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2024|Canada
United
StatesEMERGING
TRENDSIN
RE
AL
ESTAT
E?Emerging
Trendsin
Real
Estate?2024Contents134Notice
to
Readers75
Chapter
3Property
TypeOutlook77
Multifamily:
Build
Baby
Build86
For-Sale
Housing’s
Balancing
Act
in
2024Chapter
1Emerging
Trends
in
CanadianReal
EstateCosts,
Deals,
and
Capital
Markets92Industrial/Distribution:
Fundamentals
andCapital
Markets
Normalize
as
Future
GrowthIs
Evaluated11
ESG
Strategy,
Reporting,
and
Performance13
The
Housing
Market
at
aBreaking
Point17
Markets
to
Watch2328103
Hotels106
Retail:
Despite
Challenges,
Retail
Emergesas
CRE
DarlingProperty
TypeOutlookBest
Bets
for
2024111
Office:
The
Future
Is
Now31
Chapter
2A
New
Era
Comes
into
Focus121
Chapter
4Markets
to
Watch36394246Higher
and
Slower
for
LongerThe
Great
ResetA
Painful
but
Needed
CapitulationIt’s
All
About
the
Debt128Grouping
the
Markets135Interviewees51
Eco-Anxiety
Comes
Home5759Even
Further
Out
of
ReachPortfolio
Pivot139
Sponsoring
Organizations61
Not
Remotely
the
Same6369Downtowns
Need
to
Reinvent
themselves—AgainAn
Artificial
Boom?Emerging
Trends
in
Real
Estate?2024iEditorial
Leadership
TeamEmerging
Trends
ChairsBraiden
GoodchildMiriam
GurzaMike
HargraveRandy
HoffPwC
Advisers
and
Contributing
ResearchersAndrew
Alperstein,
PwCMary
Beth
Corrigan,
Urban
LandInstituteAaron
Sen*Eric
Lemay*Michael
ReadyMichelle
McArthur*MihaiHomescu*MikeHarris*Abhi
JainErica
Pereira*Ernie
Hudson*EvanCohenAdam
Findlay*Adam
Moghtaderi*AgnieszkaMasse*Alec
Watson*Alex
Howieson*Ali
Abbas*Leo
Gonzalez,
Urban
Land
Institute
Katherine
HuhLisa
KentBeth
Burnham
MaceLake
MurphyEditors-in-ChiefChuck
DiRocco,
PwCFransMinnaar*Frederic
Lepage*Gloria
ParkMilanKshatriya*Mirjana
Simonovski*Nadia
King*Anita
Kramer,
Urban
Land
Institute
Jay
ParsonsChris
PorterGraham
McGowan*HadieliaYassiri*Haley
AndersonHarshini
Sivanand*Henry
Zhang*IanNelsonNadjaIbrahim*NatalieCheng*Nicholas
Mobilio*Nick
Ethier*Authors,
Chapter
1Marta
SchantzAmy
Perron*Glenn
KauthCarl
WhitakerAnastasia
Ivanova*Andrea
Ades*Andrew
AlpersteinAndrew
NelsonAndrew
Popert*Anthony
Di
Nuzzo*AsakoKitamura-Redman*Peter
KovessyCody
YoungAuthor,
Chapters
2
and
4Senior
AdvisersNick
WorrallAndrew
J.
NelsonNicole
StroudFred
Cassano,
PwC,
CanadaFrank
Magliocco,
PwC,
CanadaSteven
Weisenburger,
PWC,
U.S.ItishaJainPaul
Hendrikse*PeterHarris*Authors,
Chapter
3Jack
BrownGarrick
Brown,
RetailLesley
Deutch,
Single-FamilyHousingJacqueline
KellyJakeWileyPeterHill*Project
Staff,
ULI
Center
for
RealEstate
Economics
and
CapitalPaul
Fiorilla,
Office
and
Multifamily
MarketsPhilippe
Desrochers*PinarDogruer*Rachel
KleinAudreyTulio*Avery
PartiJasen
Kwong*Jeff
TaverasHousingAvikar
Shah
and
Justin
Starr,HotelsAhalya
Srikant,
Industrial/DistributionChanell
Hawkins,
CoordinatorAviShahJennifer
Farber*Jeremy
LewisJeremy
Pister*John
CrossmanJohn
Sheppard*JonathanOsten*Jonathan
PongJordan
AdelsonJordan
Samberg*Joseph
Moyer*Josh
ParksRahimLallani*Renee
SarriaULI
Editorial
andProduction
StaffJames
A.
Mulligan,
Senior
EditorLibby
Riker/Manuscript
EditorBrandon
Weil,
Creative
Director/Cover
DesignerDeanna
Pineda,
Muse
AdvertisingDesign,
DesignerCraig
Chapman,
Senior
Director,Publishing
OperationsBillStaffieriBlakeBylRicardo
RuizBrian
CacedaBrian
KeidaRichard
Martin*Richard
Probert*Rick
MatrosBrion
L.
SharpeBryan
Allsopp*Calen
ByersContributorsZach
AaronsLindsay
BruggerJohn
ChangLesley
DeutchEmily
GodwardRick
MunnRob
SciaudoneRobert
Coard*Roberto
HernandezSabrina
Fitzgerald*Sam
MelehaniSamay
Luthra*Santino
Gurreri*Sarah
LoganCarly
Stallwood*ChantelleCadeau*Charles
CampanyChris
BaileyJoshua
Musa*JulieSchloskyJustin
StarrChris
DietrickChris
Vangou*Christopher
CarlsonChristopher
EmslieCindy
Wu*KenGriffin*Laura
Lewis*Scott
Collinson*Scott
McDonald*Scott
TornbergShivalika
Handa*Sonia
Parmar*Spyros
Stathonikos*Stephan
GianoplusStephen
CairnsSteven
WeisenburgerTim
BodnerLeah
WaldrumLeanne
McKinnon*Lee
OverstreetLou
DefalcoEmerging
Trends
in
Real
Estate?is
a
trademark
of
PwC
and
is
registeredin
the
United
States
and
other
countries.
All
rights
reserved.Colin
MacKinley*Cosimo
Pellegrino*Dan
GenterAt
PwC,
our
purpose
is
to
build
trust
in
society
and
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important
prob-lems.
PwC
is
a
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with
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Find
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VeguntaMarc
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2023
PwC.
All
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reserved.
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BerkowitzMatthew
RosenbergMaxime
Lessard*Megan
AndrewsMeredith
DeLuca?
October
2023
by
PwC
and
the
Urban
Land
Institute.
All
rights
reserved.No
part
of
this
publication
may
be
reproduced
in
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or
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bibliographic
listing:
PwC
and
the
Urban
Land
Institute:Emerging
Trends
in
Real
EstateUrban
Land
Institute,
2023.?2024.
Washington,
D.C.:
PwC
and
the*Based
inCanadaEmily
Pillarsii
Emerging
Trends
in
Real
Estate
2024?Notice
to
ReadersEmerging
Trendsin
Real
Estateedition,andisoneofthemosthighlyregardedandwidelyreadforecastreports
intherealestateindustry.Emerging
Trendsin
Real
Estate
2024,undertakenjointlyby?isatrendsandforecastpublicationnowinits45th?PwC
andtheUrbanLandInstitute,providesanoutlookonrealestateinvestmentanddevelopmenttrends,realestatefinanceandcapitalmarkets,property
sectors,metro-politanareas,andotherrealestateissuesthroughouttheUnitedStatesandCanada.Emerging
Trendsin
Real
Estate
2024
reflects
theviewsofindividualswhocompleted?surveys
or
wereinterviewedasapart
oftheresearchprocess
forthisreport.
Theviewsexpressedherein,
includingallcomments
appearing
inquotationmarks,
areobtainedexclusivelyfromthesesurveys
andinterviewsanddo
notexpresstheopin-ionsofeither
PwC
or
ULI.
Interviewees
andsurvey
participants
representawiderangeofindustry
experts,
includinginvestors,fund
managers,
developers,
property
compa-nies,
lenders,
brokers,advisers,
and
consultants.ULI
and
PwC
researcherspersonallyinterviewedabout
600
individuals,andsurvey
responseswerereceived
fromalmost1,260individuals,whosecompanyaffiliationsarebrokendownasfollows:Privateproperty
ownerorcommercial/multifamilyrealestatedeveloper:37%19%12%6%Realestateadvisory,service
firm,
orassetmanager:Private-equity
realestateinvestor:Homebuilderorresidentiallanddeveloper:Bankorotherlender:5%Construction/constructionservices/architecturefirm:Investmentmanager/adviser:4%4%REITorpubliclylistedrealestateproperty
company:PrivateREITornontradedrealestateproperty
company:Other
entity:2%2%7%Throughoutthispublication,theviewsof
intervieweesand/orsurveyrespondentshavebeenpresentedasdirectquotationsfromtheparticipant
without
name-specific
attribution
to
anyparticular
participant.Alistof
theinterview
participantsinthisyear’sstudywhochose
to
be
identified
appearsattheendof
thisreport,but
itshouldbenotedthatallintervieweesaregiventheoptionto
remainanony-mousregardingtheirparticipation.Inseveralcases,quotescontainedhereinwereobtainedfromintervieweeswhoarenotlistedinthebackof
thisreport.Readersarecautionednotto
attemptto
attributeanyquoteto
aspecificindividualorcompany.To
allwhohelped,theInstituteandPwC
extendsincerethanksforsharingvaluabletimeandexpertise.
Withouttheinvolvementof
thesemanyindividuals,thisreportwouldnothavebeenpossible.Emerging
Trends
in
Real
Estate?202412Emerging
Trends
in
Real
Estate
2024?Chapter
1:
Emerging
Trends
in
Canadian
RealEstateEmerging
Trends
in
Canadian
Real
Estate“The
greatest
uncertainty
createsthe
greatest
opportunity.”The
precedingquotationfromoneoftherealestateindustryplayersinterviewedthisyearreflectsmuchofthesentimentheardabouttheuncertainoutlookfor2024.look
giventheBank
ofCanada’spauseon
raisinginterestratesformuch
ofthespring,
thoseinterviewedafterthebankbegantighteningmonetary
policy
tendedto
haveadifferentview.Manyoftheissues—suchasrisingcosts,
labor
shortages,
andtherelatedimpactson
affordabilityinthehousingmarket—havebeen
challengingtherealestateindustry
forsome
time.But
thisyear,therewasevidence
ofthecontinued
deepening
ofmoreRecent
trendshaveled
manyinterviewees
to
believeinterestrateswillcontinueto
be
higher
forlonger
thanexpected,
withrealestatedevelopment,
investment,andtransactionactivitylikelyto
remainsoft
into2024.And,
unlikeinpreviousyears,recent
trends—suchashigher
interestratesandmoreexpensive
interviewees
areapproachingallassetclasses,
eventhemostandincreasinglyscarce
capital—thatarecreatingmoredifficul-tiesformanyrealestatecompanies.
Whilethoseinterviewedfavoredsectorssuch
asindustrialproperty
andresidentialcategoriesincludingrentalandstudent
housing,
withafairearly
on
weresomewhatmoreoptimisticabout
thesector’s
out-
amount
ofcaution.
It
isnotablethatinterviewees
aregenerallyEmerging
Trends
in
Real
Estate?20243very
confident
about
overalldemand
forrealestate,withmanypointingto
Canada’simmigration-fueled
populationgrowth
asasourceoflong-term
strengthfortheindustry.But
meeting
thathadpreviouslyagreedto
pay.
One
intervieweesummedupmuchoftheindustrysentimentintheirdescriptionofthebusi-nessenvironmentnowandintheyearahead:“2023,
2024—thedemand
isanotherquestion,
asthevariouspressuresfacingthe
yearsofthegreatstaringcontest.”industry
hold
back
development
ofnewsupply
inmanyareasofthemarket.Thosehopingforbargainsto
emergeinthisenvironmentmaybe
disappointed.Intervieweestendedto
believethatopportu-nisticordistresseddealswouldremainhardto
findgiventhatmanysellersdonothaveto
transactifbidsarenotmeetingtheirexpectations.Evenso,someintervieweespointedtoexamplesofthetypes
ofsellerswhowilllikelyneed
to
transact,Still,eventhesebroadertrendsandtheoveralloutlookcallfornuance.Akeyissuetrackedinrecentyearsregardingretailandofficerealestateisagrowingdistinction—orbifurcation—ofassetswithinthevariousassetclasses.Thistrendcannowbeseenmovingbeyonddistinctionsbetween,forexample,classA
suchasownersofpoorlyperformingofficepropertiesandandBofficepropertiesto
extendto
otherareasofthemarket,suchastheindustrialandmultifamilysegments.Inessence,Canadianrealestatehasbecome
moredifferentiated,withinvestorsanddevelopersneedingto
be
moreselectiveandpaycloserattentionto
exactlyhowtheywillcreatevaluebyoptimiz-ingtheirassetsandportfolios,evenwhenpursuingbestbetsintheindustrialandmultifamilysectors.investmentfundsthatarewindingdownandmustliquidatetheirassets.A
Multitude
of
Challenges
for
Canadian
Real
EstateEvidenceofthechallengingenvironmentfordealscanalsobe
foundinPwC’s
2023
GlobalCEOSurvey.Accordingto
thesurvey,56
percentofrealestateCEOssaidtheyhadeitheralreadydelayeddealsorwereconsideringdoingsoinresponseto
economicchallengesandvolatility.ThiswassignificantlyhigherthanthefindingsforallCEOs,37percentofwhomhadeitherdelayeddealsorwereconsideringdoingso.Thisyear’sreport
exploreshowCanadiancompaniescanprepareforwhatisto
comein2024.Topicsdiscussedincludekeytrends,suchasmovesto
shoreupliquidityandthegrowthofdebtfunds,thatareemergingascompanieslookforwaysto
navigatemarketpressures.The
report
willalsolookathowindustryplayersareapproachingenvironmental,social,andgovernance(ESG)mattersandtheemergenceofnewtech-nologies,aswellasideasandsolutionsto
addressthegrowingandvery
serioushousingaffordabilityissuesinCanada.The
issuesfacingrealestatecompanies
haveonly
continued
togrowsincethen,
withindustry
playersexpecting
little
reliefoninterestratesastheylook
aheadto
2024.For
some
companies,theresulthasbeen
negativeleverageasborrowingratesexceedyields
on
theirinvestments.Thischallengeiscompounded
byuncertainty
about
whether
investorscan
count
on
assetvaluesgoingup.Instrugglingassetclassessuch
asoffices,
inter-vieweesnotedifficulties
securing
refinancingbecause
banksareunwillingto
renewmortgages
without
additionalequityinfusionsforsome
oftheseproperties.
“We’restarting
to
seecracks
thatwedidn’tsee
before,”saidone
interviewee,
citingthechallenges
facedbythosefeelingthebiggest
impactsofcurrentmarkettrends.“Everyone
iskeepingabravefaceon.”Costs,
Deals,
and
Capital
Markets:Emerging
Growth
Opportunities
versus
“the
Years
of
the
GreatStaring
Contest”“Money
isavailable,
but
tofewpeople
on
fewerthings.”O(jiān)ne
issue
raised
with
interviewees
this
yearwaswhether
theenvironment
ofprice
discovery
that
emerged
in
2023
would
con-tinue
in
2024.
This
wasa
very
notable
trend
in
last
year’s
reportthat
reflected
a
wide
gap
in
valuation
expectations
between
buy-ers
and
sellers
ofrealestateassets
asrising
interest
ratesbegantoincrease
financing
costs
and
put
a
damper
on
deal
activity.The
BankofCanada’smonetary
policiesarenottheonlyfactorsputtingadamperonCanadianrealestateactivity.InthewakeofworriesabouttheimpactsofbankfailuresintheUnitedStatesearlierin2023,
Canadianbankshavefacedtighterregulatoryrequirementsontheircapitalreserves.Thishasledto
morerestrictivelendingconditions,reducedavail-abilityofdebtfinancing,andevenhigherborrowingcostsforCanadianrealestatecompanies.Atatimewheninvestorscangetrelativelygood
risk-adjustedreturnselsewhere—by,forexample,puttingtheirmoneyintoguaranteedinvestmentcertificates—theattractionofrealestateasanassetclasshasdeclined,whichfurther
reducestheamountofcapitalavailable.Mostintervieweesbelievedoveralluncertainty
aboutassetpriceswouldremainakeyfactorinholdingbacktransac-tionsforthetimebeing,whilethosedealsthatdoproceedwilllikelybe
smalleraslargeinvestorspullbackfromthemarketandtheamountofcapitalavailableforrealestatedeclines.Intervieweesalsospokeofaddedbarriersto
closingdealsasmarketchallengesleadsomebuyersto
renegotiatepricesthey4Emerging
Trends
in
Real
Estate
2024?Chapter
1:
Emerging
Trends
in
Canadian
RealEstateEmerging
Trends
in
Real
Estate?202456Emerging
Trends
in
Real
Estate
2024?Chapter
1:
Emerging
Trends
in
Canadian
RealEstateProductivity
Challenges
Adding
to
Cost
and
Labor
PressuresFacing
the
Industryextentoverthenext
10
years.WhiletheEmerging
TrendsinReal
Estate
reports
havebeen
trackingtrendsinlaborand?skillsshortagesforsometime,thisyear’sinterviewsshowedagrowingconcernabouttworelatedissues:productivityandqualityofthework.Severalintervieweesnotedproductivityhasgenerallygonedownwhileinstancesofworkdefectshaveincreased,bothofwhichcausefurther
challengesandcostpressuresfordevelopmentprojects.InterestratesandcapitalavailabilityarenottheonlythingscreatingchallengesforCanadianrealestateplayers.Amidhighinflationandsupplychainsthat,insomecases,continuetofalter,costsforsomekeymaterialshavecontinuedto
rise.Whilesomeintervieweessaidcostincreasesforcertain
con-structionmaterialshadsoftened,manynotedtheycontinuetofacepressuresonthisfront.RecentresearchfromtheCanadianImperialBankofCommerce(CIBC)economicsteamsuggestslaborchallengeswillcontinueto
growgivenanagingconstructionworkforceandalowerretirementagecomparedwithotherareasoftheeconomy.The
CIBCreport,
releasedinJune2023,
estimatedatleast300,000
constructionworkerswillretireoverthenextdecade.The
report
alsohighlightedalaginbringinginnewworkersto
replaceretireesasthenumberofapprenticesfalls.AlthoughtheCanadiangovernmenthasmadechangestoincreasethenumberofskilledtradespeoplecomingto
Canadathroughtheimmigrationsystem,theCIBCreport
notedaneedto
domore.The
percentageofnewimmigrantswhoworkinconstructionisvery
lowandhasfallenduringthepastdecade,thereport
found.Furtherevidencecanbe
seeninrecentStatisticsCanadadataonconstructioncosts.On
ayear-over-yearbasis,residentialconstructioncostsfor11
Canadiancensusmetropolitanareaswereup7.5
percentinthesecondquarterof2023.
Fornon-residentialconstruction,theincreasewasslightlylower,at7percent.The
report
identifiedconcreteasoneofthekeymate-rialsincreasingcosts,whileskilledlaborratesandshortagesarecreatingadditionalchallengesfortheindustry.Labor
andskillsshortageswereclearlyontheagendaofrealestateexecutiveswhoparticipatedinPwC’s
2023
GlobalCEOSurvey.The
surveyfound61
percentofrealestateCEOsbelievelaborshortageswillaffectprofitabilityto
asignificantEmerging
Trends
in
Real
Estate?202478Emerging
Trends
in
Real
Estate
2024?Chapter
1:
Emerging
Trends
in
Canadian
RealEstateCreativity
Key
to
Pursuing
Growth
Opportunities
in
2024provisionsforsellersto
bridgebid-ask
spreadsaswellasven-dortake-backmortgagesto
managefinancinggapsandotherchallengesinclosingtransactions.The
resultofallthesepressuresisthatbothdevelopmentofandinvestmentinCanadianrealestatehavebecome
evenmorechallengingformanyinterviewees.Harnessing
Data,
Digital
Transformation,
and
TechnologyTrends
such
as
Generative
AIBut
inanincreasinglybifurcatedmarketinwhichagrowingdivideexistsbetweenassetswithmorepotentialto
delivervalueandthosewithchallengedprospects,companiesthatBesidesrepositioningtheirassetsandportfolios,realestatecompanieshaveanopportunity
to
createfurther
valueinancarefullyplantheirnext
movescanfindthewinningopportuni-tiesto
pursue.uncertainmarketbyacceleratinginvestmentsinboththeirdataandtechnologycapabilities.Whileintervieweestendedto
downplaytheneed
to
lookforthemostgroundbreakingproperty
technology(proptech)solutionsthisyear,therewasageneralfeelingthatfurther
digitizationremainsimportantinanindustrythathastendedto
lagothersectorsondigitaltransfor-mation.So
whatareintervieweesdoingto
navigatethisenvironment?When
askedwhattheirbestbetisfor2024,oneintervieweesaidtheirfavoredassetclassisliquidity.The
commentreflectsthesentimentsofmanyintervieweeswhosaidgeneratingliquiditywillbe
keybecausethestrongestplayerswillbe
inthebestpositionto
pursueemergingopportunisticdealsaswellasnavigateuncertainty
inthefuture.Opportunitiesto
dothisincludesellingoffnoncoreassetsandincreasingorclearinglinesofcredit.Intervieweesdescribedavarietyofwaystheyareembrac-ingdigitalsolutionsthatimprovebusinessperformancebyreducingcostsorgrowingrevenues.Some,
forexample,areautomatingfinancialreportingactivitiesto
savetime,whileothersareembracingconstructiontechnologiesandprocesschangesto
speed
upbuildingtimelinesandmanagelaborshortages.Intervieweesalsodescribedhowmachinelearningtoolsto
improveandpredictmaintenancerequirementsarehelpingthembettermanageenergysystems.Furtherinvest-mentindataanalyticscapabilitiesisalsokeyto
optimizingportfolio,investment,andforecastingdecisions;betterunder-standingcustomerandtenantneedsandpreferences;andenhancingperformanceandefficienciesacrossthebusiness.Forinvestors,variousformsofcommercialdebt,suchaspreferredequity
andmezzaninefinancing,areagrowingfocusgiventheopportunity
to
deliverbetterrisk-adjustedreturns.Thisemergingtrendofdebtfunds,whichmanyintervieweesidentifiedasofferingattractiveopportunitiesto
providecreditandliquidityto
otherindustryplayersstrugglingto
accesscapitalandmanagerisingfinancingcosts,isamoment-in-timeopportunity.“Debt
fundshaveapopularitycontestevery
10years,and2024istheiryear,”saidoneinterviewee.WhiledigitaladoptionfocusedonsolvingbusinessproblemsandimprovingoperationscontinuesinCanada’srealestatesector,theindustryisalsotakingnoticeofatechnologythathasbeen
makingwavessincelate2022:
generativeartificialintelligence.IntervieweesofferedavarietyofviewsonhowtheyareapproachinggenerativeAI,
withsomesayingitistooearlyto
assessitsimpactonrealestate,othersstartingto
assessusecases,andseveralintervieweeshavingalreadybegunexploringopportunitiesto
incorporateitindifferentways,suchasperforminginitialanalysisofinvestmentdecisionsandgen-eratingarchitecturaldrawingsanddesigns.Realestateplayersarealsocarefullyeyeingotherwaystocreatevalueduringtheseuncertaintimes,evenasdealmak-ingactivity,especiallyforlargertransactions,slows.Someinterviewees,forexample,arelookingto
strategicallyreposi-tiontheirportfoliosto
diversifytheirassetsbyfocusingonsecondary
marketsthatareseeinghighpopulationgrowthandofferingattractiveinvestmentanddevelopmentopportunities.Other
intervieweesareexploringopportunitiesinsubsectorsofkeyassetclasses,suchasstudentandseniorhousing,thatarebenefitingfromtrendssuchasgrowinginternationalenrollmentatCanadianpostsecondaryinstitutionsandtheoverallagingofCanada’spopulation.Anothergrowingtrendisconsideringincome-generatingassetswhenacquirerscanbuythembelowreplacementcostandwheretheyseeopportuni-tiesto
addvalue.Despitethedivergingapproaches,therewasafeelingamongmanyintervieweesandsurveyrespondentsthatgenerativeAIhasthepotentialbothto
significantlydisrupttherealestatebusinessandalsoto
createnewopportunitiesforcompa-niesthatembraceit.
“Somethingthatwouldnormallytakeaweek,
nowtakesthreehours,”oneintervieweesharedabouttheirexperienceusinggenerativeAI
toolsto
conductmarketresearchandanalysis.Whicheverstagethey’reatinexploringManyintervieweesalsostatedthatbeingagileandcreativeinstructuringdealswillbe
keyto
pursuingopportunitiesthatemergeintheyearahead.ThiscouldmeanincludingearnoutEmerging
Trends
in
Real
Estate?20249Based
on
Canadian
respondents
only.generativeAI,
giventhecomplexissuesitraises,companiesshouldkeepinmindthefollowingkeyconsiderations:●Responsible
AI:
GenerativeAI
createssomeuniquerisks,includingthepossibilityofwrongormisleadingoutputsthaterodetrustifdatasourcesarenotreliable,accurate,andunbiased.The
besttimeto
considerrisksisatthebegin-ningofthegenerativeAI
journeyto
ensurethattherightstrategy,controls,andresponsiblepracticesareinplacebeforemovingahead.●Carefully
assessing
the
use
cases:
Realestatecompanyleaders
can
expect
to
hear
about
arangeofapplicationsforgenerativeAI
to
theirbusinesses.Manywillofferattractivevaluepropositionsaimed
atincreasingrevenues,changingthebusinessmodel,
or
reducingcosts.
But
giventhatit
willnotbe
possibleto
pursueallpotentialopportunit
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