LEVERAGING SCIENCE,DEVELOPING INNOVATION
CharacteristicsofDepreciation
inCommercialandMultiFamilyProperty:
AnInvestmentPerspective
By:
Sheharyar Bokhari &DavidGeltner
MITCenterforRealEstate
Thisversion:March,2014
PresentationPreparedforthe
PensionRealEstateAssociation
SpringMeeting,Boston,May14,2014
Depreciationfroman“InvestmentPerspective”…
“Depreciation”=“Long termpermanentdeclineinpropertyvaluenetofgeneral
inflation,associatedwithbuildingage,causedbystructureobsolescenceevenafter
expenditureonroutinecapitalmaintenance.
“Obsolescence=“Physical”,“Functional”,or“Economic”…
“InvestorPerspective=“Fundamentalimpactofdepreciationoninvestment
performance”
Economic(notaccrualaccounting)perspective
Focusedoncashflows&marketvalues(not“bookvalues)
CompatiblewithIRRorHPRmetricsofinvestmentperformance
Declinerelativetopropertyvalue notjust
structurevalue
(though attributabletostructureobsolescence)
Notsameastaxpolicyperspective(thoughrelated).
Studyfeatures:
Largermorecomprehensivedatabase:73,229obs 200113,
sales>$2.5M,fromRCAdatabaseof investmentproperties.
Basedonactualtransactionpricesnotappraisalsorassessments.
NOIeff ectvs“capratecreep”effect.
Causeofdifferencesacross
metros.
Whydoesdepreciationmatter?...
Affectsthecapitalreturn(hencetotalreturn)ofCREinvestment
RealdepreciationisubiquitousinCREinvestmentproperty,anditisnon
trivial(Wefindcloseto150bps/yr includingland value 25%assetval).
ButitisoftenignoredinmicrolevelDCFvaluationanalysisofinvestment
property:
Typical
proformaautomaticallyprojectsrentalgrowthof“3%”,
vaguelybasingthatoninflation(eventhoughactualinflationis
probablylessthan3%),notrecognizingthatrealdepreciationmeans
thatrentsarelikelytogrowlessthaninflation.(Theoffsetisthe
typicalproforma appliesadiscountratethatisunrealisticallyhigher
than
actualexpectedIRR.)
Andrealdeprecationhas“characteristics.Itvariesacross:
Metromarkets(relatedtospacemkt supply elasticity)
Typesofproperties
Ageofthebuiltstructureontheproperty
Propertymarketconditions
So,depreciationisimportantforinvestorstounderstand…
Measuredepreciationby“usedassetvintageprice”method:
Usehedonicregressionmodel:
Ln(Price/SF)=f(PropertyAttributes,TransactionInfo,LocationControls,Time
Dummies)
PropertyAttributes=PropertyType,LnSqft,Age,Age
2
,cbd_fg
TransactionInfo=SellerType,resolveddistress_fg,cmbs_fg,leaseback_fg,
excess_land_potential_fg
LocationControls=RCAMetroAreadummyvariables
InthisspecificationAge&Age^2coefficientscapture
essentiallycrosssectional variationinpriceasafunctionof
buildingage,i.e.,ageasofagiventime(timeofsale).E.g.,How
muchless30yroldBldg Asellsforcomparedtootherwise
identical20yroldBldg Basofthesamepointintime.Hence:
real(netofinflation)depreciation.
Alsonote:thisisdepreciationnet ofroutinecapital
expendituresontheproperties(whicharenotcontrolledfor).
Similarhedonicmodelofcaprates:
StandardizedCapRate =f(HedonicVarbs,TimeDummies)
Hedonicvarbs:
Age,Age^2,
LnSqft,
cbd_fg,
resolveddistress_fg,
cmbs_fg ,
leaseback_fg,
excess_land_potential_fg,
SellerDummyVars
PropertyType,RCAMetroDummies
Where:StandardizedCapRate =CapRate AvgCapRate(byMetro& Year)
InthisspecificationAge&Age^2coefficientscapture
essentiallycrosssectional variationincapratesasafunctionof
buildingage.Systematicvariationincapratesacrossmarkets&
acrosstimearecontrolledforbythestandardization.
RealDepreciationinU.S.CommercialProperties
MostlyduetoNOIdecline(onlyslightlytocapratecreep)
Resultsforthenationalallpropertysample,73,229transobs,Price&Caprate modelstogether…
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RatiotoZeroAgePropertyValue
PropertyAge(yrs)
CumulativeEffectofRealDepreciatononPropertyValue(includingland):Dueto:
NOIEffect,CapRa te Effect,TotaloftheTwo
DuetoCapRateEffect TotalDepreciation DuetoNOIEffect
BasedondatafromRealCapitalAnalytics,Inc. forallU.S.commercialproperties>$2.5Mvalue
NOI Effect” reflects some combination of lower rent, lower avg occupancy, or higher operating expenses.
Overallnatl average=1.3%oftotal
propertyvalueperyearduringfirst50years
sincebuildingconstruction.Younger
propertiesdepreciatefaster,probably
mostlybecausebuildingstructureissmaller
fractionofolderproperties’values.
1.62%
1.51%
0.11%
Magnitudeofrealdeprecation:
Overallaveragerate:1.3%oftotalpropertyvalue(inclu land)peryear(basedon
medianpropertyage).
E.g.,ifrealdeprec =1.3%andinflation=2.5%thenobservednominalincreasein
samepropertypriceis2.5%‐ 1.3%=1.2%/yr onavg.
Fasterdeprec rateinpropertieswithyoungerbuildings,mostlyduetodeclineof
structureproportionoftotalpropertyvalue(seenextslides).
Equatestoapprox 6%/yr ofremainingstructurevalue(excludingland)for
medianagebuilding(24yrs old).
Thisisinspiteofcapex.E.g.,ifcapex averages2%ofpropertyvalue/yr,then
presumablywithoutthecapex therealdepreciationwouldbeatleast
1.3%+2%=3.3%ofpropval orabout16%ofremainingstructurevalue/yr.*
*
Atmedianbuildingagestructure
is20%oftotalpropertyvalue
depreciatingat6%/yr (ofstructure
value).Ifcapex is2%oftotal
propertyvalue,thenit10%of
structurevalue,hence,sumof
depreciation+capex asfractionof
remainingstructurevalueis:6%+
10%=16%.
Property
$ Value
Components
Time
RR R R
R = Construction / reconstruction points in time (typically 30-100 yrs between)
U = Usage value at highest and best use at time of reconstruction
P = Property value
S = Structure value
L = Land appraisal value (legal value)
C = Land redevelopment call option value (economic value)
K = Construction (redevelopment) cost exclu acquisition cost
U
U
U
U
P
P
P
P
C
S
L
L
K
K
Stylizeddepictionofpropertylifecycle,valuecomponentsovertime:
Valueonasinglelandparcelinaplacewithincreasingreallocation
(usage)value,historyspanningperhaps200years.
Realdepreciationdragspropertyrealvalue(P)downbetween
redevelopments…
Computingtheimpliedaver agestructurelifetime…
Empiricallyestimatedhedonicpricemodel(asfcn ofbldg age):
Ln(P/SF)=‐0.0219474(Age)+0.0001843(Age
2
)
Thisisaquadraticfunction ofage.Ithasaminimumpoint(overAge).Beyond
thatminimumpointthereisnofurtherpropertydepreciation.Therefore,atthat
minimumpoint,thebuildingstructureisfullydepreciated(assumingthatitis
onlythestructurethatdepreciates,nottheland).
Findthisminimumpoint
usingcalculus(setderivativewrt Ageequaltozero):
dLn(P/SF)/dAge = ‐0.0219474+2*0.0001843*Age=0,
Ageatwhichnofurtherdepreciation=0.0219474/0.0003686=60yrs.
MinPoint
60yrs age
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RatiotoNewStructureValue
BuildingAge(yrs)
CumulativeEffectofRealDepreciatononRemainingStru ctu reValue(excludingland):
AssumingLandisInitially52%ofTotalPropertyValue&LandValueisConstantReal
Computingtheimpliedlandvaluefractionat(re)development…
Ageatwhichnofurtherdepreciation=0.0219474/0.0003686=60yrs.
Whenthebuildingisnolongerdepreciatingitisworthless,hence,timefor
redevelopment.Atthatpoint,entirepropertyvalueislandvalue.Asafractionof
valueofnewlybuiltpropertyvalue,thispurelandvaluecomponent
foundby
pluggingthebuildinglifetimeage(i.e.,agewhenstructurebecomesworthlessas
indicatedbynofurtherdepreciation)backintoourhedonicpriceequationasa
functionofbuildingage(exponentiate togetfromlogstolevels):
Exp(Ln(P/SF))=Exp(0.0219474(60)+0.0001843(60
2
))=0.52.
Landvaluefractionis52%ofnewlybuiltpropertyvalue(structureis48%).
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RatiotoNewTotalPropertyValue
BuildingAge(yrs)
CumulativeEffectofRealDepreciatononRemainingPropertyValue:
Land&StructureComponents(60yearstructurelife)
RemainingPropertyValue(Land+Structure) LandValue
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BuildingAge(yrs)
RemainingStructureValue&StructureDepreciationRate:
AssumingLandisInitially52%ofTotalPropertyValue&LandValueisConstantReal
FractionofNewStructureValueRemaining DepreciationRate/YrFractionofRemainingValue
FractionofStructureValueRemaining
&
RateofStructureDepreciation/Yr
6%/yr @
Median
Bldg Age
(24)
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RatiotoZeroAgePropertyValue
PropertyAge(yrs)
CumulativeEffectofRealDepreciatononPropertyValue(includingland):
NonParametricModel
Nonparametricmodelalsosuggestsdepreciationpetersoutinthe
40to90yearagerange,withstillabouthalfoforiginalproperty
valueremaining…
However,thebuildingsalesdatabaseisinherently“rightcensored”:
Doesnotincludethepropertiesthatweredemolishedalready.
Furtherwork(notreportedhere)willexaminedata
ondemolitions.
Thefindingaboutthesmallroleofcapratecreepisalittlesurprising.Typicalindustry
expectationsarethat“noninstitutional”propertysellsatcapratesabout200bpsabove
“institutional”property.Supposingthisreflectsdepreciationofanew“institutional”
propertytoafully“non
institutional”propertyovera
50year
period,thenthis
impliesacapratecreepeff ect
ofabout50bps/year:
((1/.10)/(1/.08))^(1/50)1=‐.0045
Yetwefindanaveragecaprate
creepeff ectonvalueofonly11
bps/yr.Thisimpliesthatthe
NOIsourceofrealdepreciation
(rent vacancy–oper
expenses)accountsabout93%
ofpropertyrealdepreciation,
implyingNOIofavg 50yrold
bldg is53%thatofnewbldg in
realterms.Ifsomeofthisis
duetoloweroccupancy&
higheroper exps,thenthisis
consistentwithnoninstl rents
approx 2/3ofotherwise
equivalentinstl rent.
Source:©Exh.118b(p.251)GeltnerMiller“CommercialReal
EstateAnalysis&Investments”3e,OnCourse Learning(2014)
RCAdatabaseobs withpreviouslynotedhedonicvariablesandsalesbetween2001&
1Q2013:MoreComm thanApts,andApts avg almost10yrs olderthanComm…
Note:wehavefilteredoutthefewobs withpropertyage>100yrs,toavoid“historicalstructureeff ects.
AGEMeans&Mediansin theSamples:
Sam pleNMean Median
NatlAllProp 73229 29 24
NatlAp ts 17316 37 33
NatlComm 55913 27 22
Capratesubs 21910 24 20
Bu bble 23885 30 24
NonBu bble 49344 29 24
MaxisLA_Metro with10,246obs;Min isPittsburghwith208obs.
RCAdatabaseobs withpreviouslynotedhedonicvariablesANDlocatedintop25
RCAmetros(byobs),salesbetween2001&1Q2013:
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RatiotoNewlyBuiltPropertyValue
StructureAge(yrs)
CumulativeEffectofRealDepreciationonPropertyValue(includingland)
TotalDepreciation‐Apts TotalDepreciation‐Comm
Intheaggregate,apt &nonresi commercial depreciationisverysimilar
(controllingforage,slightlymoreinapts,avg 1.7%/yr vs1.3%/yr)
BasedondatafromRealCapitalAnalytics,Inc. forallU.S.commercialproperties>$2.5Mvalue
Becauseinoursampletheavg apt is10yrs
olderthantheavg nonresi comm property
(median33vs 22 yrs old),thedepreciation
rateofthemedianpropertyisactuallyslightly
lowerinapts:1.34%vs 1.45% /yr.
1.34%
1.45%
Untilbuildingsareveryold,apartmentpropertiesdepreciateslightlyfaster,
industrialslightlyslower,office&retailinbetween.Propertieswithyounger
buildingsalwaysdepreciatefaster(smallerlandvaluefraction).
BasedondatafromRealCapitalAnalytics,Inc. forallU.S.commercialproperties>$2.5Mvalue
0.00%
0.50%
1.00%
1.50%
2.00%
2.50%
3.00%
Ind Off Ret Apt
DepreciationRatesByBuildingType&Age
1yrold 10yrsold 30yrsold 50yrsold
Depreciationperyearasfractionoftotalpropertyvalue(includingland)
Estimateddepreciationratesasafunctionofbuildingage,byRCAMetroMkt,sortedfrom
highesttolowestdepreciationrates
Real Depreciation Rates Per Annum:
Metro Market: 1 10 30 50 Average
Dallas 4.84% 3.94% 1.89% -0.20% 2.62%
Houston 3.38% 3.03% 2.25% 1.46% 2.53%
Austin 3.50% 3.01% 1.92% 0.81% 2.31%
Pittsburgh 3.37% 2.88% 1.79% 0.69% 2.18%
Charlotte 2.79% 2.42% 1.60% 0.77% 1.90%
Denver 2.96% 2.49% 1.45% 0.39% 1.82%
Atlanta 3.22% 2.65% 1.36% 0.05% 1.82%
Phoenix 3.23% 2.64% 1.31% -0.04% 1.79%
Tampa 2.78% 2.34% 1.36% 0.36% 1.71%
Baltimore 2.36% 2.05% 1.36% 0.67% 1.61%
Sacramento 2.35% 2.03% 1.30% 0.57% 1.56%
Philly_Metro 2.35% 2.02% 1.29% 0.56% 1.56%
Chicago 2.16% 1.89% 1.27% 0.64% 1.49%
Detroit 2.19% 1.85% 1.09% 0.33% 1.37%
St_Louis 1.96% 1.68% 1.05% 0.42% 1.28%
Minneapolis 1.66% 1.49% 1.12% 0.74% 1.25%
So_Fla 2.26% 1.76% 0.65% -0.47% 1.05%
DC_Metro 1.55% 1.33% 0.84% 0.34% 1.01%
Portland 1.39% 1.23% 0.89% 0.54% 1.01%
NYC_Metro 1.42% 1.20% 0.72% 0.23% 0.89%
Seattle 1.25% 1.07% 0.65% 0.24% 0.80%
SF_Metro 1.15% 0.99% 0.65% 0.30% 0.77%
SanDiego 1.30% 1.04% 0.46% -0.13% 0.67%
Boston 0.80% 0.72% 0.54% 0.37% 0.61%
LA_Metro 0.67% 0.55% 0.28% 0.01% 0.37%
Average 2.28% 1.93% 1.16% 0.39% 1.44%
All estimated rates are statistically significant
Building Age (Yrs):
Depreciationvariesstronglybymetroarea:
Biggermorelandconstrainedcitiesshowlessdepreciation…
Thesearethe(absval ofthe)estimatedcoefficientsontheAgevariablebyMetro,
wherebldg ageismeasuredinyears,+/ 2Std.Errs:
(Note:TheAge^2coefficient,notshownhere,makesthedepreciationrate/yr afunctionofbldg age,notindicatedhere.)
0%
1%
2%
3%
4%
5%
6%
AbsoluteValueofEstimatedCoefficientonBuildingAge(Yrs):
+/ 2Std.ErrRange
Insomemetros,oldbuildings(near50yrs)stopdepreciating,
perhapsbecausethestructureisvirtuallyworthless(allland
value)Here:Depreciation&bldg ageinSouthFloridaMetro:
So.Fla Metroisstrongestexample,butthereareothersamong
thetop25RCAmetros:Atlanta,Dallas,Phoenix,SanDiego.
LA_Metro alsostopsdepreciating, butitalmostnev erstarts
depreciating…
LosAngeleshasverylittledepreciation.
(Note:LA_Metro hasmostdata,hence,mostprecisedepr estimates.)
Otherswithverylowdep:Boston,SF,SD,Seattle.
(NYC_Metro &DC_Metro arelowbutnotaslowduetotheirapts depreciatemuchfasterthantheirnonresi comm,perhapsanonCBDeffect.)
Dallas hasthemostdepreciation(amongthelargest25)…
Otherswithveryhighdep:Houston,Austin,Pittsburgh,Charlotte
(andunlikeDallas,theseothersshownowsignofdepreciation
endingbyage50).
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RatiotoZeroAgePropertyValue
PropertyAge(yrs)
CumulativeEffectofRealDepreciationonPropertyValue(includingland):
ComparisonofSeveralMetroAreas
Bos NY DC Chi SoFL Dallas LA
Depreciationrates&ageprofilesdifferacrossmetros
LA
NY
DC
Bos
Chi
SoFL
Dal
Transactionpricecapratesseemtoreflectinvestorawarenessof
differencesinrealdepreciationratesacrossmetros
Slopeofregressionlineis0.47(tstat=3.5,R
2
=35%).Realdepreciationaloneapparentlycan
explainanimportantamountofthedifferenceincapratesacrossmetros.
Atlanta
Austin
Baltimore
Boston
Charlotte
Chicago
DC_Metro
Dallas
Denver
Detroit
Houston
Minneapolis
NYC_Metro
Philly_Metro
Phoenix
Pittsburgh
Portland
SF_Metro
Sacramento
San_Diego
Seattle
So_Fla
St_Louis
6.0%
6.5%
7.0%
7.5%
8.0%
8.5%
0.5% 1.0% 1.5% 2.0% 2.5% 3.0%
AvgTransactionCapRate(200113)
DepreciationRate/Yr%PropertyValue
CapRatesRelatedtoAvgDepreciationRateByMetro
Correlation=+59%
Andavg realdepreciationratesreflectthedifferencesinsupply
elasticityfordevelopment inspacemarketacrossmetros
DirectionofCausalityis:Supplyelasticity Depreciationrates CapRates
NYC_Metro
DC_Metro
LA_Metro
SF_Metro
Chicago
Boston
Houston
Seattle
Dallas
Atlanta
Miami
San_Diego
San_Jose
Denver
Phoenix
Philly_Metro
Austin
Minneapolis
Portland
Tampa
Orlando
Charlotte
Baltimore
St_Louis
Detroit
0.5%
1.0%
1.5%
2.0%
2.5%
3.0%
0.0 0.5 1.0 1.5 2.0 2.5 3.0
AvgDepreciationRate/Yr%PropertyValue
Metro(CBSA)DvlptSupplyElasticityIndex(SaizMeasure)
DepreciationRatesRelatedtoDevlptSupplyElasticityByMetro
Correlation=+75%
Regressionlinehasadj R
2
=56%,tstat5.4.
Regulatoryconstraintsreducedepreciationsomewhat,but…
Greaterregulation lowerdepreciation.
Physical landsupply constraintsreducedepreciationevenmore…
LandConstraint SupplyConstraint+Highlandvaluefraction Low erdepr 2ways
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RatiotoNewlyBuiltPropertyValue
StructureAge(yrs)
DepreciationinTypicalvsBubblePeriod(20052007)
(CumulativeEffectofRealDepreciationonPropertyValueincludingland)
TotalDepreciation‐TypicalPeriod Total Depreciation‐BubblePeriod('05'07)
EffectofPropertyAssetMarketConditionsonDepreciation:
Duringthebubbleperiod(200507)depreciationwasonlyslightly(though
statisticallysignificantly)lowerthanduringother years:1.2% vs 1.3%/yr.
Conclusions&FuturePlans…
RealdepreciationinCRE averagesaround1.3%/yr,withinterestingdifferences
acrossmetroareas.
Depreciationisfasterin“youngerproperties(newerbuildings),largely(but
notentirely)reflectingthelargershareofthestructurevalue(ofnewer
buildings)inthetotalpropertyvalue(smallerlandvaluefraction).
Iflandvalueaverages20%
of(newlydeve loped)propertyvaluethenreal
depreciationofthestructurealone averagesabout1.9%/yr,rangingfromover
2.7%fornewbuildingstounder0.6%for50yroldbuildings.
Apartmentpropertiesdepreciateonlyveryslightlymorethannonresi
commercialproperties(1.7%vs 1.3%/yr),notenoughtojustifytheIRSpolicy
differential(although,IRSdepreciationrulesalso ignoreinflationwhich
rendersdepreciationexpensededuction“recapture ”ubiquitousanyway).
Metroswithlesssupplyelasticity(pertheSaizmeasure)showsignificantly
lowerdepreciationrates(probablyreflectinggreaterlandvaluecomponent).
Physicallandconstr aintshavebiggerimpactondepreciationthanregulations
Assettransactioncapratesare
positivelycorrelatedwith,andareimportantly
explainedbythedifferenceindepreciationratesacrossmetros.
Depreciationcontinuedtoexistduringthe“bubble”years(200507),butata
slightlyreducedrate(1.2%vs 1.3%/yr,statisticallysignificantdifference).