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IBMInstituteforBusinessValue|ResearchInsights
Thecontentsupply
chain’sAIawakening
HowtogofrombottleneckstobreakthroughROI
Adobe
aws
HowgenerativeAIcreatesmemorableimagesthat
amplifycontentthemes
DesignersattheIBMInstituteforBusinessValue
usedAdobeFireflytocreatetheimagesinthisreport.Similartohowthereportdescribestheshiftfromlargertosmallerlanguagemodels,ourdesignersstructuredtheircreativeprocessaroundtheuseofasmallset
ofreferenceimagesandpromptstodefinetheoutputandbuildthisfamilyofinterrelatedimages.Oncethedesignershadafinalprocessinplace,theimages
tookonlyafewdaystobuild,ratherthantheweeksatraditionalproductionprocessmightrequire.
84%oforganizationssaygenAIcansuccessfullyscalethecreationand
deliveryofpersonalizedexperiences.
Key
takeaways
Despiteinitialoptimism,theintegrationofgenAI
intocontentsupplychains(CSCs)hasbeenslower
thananticipated.Only50%oforganizationshad
achievedtheirplannedAIadoptionbytheendof2024,fallingshortofexpectations.
Yet,enthusiasmishigherthanever.Almost
two-thirds(64%)oforganizationsaremoreenthusiasticaboutgenAI’simpactonCSCsthantheywereayear
ago.84%stillsaygenAIcansuccessfullyscalethecreationanddeliveryofpersonalizedexperiences.
Roadblocksarecommonandcancauseadoptiontostagnate.Cost,organizationalchange,risk
mitigation,andlackoftrustinAI-generatedcontentcanstalladoption.Overcomingthesechallengesis
necessaryfororganizationstorealizethefullbenefitsofanAI-poweredCSC.
Going“allin”reapsthehighestrewards.When
organizationstakeaholisticapproachbyinvesting
instrategicplanning,robustfinancialandhuman
resources,proactivechangemanagement,andotherstrategies,theyreport—whencomparedtotheir
peers—a22%higherreturnontheirCSCinvestmentanda30%higherROIontheirgenAIintegration.
1
23
Introduction
Lastyear,wepublishedTherevolutionarycontent
supplychain:HowgenerativeAIsuperchargescreativityandproductivity(seeFigure1).ThefuturewasallrosyandallgenAI.
Finally,organizationshadthecapabilitytodeliveronthepromiseofcontent
personalizationatscaleandfrictionlessautomation,withdatainsightsattheirfingertipstodirectchannelstrategiesandinvestments.
Thisyear’sresearchrevealedarealitycheckandaparadox:whilethesurgeofenthusiasmaroundgenAIandcontentsupplychains(CSCs)hasdramaticallyincreased—andrealprogresshasbeenmade—thespeedofoperationalizationhasfallenshortoforganizations’optimisticexpectations.
Caseinpoint:lastyear,74%ofexecutivesreportedtheirorganizationswereeitheralreadyusingorplanningtousegenAIbytheendof2024fornumerousCSCuse
cases,fromcontentcreationtoautomatedworkflows.Yettoday,only50%haveachievedthismilestone.
Figure1
Acontentsupplychainbringstogether
people,processes,andtechnologyto
effectivelyplan,create,produce,launch,
>>>
measure,andmanagecontent.
Tag&store
Create&approve
Plan&
activate
Execute
&measure
<<<<
<<
Contentsupplychain
ampli?edby
AI
generative
Source:IBMInstituteforBusinessValue
Initialexpectationsforsuchrapidadoptionwerenotsurprising,givengenAI’searlyhypecyclewhenitexplodedintothepublicdomainjustovertwoyears
ago.ButFigure2illustratesexamplesinwhichrealityhasfallenshortof
projections:someofthemostpopularCSC/genAIusecaseshavetakenlongertoimplementthanexpected.
Why?
Callittheschoolofhardknocks:experimentationandearlypilots
uncoveredcomplexitiesthatorganizationsneedtoaddressbeforethey
realizethefullbenefitsofanefficientCSC.Withincessantpressuretogaincompetitiveadvantageandsatisfyconsumerdemandsforpersonalized
experiences,companiesarescramblingoverthelearningcurvetomasterthesechallenges.
Figure2
ForsomeCSCusecases,genAI
adoptionistrailingexpectations
Tobetterunderstandwhereorganizationsarestrugglingmostandhowtheyarerecalibratingtheirtrajectoryforward,theIBMInstitutefor
Services(AWS)todoadeeperdiveintothestatusoforganizations’CSCjourneys.WithOxfordEconomics,wesurveyed1,100executivesfrommajorenterpriseswithanaverageof$22billioninannualrevenues.Oursampleincludesorganizationsfrom12industriesacross15countriestoarriveatacomprehensivelookathowlargeorganizationsarecurrentlyusinggenAItosupporttheircontent-relatedactivities.
BusinessValue(IBMIBV)partneredwithAdobeandAmazonWeb
Customerinsights
90%
65%
2023projection2024actual
Creativeideation/concepting
83%
58%
2023projection2024actual
Mediamix/budgetplanning
Channeloptimization
83%
41%
82%
60%
2023projection2024actual
2023projection2024actual
Q.WhattypesofresearchandanalysistasksareyoualreadyusinggenAIfor?Ifyou’renotusinggenAIintheseareastoday,whendoyouplantodoso?Questionsaskedaboutcustomerinsights,creativeideation/conception,mediamix/budgetplanning,andchanneloptimization.
45
67
Welearnedthereisnosingle,prevailingCSCchallenge,butratherseveral
importantbarriers—someofwhichwerepreviouslyunderestimated—that
areslowingimplementationandadoptionofgenAI-fueledCSCs:costs,
organizationalimpact,riskmitigation,andalackoftrustinAI-generatedcontent.
Butgoodnews:Organizationsarestillrealizinganumberofbenefits,includingreducedproductiontimes,enhancedcontentcreativity,andincreasedcontentflexibilitywhilemitigatingtheveryconcernsthatareslowingimplementation
formany(seeFigure3).
Themotivationtoadvanceisclear.Evenwhilewrestlingwithchallenges,almost
two-thirds(64%)oforganizationsaremoreenthusiasticaboutgenAI’simpactonCSCsthantheywereayearago.Indeed,84%stillsaygenAIcansuccessfullyscalethecreationanddeliveryofpersonalizedexperiences.Thewillisthere—what
organizationsneedisapathforward.
Figure3
LargepercentagesofleadingorganizationsreporttheirgenAIinvestmentsarepositivelyimpactingtheirCSCs
Signi?cantprogressin
optimizingproductiontime
74%
Improvedcreativerisk-taking
68%
Improvedflexibilityofassets
49%
Q.Inthelastyear,whatlevelofprogresshasyourorganizationmadeinoptimizingtheCSCusinggenAIforiterationcycles?Inthelasttwoyears,inwhatwayshaveyourinvestmentsinCSCsimpactedcreativityinyourorganization?
Evenwhilewrestlingwith
challenges,almosttwo-thirds
(64%)oforganizationsaremore
enthusiasticaboutgenAI’simpactonCSCsthantheywereayearago.
89
Partone
Navigating
thechallenges
AdvancinggenAI
incontentsupplychains
Demandforcontent
isaccelerating1andthe
percentageofrevenue
devotedtoitscreation
anddeliveryisincreasing.
Inthelastyearalone,surveyedexecutivesestimatehavingspent,onaverage,$167.7millionontheircontentactivities.By2026,
theyexpectthatpercentagetojump9.7%to$184million.
Itwillnotbepossibletomeetthisgrowingdemandforcontent
withoutCSCsthataredrivenbygenAIcapabilities,whichiswhy
thesesolutionshaveenergizedcontentteams.OrganizationshavebegunintegratingAIintotheirCSCs,buttheirprogresshasbeen
32%slowerthananticipatedacross30distinctCSCusecases.2
Whenweaskedorganizationswhatimpedestheirprogress,theycitedanumberofchallenges(seeFigure4).
1011
Q.Whatbarriersdoesyourorganizationneedtoovercometo
successfullyintegrategenAIintoyourCSC?Whatbarriersdoesyourorganizationfaceinimprovingyourcontentsupplychain?
*Organizationalchangeasitrelatestoadoptionofnewtechnologyandprocesses.
“Someofourearlyexperimentsmadeusthinkverycarefullyaboutwhat’stherightamountofdata,withtherightquality,attherighttime,withtherightauditability,”
JamesO’Keefe,MarketingTechnologyDirector,
UK-basedLegal&General
Figure4
Themostconcerningrisksof
incorporatinggenAIintoCSCs,
bypercentageoforganizations
citingthefactor
61%
Cost
57%
Organizationalchange*
57%
Riskmitigation
56%
Lackoftrustin
AI-generatedcontent
1.Cost
Basedonour2023CSCsurvey,nearlytwo-thirdsoforganizationsfeltthebudgetsneededtocoverCSCexpenditureswereadequate.3Ayearago,“difficultyobtainingrequiredfundingandbudgetapprovals”laggedwellbehindotherCSCbarriersthatorganizationswerefacing.Fast-forward12monthsandcostsurfacesasthetop
obstaclemostexecutives(61%)reportashamperingtheintegrationofgenAIintotheirCSCs.Tosomeextent,thisisaconsequenceoforganizationsjumpingfeetfirstintogenAIexperimentationwitheasilyaccessiblepublicplatforms.Butcontent
creatorsquicklyrealizedthatthesemodelsrequiredrefinementandtheadditionofproprietarydatatomeettheirneeds.
Earlypilotsalsorevealeddataandinfrastructurevulnerabilities,thepossibleneedforhardwareandsoftwareupgrades,additionallicensing,andthehiringand
upskillingofnewtalent—allofwhichaddcosts.In2023,nearlyhalfofbusinesses
conductedinitialexperimentsinisolatedpocketsofthebusinesswithfew
guardrails.4Withoutorchestrated,strategicdirectives,manyearlypilotsmissedthemark,makingitdifficulttobuildaconcretebusinesscaseforbudget-conscious
organizations.
“Someofourearlyexperimentsmadeusthinkverycarefullyaboutwhat’stherightamountofdata,withtherightquality,attherighttime,withtherightauditability,”observesJamesO’Keefe,MarketingTechnologyDirectoratUK-basedLegal&
General.Headdsthatbeingselectiveaboutdatacanminimizecost.“It’sabouttryingtofindtherightusecasesthatwilldrivevalueandattractbudget.”
Itwillnotbepossibletomeetthis
growingdemandforcontentwithoutCSCsthataredrivenbygenAI
capabilities.
3.Riskmitigation
WhenconsideringtheimpactofintegratinggenAIintotheirCSCs,
57%ofexecutivesexpressedconcernsaboutinsufficientriskcontrols.
OrganizationsmustnavigatepotentialpitfallsassociatedwithAI,such
asdataprivacybreaches,algorithmicbias,andtheethicalimplications
ofAI-generatedcontent.Becauseriskmanagementisakeycomponenttoaddressinganychallenge,wetakeacloserlookatthisinthenextsection.
4.LackoftrustinAI-generatedcontent
Inadditiontoconcernsaboutcostandrisk,56%ofexecutivesalso
fundamentallyworrythatAI-generatedcontentmightbackfireonthem.GiventhenuancednatureofhumanlanguageandthepotentialforAItomisinterpretormisrepresentinformation,theaccuracyandreliabilityofAI-generatedcontent—especiallywithoutappropriategovernance—canpresentsignificantchallenges.
2.Organizationalchange
Adaptingtonewtechnologiesandprocessescansparkanevolution—orrevolution—inworkforceskills,jobroles,andcompanyculture.Morethanhalfofexecutives(57%)say
organizationalchangeisacriticalchallengeimpactingtheimprovementoftheirCSCs,andtheyclaimitisthemostdifficultbarriertoovercome.
AsChrisMuscutt,DirectorofContentSupplyChain/MarketingTechnologyatPhilipMorrisInternational(PMI)noted,“PeoplewillgooffanddogenAIwithorwithoutyou.Thetrickis,howdoIalignthoseprojectsthatwentaheadwithoutme,sotheystilldriveanalignedagenda?”
Anend-to-endCSCcantouchmultipledisciplines,
departments,teams,andlocations.Dataandcontentassets
mayresideinavarietyofformatsandonplatformsthataren’tintegrated.ForanenterpriseCSCtobeeffective,organizationsneedtobreakdowndatasilosandalignnotonlytechnologiesandworkflows,butalsoprioritiesandstrategicagendas,
OptimizingROIthroughaholistic,
genAI-focusedapproachtostrategicCSCinvestments
AstheinitialAIfervorinevitablygiveswaytogetting-it-donerealism,
topcompaniesaredemonstratingthatstrategicallyinvestinginCSC
workflows,leveraginggenAIassistants,integratingrobustgovernancepractices,andotherstrategies,canyieldsubstantialreturns.We’ve
identifiedthesetopcompaniesasthosethatarefurtheralongwiththeirgenAI/CSCintegrationandseeingthehighestpositivebusinessimpact(see“Researchmethodology”onpage31formoredetails.)
requirements,budgets,skillsets,timelines,metrics,
andexpectations.Butresistancetochange,fearofjob
displacement,andlackofacommonvisionandobjectivescanderaileventhebest-laidplans.
However,challengescanalsopresentopportunities,
notesO’KeefeofLegal&General:“OurCSChelpedussee
how—asanorganization—wecancollaborateacrossdifferentteamsanddepartments.WecombinedsomegenAI/CSC
experimentsbecauseitwasinefficientformultipleteamsto
beexploringsimilarthings.So,wegathereda‘coalitionofthewilling’intoasteeringgroupandworkinggroups.Wewentfirstandbroketheicesootherscouldfastfollow.”
Proactivegovernancepracticesnot
onlymitigatepotentialproblemsbutalsoenhancestakeholderconfidenceintheorganization’sAIcapabilities.
1213
Insteadofpursuingone-off,isolatedinitiatives,
advancedenterprisesallocatemoreresources
towardstreamliningprocesses,automating
repetitivetasks,andenhancinginterdepartmentalcollaboration,whichenablesthemtoreap
thebenefitsofamoreagile,responsiveCSC.
And,asourresearchhasmadeclear,topcompaniesarekeenlymotivatedbybusinessresults.51%are
investinginCSCswiththegoalofincreasingrevenue,comparedtojust35%oftheirpeers.
Leadingorganizationsnotonlynavigatethe
challengesofAIintegrationmoreeffectivelybut
arealsoachievingimpressiveresults,withanoverallROIontheirCSCsthatis22%higherthantheirpeersand,morespecifically,a30%higherROIfortheir
genAIinitiatives.
However,merelyinvestinginadvancedtechnologyisnotenough—leadingorganizationsalsoengage
inproactivepractices(seeFigure5).Organizationstakingacomprehensiveapproachunderstandtheimportanceofintegratingstronggovernance
practices.Theyimplementrobustframeworks
tohelpensureAI’sethicaluse,managerisks
effectively,andbuildtrustinAI-generatedcontent.
Thisincludesestablishingclearguidelinesfor
AIapplications,conductingregularaudits,and
maintainingtransparencyinAIoperations.Suchpracticesnotonlymitigatepotentialproblemsbutalsoenhancestakeholderconfidenceinthe
organization’sAIcapabilities.
Figure5
28%more
optimizethecontentsupplychainusinggenAItoimproveon-time,
on-budgetperformancebyunifyingdata,campaignassets,and
reporting
24%more
haveanef?cientautomated
processforreviewsandapprovals
20%more
deliverpersonalizedcontentexperiencesatscale
18%more
employtemplate-basedcontentproduction
13%more
Leadingorganizationsaremorelikelythantheirpeerstoadoptthesepractices
haveacentralizedwork
managementsolutionwithprojectlifecyclevisibility
Perspective
Ifeverybodyownsit,nobodyownsit
Theverynatureofanend-to-endCSC—onethattouchesnumerousdepartments,
domains,andlocales—canleadtoaconfusingcollectionofteamseachowninga
pieceoftheCSCpuzzle.Lastyear,wegotawiderangeofanswerswhenweasked
surveyrespondents,“WhoistheprimaryownerofyourCSC,orwhoshares
ownership?”30%citedtheCMO,buttherestpointedtonumerousotherroles—
manyofwhichnotallcompanieshave—suchasChiefContentOfficer,ChiefCreativeOfficer,andChiefExperienceOfficer.Morethanaquartersaidothernon-C-suite
executivesornonexecutiveleaderswerealsoresponsible.5
Oneyearlater,thestoryismuchthesame.Moreorganizations(40%)saytheCMOsolelyownsorsharesownershipoftheirCSC.Likewise,ChiefExperienceOfficer
jumpsto37%(upfrom24%),andChiefContentOfficeris28%(upfrom11%).
Notably,CSCownersreportintoanarrayofbusinessfunctionsfrommarketingandsalestocorporatecommunications,strategy,IT,andevenlegal.
Havingrepresentationfromsomanypartsofthebusinessisatestamenttothe
importanceofanenterprise-wideCSC,butthisdecentralizedapproachcanbe
difficulttogovern.Itrequiresatightcoalitionofseniorleadersandconsistent,
transparentcommunicationsacrosstheirrespectiveteamstohelpensuredecisionsaremadethatsupportthewholeCSCvaluechain,notjustasinglegroup’sagenda.
Q.TowhatextentdoyouagreeyourorganizationfollowstheaboveCSCpracticestoplan,create,anddelivercontent?
Note:Percentagesreflectrespondentswhoreporttheprioritiesandpracticesabovetoalargeorverylargeextent.
30%oforganizationssay
theCMOistheprimaryowner,
orsharesownershipoftheirCSC.
1415
Parttwo
Managingrisk
UnleashingcreativitywithgenAI
VigorousriskmanagementisessentialforrealizingthefullcreativepotentialofgenAI.
CompaniestakingaholisticapproachtogenAI
havemasteredthisart,effectivelymanagingrisksinanumberofareas.Andbydoingso,theyareabletoembracegenAIdeeplyandelevatecreativity
withintheirorganizations.
Dataprovenance
Thedigitaltrailthatrecordstheoriginofdataisacriticalriskarea
forgenAI.Leadingorganizationsreportextensiveuseofthis
approach—67%morethanotherenterprises.Byhelpingensuredataaccuracy,integrity,andtraceability,theygivetheirAIsystemsstreetcredibility.VigorousdatamanagementempowersconfidenceinAItogeneratereliable,validoutputsthatprovidealaunchpadforcreativeexplorationandinnovation.
Tothatend,O’KeefeofLegal&Generalnotes,“Wehadsomeupstreamdatasourcesthatwerestillinsilos,sowehadtofocusourearlyeffortstogettoasingle,aggregatedcustomerview.WeneededtohavemorepeopleusingaconsistentstandardandaconsistentDAM[digitalassetmanagementsystem].Ineffect,wehadtorethinktheuseoftheDAM.ThenotionofDAMbeingastrategicdataassetisimportant.”
RobustdatamanagementempowersconfidenceinAItogeneratevalidoutputs
thatprovidealaunchpadforcreativity.
1617
Figure6
Howadvancedorganizationsuseriskmanagementtofoster
innovation
TrustinAI-generatedcontent
TheextenttowhichgenAIcanbetrustedcansignificantlyimpacttrustinan
organization’sbrand.Infact,whencomparedtoenterprisesoverall,advanced
67%more
employrobustmanagementofdataprovenance
organizationsreportasignificantimprovement46%morethantheirpeers.How?
TheyimplementtransparentprocessesandvalidateAI-generatedcontentagainstformalstandards.Asaresult,theyreportextensiveuseofongoingmodeltraining
48%more
reportextensiveuseofongoingmodeltrainingandre?nement
andrefinement48%morethantheirpeers.ThishighleveloftrustempowersteamstoembraceAI-generatedcontent,fosteringcollaborationbetweenhumansandAI.
ScrupulousoversightofgenAIoutputs
Thisoversighthelpsensuregreateraccuracyforleadingorganizations,aswellas
adherencetobrandstandards,with18%moreofthemtakingacomprehensive
△
approachtogenAIbyexercisingthislevelofrigorousoversight.TheyuseAIasatooltoaugmenthumancreativityratherthanreplaceit.Byassigninglaborious,repetitivetaskstoAI,theseorganizationsfreehumancreatorstofocusonthemorestrategic
aspectsoftheirwork.AndbecauseAIoutputsareprogrammedtobebrand-aligned,contentcreatorscantrustAItojump-startideation,acceleratingthecreativeprocess.
Withdatamanagementandtrustveri?cationundercontrol,humancreatorsarefreetoinnovate
boldlyandtakecalculatedrisks.
O’KeefeofLegal&GeneralnotestheimportanceofqualitycontrolandcompliancetobuildtrustingenAIoutputs:“WeconstantlycheckthevalidityandqualityofthegenAImodelswedeploy.Westartedbyrunninglow-riskopportunitiesthatcouldbeusedinafairlycontrolledmanner.Nowwerunphaseddeploymentsforaparticularaudiencethat’sexposedtocontentoveraperiodoftime,andwemonitorthe
①
outcome.Thisaffordsushigherlevelsofqualitycontrolandhelpsbuildconfidencethatwe’reachievingtherequisitecompliancestandards.”
46%more
reporthighertrustinAI-generatedcontent
AhighleveloftrustempowersteamstoembraceAI-generatedcontent,
fosteringcollaborationbetweenhumansandAI.
18%more
reportscrupulousoversight
ofAIoutputs
Q.InwhichwaysdoesyourorganizationsubstantiallymitigategenAIrisks(strongdata
provenance/lineageforAIgeneratedoutputs,ongoingAImodeltrainingandrefinement,human
oversightforaccuracyandbrandalignment)?WhatlevelofprogresshasyourorganizationmadeinoptimizingthecontentsupplychainusinggenAItodeveloptrustandauthenticityinyourbrand?
1819
Figure7
ImpactofCSC
Theresultoftheseeffectiveriskmanagementstrategies?
Withdatamanagementandtrustverificationundercontrol,humancreatorsarefreetoinnovateboldlyandtakecalculatedrisks(seeFigure6).ThecombinationofadvancedAIcapabilitiesandhumaningenuitycreatesanincubatorforideasandsolutions.
OrganizationsacrosstheboardsaygenAIhasboostedtheircreativity.
ThemajorityofexecutivesreportthattheirgenAI-poweredcontentsupplychaininvestmentshavehadapositiveimpactontheircreativeprocess(seeFigure7).
BetsyRohtbart,VPof,observes,“AI’sfirstideasmaybenonsensical
orawesome,buteitherway,itstretchestheboundariesofourcreativeprocess.
Ithelpsusriseabovegroupthink.Andit’screatedacomfortzoneforthegreater
sharingofideas,becausewhenaconceptcomesfromAI,notanindividual,the
teamfeelsfreertojudgeitobjectively.We’reabletogetafirstcutdevelopedquickly.Thenwepickupthepentomakesurehumanemotionisreflected.”6
AndChrisMuscuttofPMIadds:“Thechallenge[aroundreleasingcreativity]
hasbeenaroundcreatingcleargovernancelanguageofwhatyoucanandcan’tdowiththenewtools.Nowthatgovernanceisinplace,peoplefeelmorefree,moreconfidenttoexperiment.”
Withdatamanagementandtrustverificationundercontrol,humancreatorsarefreetoinnovateboldlyandtakecalculatedrisks.
<>
Nochange
investmentsoncreativityacrossallorganizations
Worse
Better
DivergentthinkingO
16%
9%
Accesstoinspiration
5%
24%
Creativerisk-taking
11%
21%
Originality
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