectingthelowerpathoftherealfederalfundsrate
overthattimehorizon.Becausepolicymakersdonotengageinlargescaleassetpurchasesinthis
scenario,termpremiumsareassumedtobeunaffectedalthoughriskpremiumsoncorporate
bondsand
equityincreaseendogenously.
AstheredlinesplottedinFigure4illustrate,theseadverseeffectswouldbenoticeablymitigatedby
raisingtheoutputgapresponsecoefficientfrom0.5to1,whichwoulddelayliftofffromtheeffective
lowerboundbytwoquarters.Thereafter,thefederalfundspathis
littlechangedcomparedtothe
standardTaylorrulesimulation,butgiventhehigherpathforinflation,thereal10yearTreasuryyield
runsabout¼percentagepointlowerforseveralyearsinarow.Similar, albeitslightlysmaller,effects
fromthischangeinpolicyruleobtaininamoderateslumpscenario,
inwhichthefederalfundsrate
underthestandardTaylorruleisconstrainedforonlythreeyearsbytheeffectivelowerbound(theblue
andgreenlines).
Themarginalunemploymentrateandinflationeffectsofvariouspolicyrulechangesunderthesetwo
scenariosareshowninFigure5,expressedas
deviationsfromoutcomesunderthestandardTaylorrule.
Inadditiontotherulewithanoutputgapcoefficientequalto1(thereddashedlines),thefigurealso
showstheeffectsofraisingtheoutputgapcoefficientto1.5,ofraisingitto1.0butinadditionswitching
toaninertial
rulewithacoefficientof0.8onthelaggedfederalfundsrate,orofimplementinga
thresholdstrategywherebythefederalfundsratestaysattheeffectivelowerbounduntilthe
unemploymentratefallsbelowpercentandthereafterfollowsthestandardTaylorrule.The
macroeconomiceffectsofadoptingeither
oftheserulesarelargerinthehighlypersistentslump
Page18of54
scenario(theleftpanels)thaninthemoderatelypersistentslumpscenario(therightpanels),andare
thelargestfortheinertialrule,followedbytherulewithanoutputgapresponseof1.
35
ThefirsttwocolumnsofTable5provideinformationaboutthechannelsinFRB/USthroughwhichthe
changeintheperceivedpolicyruleistransmittedtorealeconomicactivityandinflation.Inthehighly
persistentslumpscenario(theupperrowsofthetable),longtermrealTreasuryyieldsdeclinemostly
becauseofanincreaseinexpectedinflationratherthanareducti onintheexpectednominalpathof
futureshortterminterestrates;theinflationeffectisespeciallypronouncedinthecaseofachangeto
aninertialpolicyrule(column2).Endogenousdeclinesinriskpremiumsleadtolargerreductions
inreal
corporateyieldsaswellasanotableincreaseinequityvaluations.Financialmar keteffectsareslightly
smallerinthemoderatelypersistentslumpscenario,pointingtotheimportanceofexpectationsabout
thepersistenceofadverseeconomiccircumstances;differencesfromthehighlypersistentscenario
wouldbemoreappreciableiftheslump
wasevenmoretransitory.
Figure6highlightstheimportanceofinformationalassumptionsfortheestimatedmacroeconomic
effectsofthesepolicies.Thelefthandpanelspresenttheresponsesofunemploymentandinflation
underthreeoftherulesthatwerereportedinFigure5,againexpressedrelativetooutcomesunderthe
standardTaylorrulewithoutasset
purchases,inthecontextofthehighlypersistentslumpscenario.As
mentionedbefore,thepublichasacompleteunderstandingofhowtheslumpwilldevelopovertime,
andmonetarypolicyrespondsimmediately tothecrisis.Incontrast,themiddleandrighthandpanels
ofthechartshowthemarginaleffectiveness
ofthesamepoli cyinitiativesunderalternativeassumptions
forprivateagents’knowledgeofthefutureandthetimingofpolicyresponses.Specifically,themiddle
panelsofFigure6reportthemarginaleffectivenessofthesameshiftsinpolicyruleswhenagents
initiallyexpectthecontractioninrealactivitytobemuch
lesssevereandpersistentthanactuallyturns
outtobethecase,andsoonlygraduallycometounderstandthattheeconomyhasenteredaprolonged
ZLBepisode.Therighthandpanelsofthefigureshowthestimulusprovidedwhenthepublicfully
understandsthenatureoftheshockshitting
theeconomybutthecentralbankshifts toadifferent
policyruleonlythreeyearsaftertheonsetofthecrisis,andthepublicdoesnotanticipateanychangein
policybeforehand.Ascanbeseen,eithertypeofdelaynotonlyshiftsthetimingofstimulusbut
actuallyreducesits
magnitude—animportantconsiderationinanyscoringoftheefficacyoftheFOMC’s
unconventionalpolicyactions,giventhegradualnatureoftherevisionstoboththeBlueChip
projectionsandpolicyexpectationsobservedfromearly2009throughlate2013.
Figure7showsthemarginaleffectsofannouncing a$1.5trillionLSAP
programattheonsetofthecrisis,
conditioningontheinterestrateruleinplaceatthetimeoftheannouncement.Basedonsimulationsof
theLiWeimodel,suchaprogramwouldbeexpectedtoreducethetermpremiumembeddedinthe10
yearTreasuryyieldabout60basis
pointsinitially,withtheeffectfadingawaythereafteratroughlythe
averagepaceshowninFigure3.Columns3to5ofTable5illustrateforthreeoftherulesshownin
Figure7that,inFRB/US,suchareductioninpremiumsdirectlyincreasesthedownwardpressureon
Treasuryyieldsand
indirectlyinfluencesotherassetpricesthrougharbitrageeffects,therebyeasingthe
costofborrowingforhouseholdsandfirms,checkingtherecessiondrivendeclinesincorporateequity
valuationsandhouseholdwealth,andfurtherloweringtherealforeignexchangevalueofthedollar.

35
ThesimulationresultsarebroadlyconsistentwiththeresultsreportedinTables3and4.Inparticular,inthe
middlecolumnofTable3,theestimatedcoefficientontheoutputgaprisesabove1intheMarch2013BlueChip
survey,whentheunemploymentrateatthetimeofliftoff
isexpectedtobe6.8percent.Bycomparison,inthe
simulationinfigure5withβequalto1,theunemploymentrateatthetimeofliftoffinthehighlypersistentslump
scenariois6.4percent.
Page19of54
Formostoftherules,themarginaleffectsoftheLSAPprogramareverysimilar.Thestrongereconomic
conditionsinducedbytheassetpurchasescallforthastrongerinterestrateresponseafterliftoffunder
themoreaggressivepolicyrules,illustratingthatinFRB/US,fundsratepolicy
andassetpurchasesactto
someextentassubstitutes.
TheanticipatedreductioninthepathofTreasurytermpremiumsassociatedwithassetpurchases
influencesmacroeconomicconditionsviatheformer’seffectsonavarietyoffinancialmarketvariables.
Exceptforthesizeofthetermpremiumeffect,whichwetakefromthe
analysisofIhrigetal.(2013),the
financialmarketresponsesshowninTable5areendogenouslygeneratedbyFRB/US.Arethemodel’s
predictionsfortheresponseoffinancialmarketconditionstoashiftinTreasurytermpremiumsinline
withtheempiricalevidence?InAppendix2,wesummarizesomeof
thefindingsofeventstudies
followingQErelatedevents.Althoughthereissomevarietyinresultsacrossstudies,agoodcentral
estimateisthataQEinducedreductionin10yearTreasuryyieldsby20basispointsisassociatedwitha
reductioninthe30yearmortgagerateofabout25
basispoints(reflectingthesizeableshareofMBS
purchasesintheFederalReserve’sQEprograms),areductioninBBBcorporatebondsofabout15basis
points,anincreaseinequitypricesofaboutpercent,andareductionintherealexchangerateof
about¾percent.Therelativemagnitudes
ofthemodelgeneratedresponsesshownincolumns3to5
ofTable5areveryclosetotheseestimates,suggestingthatthemodelprovidesagoodapproximation
ofthisstageofthetransmissionchannel.
ThedifferencesbetweentheleftandrightpanelsinFigure7illustratethattheeffectsof
LSAPsdepend
importantlyonhowlongthefederalfundsrateisexpectedtoremainattheeffectivelowerbound,and
hencehowfarintothefuturehighershortterminterestrateswillbegintooffsettheeffectsofthe
LSAPs.Accordingly,ifagentsatthelaunchofaQEprogram
aresubstantiallyoverestimatingthepaceat
whichtheeconomywillrecoverandsoprojecttooearlyadateforliftoffofthefundsrate,thedirect
downwardpressureonlongterminterestratescausedbyassetpurchasesinitiallywillbesubstantially
offsetbyasimultaneousupwardrevisiontotheexpectedpath
offutureshorttermrates.Similar
considerationsattendthestimulusprovidedbyanannouncedchangeintheimplicitpolicyrule.Iflabor
andproductmarketgapsarealreadyexpectedtoclosequicklyevenwithouttheadoptionofamore
accommodativerule,thenincreasingthecoefficientonslackoradoptinga
moreinertialapproachto
policysettingwillnotmarkedlyaltertheprojectedfuturepathofthefundsrate,incontrasttowhat
wouldoccurifslackwasexpectedtoremainsizeableformanymoreyears.
VI. TheEffectsoftheFOMC’sUnconventionalPolicyActions—SimulationResults
Thissectionpresentsourquantitative
assessmentsoftheactualstimulustorealactivityandinflation
providedbytheFOMC’sforwardguidanceandassetpurchasessinceearly2009,basedon
counterfactualsimulationsofFRB/US.Webeginwithadiscussionofthedesignofourcounterfactual
simulationanalysis,whichamongotherthingshastodealwithcomplications arising
fromgradual
learningonthepartofthepublicaboutfuturemonetarypolicyaswellasthelikelymagnitudeand
persistenceofthepostcrisiseconomicslump.Usingthebaselineversionofthemodel,wefindthatthe
FOMC’sunconventionalpolicyactionsapparentlyprovidedonlyasmallboosttothe
realeconomy
duringtherecessionandtheinitialrecoveryperiodbutthattheseeffectshavesincebecomemore
substantial;thebaselinecounterfactualsimulationsalsosuggestthatinflationeffectstodatehavebeen
relativelymodest.Considerableuncertaintyattendstheseassessments,however,assimulations
generatedusingplausiblealternativespecificationsofthemodelyield
awiderangeofestimated
unemploymentandinflationeffects;inaddition,our analysisdoesnottakeintoaccountthepossibility
Page20of54
thattheFOMC’sunconventionalactionsmayhaveledtomarkedimprovementsinhouseholdand
businessconfidence,therebysignificantlyboostingtheeconomybeyondwhatourmodel(s)predict.
Simulationdesign
Toassesstheconsequencesofannouncingasystematicchangeinmonetarypolicy,onetypicallystarts
withabaseline
embodyingsomereferencerulecalibratedtomatchtheFOMC’srecentbehavior,and
thensimulatestheeffectofswitchingtoanewpolicyruleundertheassumptionthatagentshave
rationalexpectationsandthepolicyannouncementiscompletelycredible.Astheprecedingsimulations
demonstrate,however,thestimulusprovidedbyunconventionalpolicy
atanypointintimedepended
notonwhattheFOMCwouldactuallydofromthatpointforward,butonwhatthepublicatthetime
expectedtheFederalReservetodointhefuture—animportantconsiderationforourefficacy
assessmentsgiventhattheperceivedpolicyruleand theexpectedtrajectory
oftermpremiumeffects
evolvedgraduallyfromearly2009tolate2013.Controllingforthepaceoflearningisalsoimportant
withregardstochangesovertimeinperceptionsofthefundamentalshocksactingtoshapethe
economicoutlook,giventhattheillustrativesimulations alsoshowedthattheactualstimulus
imparted
byforwardguidanceandassetpurchasespartiallydependsonhowlongthefundsrateisexpectedto
remainconstrainedbythezerolowerbound.
Tocontrolfortheselearningeffects,weemployasequenceofbaselinesofpastandprojected
conditions,eachofwhichrepresentsasnapshotofpast
economicdevelopmentsandexpectationsfor
thefuturetakenataparticularpointintime.Thisapproachenablesustocontrolfortheactualtiming
oftheshiftsinexpectationsassociatedwithrevisionsinboththeperceivedvalueofβintheimplicit
fundsrateruleandtheexpectedtrajectoryofQErelated
termpremiumeffects.Inaddition ,itallowsus
toparsetheforcesdrivingchangesovertimeintheeconomicoutlook—asreflectedinrevisionstothe
extendedBlueChipprojections—intothoseassociatedwithperceivedinnovationsinpolicy,andthose
associatedwithchangingassessmentsofthefundamentalshockstoaggregatedemandand
other
factorshittingtheeconomy,bothnowandinthepast.
Forcomputationalconvenience,weassumethatexpectationsaboutfuturepolicyandotherfactorsare
updatedtwiceayear,onceinthefirstquartertotakeonboardontheinformationprovidedbythe
MarchBlueChipsurveys,andoncein
thethirdquartertoincorporatetheresultsfromtheOctober
surveys.Eachupdateofexpectationsrequiresthecreationofanewbaseline;thus,weconstructa
2009Q1baseline,a2009Q3baseline,a2010Q1baseline,andsoontoourfinal2013Q3baseline.The
expectedtrajectoryofQErelatedterm premium
effectsincorporatedintoeachbaselinematchesthe
correspondingpathestimatedbyIhrigetalandreportedinFigure3;forexample,thepathincorporated
intothe2009Q3baselineisthesameastheLSAP1path,whil e thepath incorporatedintothe2010Q3
baselinematchestheinitialestimatedtrajectoryofLSAP2effects.
36
Withregardstorevisionsinthe
policyruleacrossbaselines,ourbasecaseassumptionisthattheperceivedvaluesofλandαarealways
zeroand0.5,respectively,butthattheperceivedvalueofβguidingfuturemonetarypolicyratchetsup
markedlyasonemovesfromthe2009Q1baselinetothe2013Q3
baseline.Asdiscussedearlier,it
appearsthatprivateforecasterspersistentlyanticipatedpolicyatthetimeofliftofftobemore
accommodativethanthatwhichwouldbefollowedoverthelongerrun. Accordingly,weassumethat

36
ThefulldimensionsofthefirstLSAPprogramwerenotannounceduntilaftertheMarch18,2009FOMC
meeting,althoughsomeinformationabouttheFederalReserve’sintentionstobuyMBSwasavailableinlate2008.
Forthisreason,weassumethatagentsin2009Q1expectedassetpurchasestolowerterm
premiumsbyroughly
10basispointsinthefirsthalfof2009,withthedownwardpressureerodingawayrapidlythereafter.
Page21of54
agentsatthetimeofeachsurveyexpectedβinthefuturetoequalthevaluesreportedinTable4
throughtheprojecteddateofliftoff,butthenanticipatedthatβwouldthereafterdeclinegraduallyto
thelongerrunestimatesreportedinTable3.Theprecisepatternof
revisionstotheexpectedpathofβ
acrossbaselinesisillustratedinFigure8bytherisingsequenceofblacklines.Inadditiontothisbase
caseassumption,wealsoconsideranalternativeevolutionafter2011fortheperceivedpolicyrulethat
isindicatedbytheredlinesinthefigure.This
alternativesetofperceivedpathsforβ,whichare
assumedtobeaccompaniedbyajumpintheperceivedvalueofλto0.8,isconsistentwithourearlier
findingthattheBlueChipTreasurybillrateforecastspublishedfro mthispointarereasonablywell
explainedbyasmallerriseinβ
iftheywereaccompaniedbyaperceivedswitchtoinertialbehavioron
thepartoftheFOMC.
Inadditiontocontrollingforthetimingofperceivedchangesinpolicy,oursequentialbaselinesmust
alsocontrolforchangesovertimeinviewsabouttheeconomicoutlookandtheunderlyingforces,past
and
projected,shapingit.Todothis,westartbygeneratinganinitial2009Q1baselineinwhichthe
pathsforrealGDPgrowthandseveralmajorspendingcomponents,theunemploymentrate,inflation,
interestrates,thenaturalrateofemploymentandotherfactorsareforcedtomatchtheextendedBlue
Chipforecasts
publishedinMarch2009;thisinitialbaselinealsoincorporatespathsforthefederalfunds
rateandtermpremiumeffectsfromquantitativeeasingthatareconsistentwithprivateforecasters’
expectationsinearly2009forfuturemonetarypolicy,includingtheanticipate ddateofliftoff.
37
Next,
wegeneratebaselinescorrespondingtoeachsubsequentBlueChipforecastusingatwostepprocess.
Thefirststepistocomputerevisedhistoricaldataforthenewbaseline;thisisdonebytakingthe
baselineforthepriorsurveyandadjustingitsdataforanyrevisionstorealtime
publishedestimatesof
realGDPandother“headline”seriesthatwouldhavebeenavailableatthetimethenewBlueChip
surveywasreleased.
38
ThesecondstepistorunaconstrainedFRB/USsimulationthathopsofffromthe
adjustedhistoricaldataandbeginsinthequarterthatisassumedtocorrespondtothereleasedateof
thenewBlueChipsurvey;forexample,thesimulationstartdatewouldbe2009:Q3inthecase
ofthe
October2009surveyand2010:Q1inthecaseoftheMarch2010survey.Ineachconstrained
simulation,wesolveforthesetofcurrentandfutureshockstoaggregatespending,employment,
supplysideconditions,prices,andotherfactorsthatareneededtoforcethemodelunderrational
expectationsto
replicatethenewextendedBlueChipprojections.
39
Insolvingfortheseanticipated
shocks,thesimulationconditionsonthecontemporaneousexpectationsforthedateoflifto ff,the
futurevalueofβ,andthetrajectoryofQErelatedtermpremiumeffectsdiscussedabove.Thistwostep
processisrepeateduntilwehaveconstructedbaselinesfor2009Q3through2013Q3.

37
BeyondtheendoftheBlueChipextendedprojectionhorizon,the2009Q1baseline(likeallthesubsequentones)
isassumedtoconvergegraduallytoapredeterminedsteadystategrowthpathinwhichrealGDPgrowsatits
potentialrateofpercent,theunemploymentrateisflatatits
naturalrateofpercent,PCEinflationequals
theFOMC’sannouncedlongerrunobjectiveof2percent,andtheequilibriumrealfundsrateequals2percent.
Changingthesesteadystateassumptionswouldhavenoeffectonourestimatesoftheefficacyofunconventional
monetarypolicy.
38
Theadjustmentstothehistoricaldataalsoincluderevisionstothemodel’svariousexpectationalseries,where
thelatterarecomputedtobeconsistentwiththerevisionstothepublisheddataandthedynamicsofFRB/US.
39
BecausetheBlueChippublishesforecastsforfewervariablesthanareinthemodel,nouniquesolutiontothis
problemexistsunlessadditionalconstraintsareimposedontheallowablesetofprojectionmatchingshocks.We
obtainauniquesolutionbyimposingavariancecovariancestructureontheunderlyingshocksthat
isbroadly
consistentwiththehistoricaldata;modestmodificationstothisstructurewouldnothaveanappreciableeffecton
theresultsreportedinthenextsection.
Page22of54
Amongotherthings,ourbaselineconstructionmethodologyparsestheunderlyingforcesdrivingthe
evolutionofactualandexpectedeconomicconditionsafterearly2009intotwoorthogonalparts—one
partcomprisedofthesequenceofperceivedinnovationstopolicy,andtheothercomprisedofthe
sequenceofrevisions
topastandprojectedshockstoaggregatespendin gandotherfundamentals.Asa
result,ifonestartswiththeinitial2009:Q1baseline,andthenrunsasequenceofunconstrained
simulationswhosestartingpointsareprogressivelyadvancedintime(from2009:Q3through2013:Q3),
witheachnewsimulationhoppingofffromtheresults
ofthepriorsimulationwhileincorporatinganew
setofrevisedshockstofundamentalsandpolicy(pastandprojected),thenonereplicatestherealtime
evolutionofbothactualmacroeconomicoutcomesandtheBlueChipextendedprojections,withthe
finalsimulationexactlymatchinghistoricalconditionsandtheBlueChipoutlook
astheyappearedin
October2013.Forourpurposes,however,themoreinterestingexerciseistorepeattheserolling
simulationswithoutincorporatingtheaccompanyingsequenceofpost2009Q1revisionstoliftoffdates,
βpaths,andthetrajectoryofexpectedtermpremiumeffects—thatis,torerunhistoryassumingno
unconventionalmonetary
policyinnovationsbutallowingthesameperceivedshockstootherfactorsto
unfoldastheydid.
40
Thedifferencebetweentheactualevolutionoftheeconomysince2009andthe
coursepredictedbythecounterfactualsimulationsofthesequencemeasurestheactualstimulus
providedbytheFOMC’sforwardguidanceandassetpurchases.
Baselineestimates
Figure9summarizesourbaselineresults,generatedusingthestandardversio nofFRB/US
assuming
rationalexpectationsonthepartofallagents.Theblacklinesshowthehistoricalpathsforrealactivity,
inflation,andinterestratesastheyappearedinlate2013,extrapolatedintothefutureusingthe
extendedBlueChipprojectionspublishedinOctober2013.Theredlines,incontrast,showthe
predictedevolutionoftheeconomyafterearly2009hadtheFOMCnotundertakenanyunconventional
policyactions,undertheassumptionthatdoingsowouldhavecausedtheanticipatedtrajectoryofQE
relatedtermpremiumeffectsandtheperceivedvalueofβintheimplicitpolicyruletoremain
unchangedatthepaths
expectedinearly2009.(Thesimulationdoesincorporatethemod estQE
relatedtermpremiumeffectsanticipatedinearly2009,equalto10basispointsinitiallyandfading
rapidlythereafter.)Beliefsaboutthepastandprojectedshockshittingtheeconomyinthe
counterfactualsimulationotherwiseunfoldovertimeastheydid
historically.Intheparsingexercises
usedtogeneratethesehistoricalshocks, theperceivedevolutionofthepolicyruleoverhistoryisthe
versioninwhichtheruleisassumedalwaystobenoninertial.Incontrast,thebluelinesofthefigures
showthepredictedevolutionoftheeconomyinthe
absenceofanyunconventionalpolicyactionswhen
theparsingroutineassumesthattheperceivedpolicy rulebecameinertialstartingin2012.Ascanbe
seen,allowingforashifttowardinertialpolicyhaslittleeffectonthesimulationresults,presumably
becausesuchashift(ifitoccurred)happenedata
relativelylatedateandinvolvedasmallerriseinthe
perceivedvalueofβ.
Threekeypointsemergefromthisanalysis.First,themodelestimatesthattheFOMC’sunconventional
policyactionsprovidedessentiallynostimulusinthefirsttwoyearsfollowingthefinancialcrisis,inthat
thesimulationshowstheunemployment
ratepeakingatthesamelevelandrealGDPgrowthand
inflationessentiallyunchangedthrough2010.Thisearlyineffectiveness is aresultofseveralfactors,
includingtherelativemodestchangestopolicyexpectationsthatoccurredduringthisperiod,initial

40
Inrunningthesecounterfactualsimulations,weassumethatthepublicalways(correctly)anticipatesthatthe
federalfundsrateinthestartingquarterwill remainatitseffectivelowerboundbutthatthefundsratewillstrictly
followtheprescriptionsofthe2009:Q1rulethereafter.
Page23of54
beliefsthattheeconomywouldreboundmorerapidlythanprovedtobethecase,andinherentlagsin
themonetarytransmissionprocess.However,therearereasonstothinkthatthisresultunderstatesthe
effectivenessoftheearlyunconventionalpolicyactions.Thefirstassetpurchaseprogramin
particularis
oftencreditedwithhavinggreatlyimprovedthefunctioningofkeyfinancialmarketsthathadseizedup
duringthemostintensephaseofthefinancialcrisis.Inaddition,thebaselinemodeldoesnot
incorporateanymechanismsfortheFOMC’smonetarypolicyactionstohaveaffectedsuchthings as
consumerconfidence,
businesssentiment,andinvestors’assessmentsofrisks—extramodelinfluences
whosehistoricalmovementswouldmanifestthemselvesinourparsingroutinesasshockstospending,
riskpremiums,andothermodelvariables.Ifconfidenceandotherextramodelinflue nceswouldhave
initiallybeenevenmoreimpairedintheabsenceofassetpurchasesand
forwardguidance,thenthe
counterfactualsimulationsmaysignificantlyu nderstatetheiractualefficacyin2009and2010.
41

Second,theFOMC’sactionsdoappeartohaveappreciablyspedupthepaceofrecoverybeginningin
2011,withthemodelpredictingasubstantiallyslowerdeclineintheunemploymentrateafterthat
pointintheabsenceofforwardguidanceandassetpurchases,accompaniedbylowerinflation.Third,
themodelestimates
thatweareonlynowapproachingthefulleffectsofunconventionalpolicyonreal
activityandinflation.AsindicatedbytheblacklinesofFigure10,whichshowthedifferencebetween
theactualevolutionoftheeconomysinceearly2009andthatpredictedbybaselinemodelinthenon
inertialversion
ofthecounterfactualsimulation,thepeakunemplo ymenteffect—subtracting1.2
percentagepointsfromtheunemploymentrate—doesnotoccuruntilearly2015,whilethepeak
inflationeffect—adding0.5percentagepointtotheinflationrate—isnotanticipateduntilearly2016.
TheseestimatesoftheunemploymentandinflationeffectsoftheFOMC’sforwardguidance
andasset
purchasesareconsiderablysmallerthanthebaselineestimatesreportedinChungetal(2012)forjust
thetermpremiumeffectsofLSAP1andLSAP2,despitethefactthatthela tter’sestimateswerealso
basedonsimulationsoftheFRB/USmodel.Severalfactorsaccountforthedifferencesinestimated
efficacy.
First,ChungetalbasedtheirtermpremiumeffectsofLSAP1andLSAP2ontheestimates
reportedinGagnonetal(2011),whicharetwiceaslargeastheIhrigetal(2013)estimatesemployedin
ourstudy.Second,Chungetalscoredtermpremiumeffectsholdingthenominalfederal
fundsrate
fixedatitsba selinepathforthefirstfiveyears,whereasthefundsrateinoursimulationsalways
endogenouslyfollowstheprescriptionsofapolicyruleexceptwhenconstrainedbytheZLB,thereby
greatlyscalingbackthenetstimulusfromassetpurchases.Third,ourstudycontrolsforlearningon
the
partofthepublicaboutthedepthandpersistenceofthepostcrisisslump,whereasChungetal
implicitlyassumethatagentshaveperfectforesightabouttheseconditions.Finally,sincetheChunget
alstudytheFRB/USmodelhasbeenreestimatedandrespecified,withtheresultthataggregatedemand
intheversionusedinthisstudyisnoticeablylessinterestsensitive;inaddition,inflationislesssensitive
tochangesincurrentandexpectedeconomicslack.
Estimatesderivedfromalternativemodelspecifications

41
Riskpremiumsoncorporatebonds,equity,andtheforeignexchangevalueofthedollardroppedappreciably
moreinthesecondquarterof2009thanourparsingsimulationscanexplain.Ifweweretoattributeallofthese
unexplaineddeclinesinriskpremiumstotheFOMC’sMarch2009announcementofan
$1.75trillionasset
purchaseprogram,onthegroundsthatthisannouncementdemonstratedtheCommittee’sintentiontodo
whateverittakes,thenourestimatesoftheeffectsofunconventionalmonetarypolicyonrealGDPgrowthwould
riseby½percentagepointinboth2009and2010,evenassumingthatthedeclinesin
riskpremiumswouldhave
occurredanywayovertime.
Page24of54
ConsiderableuncertaintyobviouslyattendsanyestimateoftheefficacyoftheFOMC’sforwardguidance
andassetpurchases.Someofthisuncertaintyisassociatedwiththeshiftsinpolicyexpectations
incorporatedintoouranalysis:Ourestimatesoftheperceivedchangestothepolicyruleimplicitin
private
forecastsmaybeinerrorormaynotreflectthebeliefsofothereconomicagents,andtheLiWei
modelusedtopredictthetrajectoryoftermpremiu meffectsfromquantitativeeasingmaybeflawed.
Andevenifourestimatesoftheexpectationeffectsofpolicyarereasonablyaccurate,theanalysis
of
theirmacroeconomicimplicationsmay notbe.FRB/USisjustonemodel,andothermodelsmayyield
quitedifferentresults.
Tothisend,wenowconsiderestimatesofefficacyderivedusingseveralalternativespecificationsofthe
dynamicsoftheeconomy;amongotherthings,thisalternativeanalysisinvolves rerunningthe
constructionofthesequentialbaselinesandthusrecalculatingtheperceivedshocks(pastand
projected)hittingtheeconomyovertime.Wedevelopthesealternativespecificationsbymodifyingkey
aspectsofthestructureofFRB/USratherthanemployingotherstructuralmodels;inaddi tiontobeing
moreconvenient,wethinkthisapproachallows
ustoexploreawiderrangeofplausiblealternatives
thancouldbedoneifwerestrictedourselvestodrawingthealternativesfromtheexistingsetof
availableDSGEmodels;thisapproachalsoallowsustoanalyzethemacroeconomiceffectsofchangesin
theexpectedtrajectoryoftermpremiumeffects,somethingthat
mostDSGEmodelscannotdo.That
said,thelimitedsetofalternativeFRB/USspecificationsweconsiderbelowbynomeansspansthe
rangeofempiricallyrelevantalternativecharacterizationsofthedynamicsoftheeconomy.
Ourfirstalternativeinvolvestheformationofexpectations.Theassumptionthatallagentshave
rationalexpectations
andfullyunderstandthemacro economicimplicationsofforwardguidanceand
assetpurchasesseemsextreme,especiallywithregardstohouseholdswhohaveatbestaratherlimited
knowledgeofsuchmatters.Inaddition,theempiricalgroundsforassumingrationalexpectationsin
householddecisionmaking,wageandpricesetting,andevenbusinessinvestment
decisionsisactually
ratherweak,despitetheubiquityofthisassumptioninmodeling.Accordingly,weconsideran
alternativeversionofFRB/USinwhichtheonlyagentswithrationalexpectationsarefinancialmarket
participants,anassumptionthatseemsreasonablegiventheirincentivestounderstandmonetary
policy.Householdsandnonfinancialfirms,in
contrast,basetheirexpectationsforthefutureonthe
forecastsofsmallscaleVARmodelsestimatedusinghistoricaldata,andsoassumethattheeconomy
willdisplaythesamecyclicaldynamicsinthefuturethatitdidonaverageinthepast.Becausethese
agentsdonotunderstandhowunconventionalpolicy
altersthosedynamics,forwardguidanceandasset
purchasesnolongerdirectlycausehous eholdsandnonfinancialfirmstomarkuptheirexpectationsfor
realactivityandinflationinthefuture,andsotheirinitialstimulusfalls.
42
Asindicatedbythebluelines
ofFigure10,theefficacyoftheFOMC’sunconven tionalpolicyactionssinceearly2009dropsmarkedly
undertheseassumptions,withapeakeffectofreducingtheunemploymentratebyonly0.9percentage
pointsandalmostnoboosttoinflationpriorto2014.
Oursecond
alternativeinvolves thedynamicsofinflation.WagesandpricesinFRB/USaredetermined
usinganestimatedNewKeynesianPhillips curve.TheFRB/USempiricalimplementationofthismodel,
however,yieldsinflationdynamicsthatarebothmorepersistentandlesssensitivetoslackthanthat
exhibitedbymanyDSGEmodels.Giventhecritical
roleplayedbyinflationinthetransmissionchannels
ofunconventionalmonetarypolicyatthezerolowerbound,wethereforeconsideranalternative

42
Householdsandnonfinancialfirmsdorespond,however,tothe(rational)changesinfinancialconditionsthat
occurinresponsetosuchpolicyactions.Notethattherationalityoffinancialmarketsincludestheirknowledge
thatotheragentsintheeconomydonothavemodelconsistentexpectations.
Page25of54
specificationoftheFRB/USwagepricesectorthatbringsitsinflationdynamicsintocloseralignment
withthatembeddedintheseothermodels.
43
AsindicatedbytheredlinesofFigure10,makingthis
changebooststheestimatedpeakeffectivenessoftheFOMC’spolicyactionsconsiderably,becausethe
alternativespecificationpredictsthatassetpurchasesandforwardguidancedidconsiderablymoreto
preventamoremarked(albeittransitory)disinflationfromemergingovertime.That
result,inturn,
limitedtheriseinrealshortterminterestratesthatwouldhaveotherwiseoccurredinthefaceofthe
ZLBconstraint,therebyprovidingadditionalsupporttorealactivity.
Ourthirdalternativeaddressesthepossibilitythattheinterestsensitivityofaggregatedemandis
appreciablylowerthanpredictedby
thebaselinemodel,particularlywhenallowanceismadeforsome
specialfactorsthatmayhaveinfluencedtheeconomy inthewakeofthefinancialcrisis.Inparticular,
tighterunderwritingstandards,impairedbalancesheets,andanelevatedlevelofuncertaintysinceearly
2009mayhavereducedtheabilityand/orwillingnessofhouseholds
andfirmstoboosttheirspendingin
responsetolowerborrowingcostsandincreasesinwealth.Toaddressthispossibility,wecreatealow
interestsensitivitymodelinwhichtheresponsivenessofconsumerdurablegoods,residential
investment,andbusinesscapitalspendingtomovementsintheirrespectivecos tsofcapi tal,and
the
responsivenessofstockpricesandtherealexchangeratetomovementsinlongtermTreasuryyields,
arehalfaslargeasinthebaselinemodel.AsindicatedbythegreenlinesofFigure10,allowingforsuch
apronouncedconstrictionofthemonetarytransmissionchannelsmarkedlyreducestheestimated
macroeconomic
gainsfromforwardguidanceand assetpurchasesinthismodel.
44
OurfinalalternativeconcernstheeffectsoftheFO MC’s unconven tional mone tarypolicyon relative
houseprices.Inthebaselineversionofthemodel,movementsinthesepricesareestimatedtobe
essentiallyindependentofchangesin interestrates,realactivity,andothermacroeconomicfactors.
Althoughthisbehaviorisconsistentwith
thehistoricaltimeseriesbehaviorofhouseprices,theturn
aroundinhomevaluessincetheircolla pse in20062008couldhavedependedimportantlyonthe
supporttohousingmarketactivityprovidedbyextremelylowmortgagerates.Ifso,thenthesubstantial
pickupinactualandprojectedhousingpricesthat
hasoccurredsinceearly2009mighthavebeenmuch
weakerwithoutforwardguidanceandassetpurchases.AsshowninFigure11,oursequentialbaselines

43
InthebaselineversionoftheFRB/USNewKeynesianPhillipscurve,currentinflationdependsupon(among
otherthings)expectedinflationinthenextquarter,aweightedaverageofactualinflationoverthepastfour
quarters,andcurrentlabormarketslack.Inthealternativeversion,themovingaverageofpastinflation
is
replacedwithasinglelagandthecoefficientonslackisincreasedby50percent.Makingthesechangesbringsthe
dynamicsofFRB/USatthezerolowerboundintoreasonablyclosealignmentwiththoseofEDO,theFederal
ReserveBoard’sestimatedDSGEmodeloftheU.S.economy.
44
Alternatively,thestructureoftheFRB/USmodelmayoverstatetheinfluenceoflongerterminterestrateson
aggregatedemand,andunderstatetheroleplayedbyinterestrateswithamaturityoflessthan5years,leadingto
anoverestimationofthestimulusprovidedbyQEdrivenreductionsintermpremiums.
Inthisregard,Kiley
(2013a)presentseconometricevidencesuggestingthatthemacroeconomicstimulusassociatedwithhistorical
shiftsintermpremiumsisclosetozero,perhapsbecausetheydonotinducethechangesinborrowingcosts,
equityprices,andrealexchangesratespredictedbythebaselineversionoftheFRB/US.Ofcourse,
Kiley’sfindings
maynotbeapplicabletotherecentQEdrivenshiftsintermpremiumsforreasonsrelatedtoidentification,given
thathistoricalmovementsintermpremiumswerelikelydrivenprimarilybyinflationuncertaintyandflightto
qualityconcerns,notpolicy;asaresult,thepastandpresentcorrelationsof
termpremiumshiftswithrealactivity
andinflationmaybequitedifferent.Whenrerunningouranalysisundertheassumptionofnopassthroughof
QEdriventermpremiumeffectsfromTreasurysecuritiestootherassetprices,thepeakeffectoftheFOMC’s
unconventionalpolicyactionsontheunemploymentrateand
inflationdropsto‐0.7percentagepointsand0.2
percentagepoints,respectively.
Page26of54
incorporateasubstantialshiftupovertimeintheactualandprojectedtrajectoriesofhouseprices;
thesepathsareconstructedusingrealtimedataandsurveysofexpectedchangesinhousepricesfor
thecurrentandcomingyear,extrapolatedintothefutureusingasimpletrend
reversionmodelof
relativehouseprices.Inourfinalalternativescoring,weassumethatactualandexpectedhouseprices
intheabsenceoftheFOMC’sunconventionalpolicyactionswouldhavefollowedthetrajectoryinitially
expectedinearly2009(thesolidblackline).Asindicatedbytheor angelines inFigures10,
underthis
assumptiontheestimatedefficacyoftheFOMC’spolicyactionsincreasesappreciably.
VII. ConclusionsandPossibleImplicationsforFutureMonetaryPolicy
Severalkeyfindingsemergefromouranalysis.Intheyearsfollowingtherecessionandfinancialcrisis,
wefindthatprivatesectorforecasterspushedtheirexpectedtimeforthe
onsetoftighteningof
monetarypolicyprogressivelyfurtherintothefuture,presumablyinresponsetotheFederalReserve’s
quantitativeeasingandincreasinglyaggressiveforwardguidanceforthefederalfundsrate,inthe
contextofasloweconomicrecoverywithmoderateinflation.AlthoughtheFederalReserve’s
quantitativeeasingprogramlikelyhelped
tostabilizetheeconomyduringthefinancialcrisisasit
providedliquidityinfinancialmarketsthatwereseizingup,weestimatethattheFOMC’s
unconventionalpolicyactionsprovidednomaterialadditionalmonetarypolicystimulusinthefirsttwo
yearsfollowingthefinancialcrisis,probablyreflectingtherelativemodestchangestopolicy
expectationsthatoccurredduringthisperiod,anticipationthattheeconomywouldreboundmore
rapidlythanprovedtobethecase,andtheinherentlagsinthetransmissionofmonetarypolicy;a
failureonthepartoftheFRB/USmodeltocaptureimportantconfidenceeffectsassociatedwith
unconventionalpolicycould,however,
significantlybiasdownourestimates.Indeed,asdescribedmore
fullyinAppendix2,eventstudiessuggestthatthefirsttworoundsofLSAPsprobablyspurredlarger
responsesofinterestrates,theexchangevalueofthedollar,andequitypricesthanlateronesbecause
theearlierprogramswereannouncedandimplementedat
timeswhenmarketconditionswerehighly
strainedandriskpremiumswereexceptionallylargeorwhentherewasgreaterscopeforsignalingmore
accommodativeintentions withrespecttothefederalfundsrate.Moreover,ourestimatesdonot
capturetheeffectsofimprovementsinconsumersandbusinessconfidence,whichmayatleast
partially
reflectthesemonetarypolicyactionsduringthedepthofthefinancialcrisis.
Nevertheless,byourestimatestheFOMC’sactionsdoappeartohaveappreciablyspedupthepaceof
recoveryfrom2011onastheprivatesectorbegantolearnthatmonetarypolicywasgoingtoremain
substantiallymoreaccommodative
thanusualoveralongerperiodoftime.Infact,weestimatethatthe
economyisonlyjustnowapproachingthefulleffectsofunconventionalmonetarypolicyactions.We
findthatthepeakunemploymenteffect—subtracting1.2percentagepointsfromtheunemployment
rate—doesnotoccuruntilearly2015,whilethepeak
inflationeffect—adding0.5percentagepointto
theinflationrate—isnotanticipateduntilearly2016.
Implicationsforthefutureefficacyofu nconventionalmonetarypolicy
Therearesomeimportantimplicationsofouranalysisforthepotentialeffectivenessofunconventional
monetarypolicyinmitigatingthefalloutfromfuturefinancialcrises orothersevereZLB
episodes.As
notedabove,akeyfactorlimitingtheeffectivenessofforwardguidanceandassetpurchasesoverthe
pastfiveyearshasbeenthegradualnatureoftheaccompanyingrevisionstopolicyexpectations.Given
thelargelyunprecedentednatureofthesepolicyactions,suchadrawnoutresponsebythepublic
concerningexpectationsaboutmonetarypolicywasprobablyunavoidable.Intheeventofafuture
crisis,however,financialmarketparticipants andthepublicmoregenerallywillhavethebenefitofthe
Page27of54
currentepisodeinassessingtheFOMC’slikelyresponse.Ratherthantakingyearstochangetheir
perceptionsoftheFOMC’simplicitpolicyruleandtheirexpectationsforthelikelysizeoftheeventual
expansionoftheFederalReserve’sassetholdings,theymayadjusttheirexpectationsimmediatelyin
the
wakeofthecrisis.ThelikelihoodofsucharesponsewouldbestrengthenediftheFOMCpriortothe
newcrisishadpersistentlysetthefundsrateinamannerbroadlyconsistentwiththeaccommodative
rulenowperceivedbyprivateforecasters.
Whatmightsuchapermanentrevisioninpolicyexpectations
implyforthefutureeffectivenessof
unconventionalmonetarypolicy?Onewaytoaddressthisquestion istorunacounterfactualsimulation
inwhichalltheshiftsintheperceivedpolicyrule andtheexpectedtrajectoryofQEdriventerm
premiumeffectsoccurimmediatelyinthewakeofthefinancialcrisis.
Resultsfromthisexperimentare
summarizedinFigure12.Ascanbeseenbycomparingactualhistoricaldevelopments(theblacklines)
tothecounterfactualpredictions(theredandbluelines),therecessionwouldhavebeensomewhatless
severeandthesubsequentpaceofrecoverywouldhavebeennoticeablyfasterifthe
publichad
understoodupfrontthewillingnessoftheFOMCtoprovideadditionalaccommodationthroughasset
purchasesanditsintentiontopursueamoreaccommodativestrategyoverthelongertermthanhad
beeninitiallyperceived.Thismoresubstantialinitialresponsereflectsbothagreaterimprovementin
financialconditions(asevidencedby
amuchlargerinitialfallinnominalbondyields)aswellasmore
pronouncedshiftsinexpectationsoffuturerealactivityandinflation. Basedonthesesimulationresults,
onecanreasonablyarguethattheFOMCislikelytohaveasomewhatgreaterabilitytomitigatethe
effectsofafuturecrisis
thanitdidatthestartofthecurrentone,aslongasthepublicanticipatesthat
theFOMCwillonceagainaggressivelydeployitsunconventionalpolicytools.

Page28of54
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Page32of54
Table1
MajorActionsandStatementsConcerningFederalReserveAssetPurchases
11/25/2008
FederalReserveBoardannouncesitsintentiontopurchaseupto$100billionindirectobligationsofthe
housingrelatedgovernmentsponsoredenterprises(FannieMae,FreddieMac,andGinnieMae)andupto
$500billioninGSEissuedMBS.Thesepurchasesaretobecompletedwithinseveralquarters.
3/18/2009 FOMCexpandsitsassetpurchaseprogramtoatotalof$1.25trillioninpurchasesofagencyMBS,$200
billioninGSEobligations,andupto$300billionoflongertermTreasurysecuritiesbytheendof2009.
8/10/2010
FOMCstatesthatitmaintainitsholdingsofsecuritiesattheircurrentleve lbyreinvestingprincipal
paymentsfromagencydebtandagencymortgagebackedsecuritiesinlongertermTreasurysecurities,
andbycontinuingtorolloveritsholdingsofTreasurysecuritiesastheymature.
11/3/2010
FOMCannouncesthat,inadditiontoreinvestingprincipalpaymentsfromitssecuritiesholdings,itwill
expandtheoverallsizeofitsportfoliobypurchasingafurther$600billionoflongertermTreasury
securitiesbytheendofthesecondquarterof2011.
9/21/2011
FOMCvotestoextendtheaveragematurityofitssecuritiesholdingsbypurchasing$400billionof
Treasurysecuritieswithremainingmaturitiesof6yearsto30yearsandsellinganequalamountof
Treasurysecuritieswithremainingmaturitiesof3yearsorless;thesetransactionsaretobecompletedby
theendofJune2012.TheFOMCalsoannouncesthatitwillnowreinvestprincipalpaymentsfromits
holdingsofagencydebtandagencymortgagebackedsecuritiesinagencymortgagebackedsecurities,
whilemaintainingitsexistingpolicyofrollingovermaturingTreasurysecuritiesatauction.
6/20/2012
FOMCvotestomaintainthroughtheendof2012itsongoingmaturityextensionprogrambycontinuingto
purchaseTreasurysecuritieswithremainingmaturitiesof6yearsto30yearsatapaceofabout[$45
billionpermonth]whilesimultaneouslyselling orredeemingthesameamountofTreasurysecuritieswith
remainingmaturitiesofapproximately3yearsorless.
9/13/2012
FOMCvotestobeginpurchasingadditionalagencymortgagebackedsecuritiesatapaceof$40billionper
month,inadditiontocontinuingitsmaturityextensionprogramanditsreinvestmentofMBSprinciple
paymentsinagencyMBS. TheseactionsimplyincreasesinFederalReserveholdingsoflongerterm
securitiesofabout$85billionpermonth.TheFOMCalsostatesthatiftheoutlookforthelabormarket
doesnotimprovesubstantially,itwillcontinueitspurchasesofagencymortgagebackedsecurities,
undertakeadditionalassetpurchases,andemployitsotherpolicytoolsasappropriateuntilsuch
improvementisachievedinacontextofpricestability,whilealsonotingthesizeandcompositionofthese
purchaseswilltakeappropriateaccountoftheirlikelyefficacyandcosts.
12/12/2012
FOMCannouncesthat,afterthematurityextensionprogramceasesattheendof2012,itwillbegin
buyinganadditional$45billioninlongtermTreasurysecuritiespermonthwhilecontinuingtopurchase
$40billioninagencyMBSpermonthandreinvestingprinciplepayments,thusimplyingthattheFederal
Reserve’sportfoliowillcontinuetoexpandatapaceof$85billionpermonth.
3/20/2013,
6/19/2013,
and9/18/2013
FOMCrefinesitsoriginalguidanceaboutthefactorsinfluencingthesize,paceandcompositionofits
ongoingassetpurchaseprogrambynotingthatitalsodependsontheextentofprogresstowardits
economicobjectives(March)andtheinflationoutlook(June).Italsostressesthatthepaceofpurchasesis
contingentoneconomicoutlookaswellitsassessmentsofcostsandefficacy(September).
12/18/2013
FOMCslowstheongoingmonthlypaceofpurchasesto$35billioninagencyMBSand$40billioninlong
termTreasurysecuritiesandadvisesthatfurtherreductionsarelikelyatupcomingmeetingsifincoming
informationbroadlysupportstheCommittee'sexpectationofongoingimprovementinlabormarket
conditionsandinflationmovingbacktowarditslongerrunobjective.However,theFOMCalsostresses
thatassetpurchasesarenotonapresetcoursebutarecontingentontheeconomicoutlook.

Page33of54
Table2
ForwardGuidanceinFOMCStatementsIssuedFromLate2008Through2013
12/16/2008 Afterannouncinga0to.25percenttargetrangeforthefederalfundsrate,theCommitteenotesthat
“weakeconomicconditionsarelikelytowarrantexceptionallylowlevelsofthefederalfundsratefor
sometime.”
3/18/2009 TheCommittee“anticipatesthateconomicconditionsarelikelytowarrantexceptionallylowlevelsofthe
federalfundsrateforanextendedperiod.”
11/4/2009 TheCommittee“continuestoanticipatethateconomicconditions,includinglowratesofresource
utilization,subduedinflationtrends,andstableinflationexpectations,arelikelytowarrantexceptionally
low
levelsofthefederalfundsrateforanextendedperiod.”
9/21/2010
“TheCommitteewillcontinuetomonitortheeconomicoutlookandfinancialdevelopmentsandis
preparedtoprovideadditionalaccommodationifneededtosupporttheeconomicrecoveryandtoreturn
inflation,overtime,tolevelsconsistentwithitsmandate.”
8/9/2011
“TheCommitteecurrentlyanticipatesthateconomicconditions—includinglowratesofresource
utilizationandasubduedoutlookforinflationoverthemediumrun‐‐arelikelytowarrantexceptionally
lowlevelsforthefederalfundsrateatleastthroughmid2013.
1/25/2012
TheCommittee“…currentlyanticipatesthateconomicconditions‐‐includinglowratesofresource
utilizationandasubduedoutlookforinflationoverthemediumrun‐‐arelikelytowarrantexceptionally
lowlevelsforthefederalfundsrateatleastthroughlate2014.”.
1
9/13/2012
TheCommittee“…expectsthatahighlyaccommodativestanceofmonetarypolicywillremain
appropriateforaconsiderabletimeaftertheeconomicrecoverystrengthens”and“...currently
anticipatesthatexceptionallylowlevelsforthefederalfundsratearelikelytobewarrantedatleast
throughmid2015.”
12/12/2012
TheCommittee“…expectsthatahighlyaccommodativestanceofmonetarypolicywillremain
appropriateforaconsiderabletimeaftertheassetpurchaseprogramendsandtheeconomicrecovery
strengthens.Inparticular,theCommitteecurrentlyanticipatesthatthisexceptionallylowrangeforthe
federalfundsrate[0to.25percent]willbeappropriateatleastaslongastheunemploymentrate
remainsabove61/2percent,inflationbetweenoneandtwoyearsaheadisprojectedtobenomorethan
ahalfpercentagepointabovetheCommittee’s2percentlongerrungoal,andlongerterminflation
expectationscontinuetobewellanchored.TheCommitteeviewsthesethresholdsasconsistentwithits
earlierdatebasedguidance.Indetermininghowlongtomaintainahighlyaccommodativestanceof
monetarypolicy,theCommitteewillalsoconsiderotherinformation,includingadditionalmeasuresof
labormarketconditions,indicatorsofinflationpressures andinflationexpectatio ns,and readingson
financialdevelopments.WhentheCommitteedecidestobegintoremovepolicyaccommodation,itwill
takeabalancedapproachconsistentwithitslongerrungoalsofmaximumemploymentandinflationof2
percent.”
12/18/2013
ThestatementreiteratedtheCommittee’spreviouslyannounced“action”thresholdsforunemployment
andprojectedinflation,andhowitsdecisiontobegintighteningdependonawiderangeofeconomic
factors.InadditiontheCommitteestatedthatit“…nowanticipates,basedonitsassessmentofthese
factors,thatitlikelywillbeappropriatetomaintainthecurrenttargetrangeforthefederalfundsrate
wellpastthetimethattheunemploymentratedeclinesbelow61/2percent,especiallyifprojected
inflationcontinuestorunbelowtheCommittee's2percentlongerrungoal.”
1. Inaseparatestatementreleasedatthetime,theCommitteestressedthatitwouldtakea“balancedapproach”inpursuingitsdual
objectivesofpricestabilityandfullemployment.TheCommitteealsoannouncedthatagreementhadbeenreachedonalongrun
inflationgoalforPCEinflationequalto2percent.Becausetherateofunemploymentconsistent withlongrunpricestabilitydepends
onfactorsoutsidethecontrolofthecentralbankandneedstobeestimated,noformaltargetwassetforthislegofthedualmandate.

Page34of54
Table3
CoefficientonEconomicSlackinaSimplePolicyRuleEstimatedUsingAnnualBlueChipForecasts
1
(leastsquaresestimates,standarderrorsinparentheses)
ObservationsIncludedinOLSRegression Addendum:
AssumedValueof
Coefficientinthe
CalibratedInertial
Rule
3
AllForecastYears
Unconstrained
Forecast
YearsOnly
2

BlueChipreleasedate

March2009 .21(.05) .15(.04)

October2009 .28(.05) .23(.04)

March2010 .22(.04) .17(.05)

October2010 .26(.03) .27(.05)

March2011 .36(.04) .30(.05)

October2011 .55(.03) .54(.06)

March2012 .69(.04) .72(.09)
.60

October2012 .73(.04) .85(.03) .75

March2013 .85(.08) 1.15(.07) .90

October2013 .93(.15) 1.61(.05) 1.0

1. ThesimpleruleisR(t,j)=R*(j)+π(t,j)+0.5[π(t,j)π*(j)]2β(j)[U(t,j)‐U*(j)].Inthisexpression,jindexestheBlue
ChipsurveyreleasedateandtindexestheforecastyearintheBlueChipprojection,t=0to6yearsahead.Risthe
projectedaveragevalueofthe3monthTreasurybillrateinyeart,πistheprojectedyearoveryearaveragerateof
GDPpriceinflation,andUistheprojectedannualaveragerateofunemploymentrate.U*andπ*denotetheprojected
longrunvaluesofunemploymentandinflation,
respectively,whileR*denotestheprojectedlongrunvalueofthe
Treasurybillratelessπ*.Okun’sLawcoefficient(2)isusedtoconve rttheunemploymentgaptotheoutputgap.
2. AforecastyearisdeemedconstrainedwithregardstomonetarypolicyiftheBlueChipprojectionofthe
3month
Treasurybillrateforthatyearislessthan0.4percentagepoint.
3. TheannualcalibratedinertialruleisR(t,j)=λ
.25
R(t1,j)+(1‐λ
.25
){R*(j)+π(t,j)+0.5[π(t,j)π*(j)]‐β(j)2[U(t,j)‐U*(j)]},
wherethevalueofλataquarterlyfrequencyisassumedtoequal0.8.Perceivedinertiainpolicymakingisassumedto
ariseonlyafter2011.
Page46of54
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018
baseline model
rational expectations in financial markets only
alternative inflation dynamics
low interest elasticity of demand
policy-linked house price effects
Unemployment Effects
percent
-.1
.0
.1
.2
.3
.4
.5
.6
.7
.8
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018
baseline model
rational expectations in financial markets only
alternative inflation dynamics
low interest elasticity of demand
policy-linked house price effects
Inflation Effects
percent
Figure 10. Estimated Effects of of
U
ncon
v
entional Policy
in Diferent Specifications of the FRB/US Model
Note. Results expressed as differences from history and the October 2013 Blue Chip forecasts.
Page49of54
Appendix1
FinancialMarketSurveysofPolicyExpectationsandtheEconomicOutlook
Duetodatalimitations,wecannotdirectlycomparedourestimatesofthepolicyexpectationsofprivate
forecastersimpliedbytheBlueChipEconomicIndicators(BCEI)surveytothebeliefsoffinancialmarket
participants.
However,theforecastsreportedinBlueChipFinancialForecasts(BCFF)andtheFederal
ReserveBankofNewYork’sPrimaryDealersSurvey(PDS)doallowforsomeconsistencychecks.As
showninTableA1,projectionsforboththedateofliftoffandeconomicconditionsatthetimeofliftoff
arequitesimilar
acrossthethreesurveys.Theonlymajorexceptionoccursinthefallof2012,whenthe
primarydealersanticipatedthatliftoffwouldoccurafullyearlaterthantheBCEIrespondents;this
differencemayreflectfinancialmarketparticipants’ greaterattentivenesstothelikelihoodofan
impendingshiftinpolicyat
thetime.TableA2alsocomparesresultsfromthevarioussurveys
concerningexpectedlongrunconditions.Ascanbeseen,expectationsforlongrunratesofinflation
andrealinterestareessentiallythesameintheBCEIandtheBCFF.Longruninflationexpectationsin
thePDSarealsosimilarto
thosereportedintheBCEI;however,theprimarydealersreportedsomewhat
higherestimatesofthelongrununemploymentrateandtheequilibriumrealrate.
Inadditiontothesecomparisons,Femia,FriedmanandSack(2013)provideanotherperspectiveby
usingthePDStoinferfinancialmarketparticipants’beliefsabouttheFOMC’s
implicitpolicyrule.From
earlyAugust2011throughearlyNovember2012,specialquestionswereincludedinthePDSconcernin g
thelikelyleveloftheunemploymentrateatthetimeofliftoff,conditionalondifferentassumptionsfor
theaccompanyingrateofinflation.Undersomesimplifyingassumptions,theresultinggridof
anticipatedunemployment
inflationcombinationscanbeusedtomapoutchangesovertimein
expectationsfortheimplicitpolicyreactionfunctioninforceatthetimeofliftoff.Theiranalysis
suggeststhatmarketexpectationsinAugust2011wereconsistentwithasimplepolicyruleinwhichβ
equals1.0butthattheperceived
valueofthiscoefficienthadrisento1.25bySeptember2012,
conditionalonαequaling0.5.
45
BothvaluesaresomewhathigherthatthecorrespondingBCEI
estimatesreportedinTable4.

45
Theestimatedvalueofβissomewhatsensitivetohowmovementsintheunemploymentratearetranslated
intomovementsintheoutputgap—thatis,intothevalueofOkun’sLawcoefficient.Consistentwithassumptions
madeelsewhereinthispaper,wehaveassumedthatthiscoefficientequals2.0;ifwehadinstead
setOkun’sLaw
coefficientto2.3,asFemia,FriedmanandSackdidintheirstudy,theimpliedvalueofβwouldfallto0.9.In
addition,thevalueofβimpliedbythePDSresultsdependslinearlyontheassumedvalueofα.Bythemselves,the
surveyquestionscannotbeusedtoestimate
theperceivedvaluesofbothαandβunlessoneiswillingtomake
assumptionsregardingmarketbeliefsconcerningR*,π*,thenaturalrateofunemployment,andOkun’sLaw.
Reasonablevariationsinassumptionsforthesefactorsyieldestimatesofαthatrangefrom0.25to1.00,with
highervaluesofαimplyinghigherestimated
valuesofβ.
Page52of54
Appendix2
FinancialMarketResponsestoQEEvents:ASummaryofEventStudyResults
InthisAppendix,wesummarizethefindingsofanumberofrecentstudiesthatexaminetheresponses
ofvariousyieldsandassetpricestotheannouncementoflargescaleassetpurchases.This
evidence,
whichmostlyreliesoneventstudies,isimportantbecauseitpresentsthefirststepinthetransmission
ofQEpoliciestorealactivityandinflation,andbecauseitprovidesevidenceagainstwhichtoassessthe
transmissionmechanismofamodelusedtoevaluatethemacroeconomiceffectsofthesepolicies.
46
Mortgagerates.HancockandPassmore(2014)estimatesubstantialeffectsofLSAPsonthesecondary
marketyieldsonagencyMBSandonlyslightlysmallereffectsonprimarymarketconforminghome
mortgagerates.Moreover,theyreportevidencethattheFederalReserve’spurchasesofagencyMBS
haveanextraeffectontheyields
onthosesecurities(relativetoTreasuryyields)andthat,overtime,a
largeportionofthoseeffectsalsopassthroughtoprimarymortgagerates.
47
Forexample,followingthe
announcementofthenewassetpurchaseprograminSeptember2012,thespreadbetweenagencyMBS
yieldsand10yearTreasuryyieldsfellnoticeablyafterboththeinitialannouncement ofandsubsequent
communicationsaboutthisprogram.Moreover,althoughthespreadbetweentheinterestrateson
conforming30
yearfixedrateloansandagencyMBSyieldswidenedatfirst,thisspreadgradually
movedbackdowntobelowitslateAugust2012level,whichisconsistentwithessentiallyallofthe
decreaseinagencyMBSyieldsbroughtaboutbytheadditionalpurchaseseventuallypassingthroughto
conformingmortgageinterestrates.

Corporateyields.RecentresearchhasalsoreportedsubstantialpassthroughofLSAPinducedchanges
inTreasuryyieldstoyieldsoninvestmentgradecorporatebonds. Gilchrist,LópezSalido,andZakrajšek
(2014)findalmostcompletepassthroughofLSAPinducedreductionsinTreasuryyieldstoyieldson
investmentgradecorporatebonds,while
Kiley(2013a)estimatesthataboutthreequartersofthedrop
inTreasuryyieldspassedthrough.Bycontrast,passthroughofLSAPeffectstoyieldsonspeculative
gradecorporatebondshasbeenfoundtobesmall(exceptinsomeanalysesofthefirstroundofLSAPs,
whichwasannouncedatatime
whenmarketswerehighlydysfunctionalandriskspreadsexceptionally
wide).Forexample,focusingontheFederalReserve’sbalance sheetactionsfromlate2008through
2010,KrishnamurthyandVissingJorgenson(2011)reportedessentiallycompletepassthroughoflower
longtermTreasuryyieldstoinvestmentgradecorporatebondyieldsfromthefirst
twoLSAPs,but
sizablepassthroughtospeculativegradecorporatebond yields onlyforthefirstroundofLSAPsinthe
winterof2008and2009.
Exchangerate.GlickandLeduc(2013)documentthatLSAPannounce mentsscaledtoa20basispoint
reductionin10yearTreasuryyieldshavetendedto
lowerthebroadcurrencyindexused inFRB/USby
about¾percent.Kiley’s(2013b)econometricanalysisofselectedbilateralexchangeratesimpliesthata
20basispointreductioninthe10yearTreasuryyieldovertheperiodsincenonconventionalpolicies

46
WethankMichaelPalumboforhelpfuladviceonthisappendix.
47
Inthisandanearlierpaper(HancockandPassmore,2012),theauthorsemphasizedthattheextentofpass
throughofchangesinagencyMBSyieldstoprimarymortgageratesappearstodependonprevailingmarket
conditions,includingthelevelofmortgagerates:Passthroughhastendedtobemorecomplete
whenmortgage
ratesarehigherthanlower,likelyreflectinginparttheeffectsoflimitedcapacityinthemortgageorigination
industry.
Page53of54
havebeenundertakenledtoato2percentdepreciationofthedollaragainsttheeuroandthe
Japaneseyen.
Equityprices.TurningtothestockmarketreactionstonewsabouttheFederalReserve’sbalancesheet
policies,eventstudyofstockmarketresponsesinnarrow
windowsaroundFOMCannouncementsand
othercommunicationsassociatedwiththefirsttworoundsofLSAPs suggestedaresponseofcloseto2
percentfora20basispointdecreaseinthe10yearTreasuryyield.Rosa(2012)andKiley(2013c)
estimatedthestockmarketeffectsofchangesinTreasurytermpremiums
inducedbyLSAPs(holding
marketexpectationsforpathofthefederalfundsrateroughlycons tant)andfoundsmallerresponses—
averagingabouta1percentincreaseinstockpricesforanLSAPinduced20basispointdecreaseinthe
10yearTreasurytermpremium.
Summary.Therearereasonstothinkthatthe
stockmarketresponsetoLSAPscoulddepend
importantlyonprevailingmarketconditionsandthateventstudiesmightnotalwayspickupthefull
effectofsuchmonetarypolicyactions.ThefirstLSAPs—announce d inlate2008andearly2009—
appeartohavebeenkeyelementsinasuiteofpolicyresponsesto
thefinancialcrisisthatsignificantly
bolsteredequitypricesovertime.
48
Estimatesoftheequitypremiumhadsoaredduringthemostacute
phaseofthefinancialcrisisthatautumn,butnarrowedsubstantia llyinthespringandsummerof2009,
asU.S.stockpricesclimbed.Asimilarbutlesspronouncedpatternwasevidentaroundthetimeof
LSAPrelatednewsandannouncements
inthesummerof2010.Theseobservationssuggestthata
considerablepartofthestockmarketresponsetothefirsttworoundsofLSAPsoccurredoutsideof
narroweventwindows.
Inaddition,theevidenceindicatesthattheearlierrounds ofLSAPsledmarketparticipantstoexpecta
moreaccommodativestanceof
conventionalmonetarypolicy(BauerandRudebusch,2012,and
KrishnamurthyandVissingJorgenson,2011),whichcouldhaveproducedarelativelystrong
transmissionsinceconventionalmonetarypolicyactionshavebeenshowntogeneratesizablestock
marketresponses(BernankeandKuttner,2005,Rosa,2012,Kiley,2013c).BecausetheFOMCwas
alreadyusingcalendar
basedguidanceregardingthelikelymediumtermpathoffederalfundsratein
September2012andshiftedtoquantitativethresholdsforitsforwardguidanceinDecember2012,the
scopeforLSAPannouncementstooperateforcefullythroughsuchasignalingchannelmayhavebeen
limitedatthetimeoftheannouncementof
LSAP3.
Insum,theseeventstudiessuggestthatthefirsttworoundsofLSAPsprobablyspurredlargerresponses
ofinterestrates,theexchangevalueofthedollar,andequitypricesthanlateronesbecausetheearlier
programswereannouncedandimplementedattimeswhenmarketconditionswerehighlystrainedand
riskpremiumswereexceptionallylargeorwhentherewasgreaterscopeforsignalingmore
accommodativeintentions withrespecttothefederalfundsrate.Thefollowingtablereportsthe
centraltendencyofestimatesoftheeffectsofahypotheticalLSAPprogram,scaledtoaninitialimpact
on10yearTreasuryyieldsof
‐20basispoints,onselectedfinancialmarketquotes;ofcourse,thereisa
greatdealofuncertaintysurroundingallthesefigures.

48
Forexample,thecompletionoftheFederalReserve’sSupervisoryCapitalAssessmentProgramforthemajor
bankingfirmsalsoappearedtoplayanimportantroleinallayingsomeoftheconcernsamongmarketparticipants.
Page54of54
Table1
EffectsofaHypotheticalLSAPProgramonSelectedFinancialMarketQuotes
10yearTreasuryyield−20basispoints
30yearcurrentcouponagencyMBSyield−27basispoints
Conforming30year(fixed)mortgagerate−25basispoi nts
BBBcorporatebondyield−15basispoints
Exchangevalueofthedollar(broadindex)−3/4percent
S&P500stockpriceindex 13/4percent
Note.ThishypotheticalprogramisassumedtoinvolvepurchasesofequalamountsoflongertermTreasury
securitiesandagencyMBS.