版權說明:本文檔由用戶提供并上傳,收益歸屬內容提供方,若內容存在侵權,請進行舉報或認領
文檔簡介
ImagegeneratedbyAI.
2025edition
TheBCGPersonalizationIndex?Report
HowcustomerengagementischangingacrossindustriesintheageofAI
23
BCG
BostonConsultingGrouppartnerswithleadersinbusinessandsocietytotackletheirmostimportantchallengesand
capturetheirgreatestopportunities.BCGwasthepioneer
inbusinessstrategywhenitwasfoundedin1963.Today,
weworkcloselywithclientstoembraceatransformational
approachaimedatbenefitingallstakeholders—empoweringorganizationstogrow,buildsustainablecompetitive
advantage,anddrivepositivesocietalimpact.
Ourdiverse,globalteamsbringdeepindustryandfunctionalexpertiseandarangeofperspectivesthatquestionthe
statusquoandsparkchange.BCGdeliverssolutions
throughleading-edgemanagementconsulting,technologyanddesign,andcorporateanddigitalventures.Weworkinauniquelycollaborativemodelacrossthefirmand
throughoutalllevelsoftheclientorganization,fueledbythegoalofhelpingourclientsthriveandenabling
themtomaketheworldabetterplace.
IncludedinThisReport
01
WhatistheBCGPersonalizationIndex??
02
PersonalizationTrendsand
Opportunities
03
Learningsfrom2025
PersonalizationLeaders
04
AcceleratingYourPersonalization
Efforts
AbouttheBCG
PersonalizationIndex?
Wesurveyed200marketers,
actedasmysteryshoppersto
observehowcompaniesdelivered
experiencesacrosschannels,and
performedafinancialanalysisof
theimpactofpersonalizationoncompanies’growthandshareholderreturns.Wedeveloped,tested,andrefinedtheindex’srubricinternallyatBCGandinourworkwith
hundredsofclients.Ituses
objectivequestions,whichallowsscoringtoremainconsistent,
whethertheassessmentwas
conductedbysomeoneatBCGorbyclientsthemselves.
Whatispersonalization?
Tobeclear,personalizationisn’tassimpleasautomaticallyplugging
customernamesintoemails.Truepersonalizationrequirescreating
experiencesatscale,thatgetfine-tunedwitheachsuccessive
interactionandempowercustomerstogetwhattheywant—faster,
cheaper,andmoreeasily.Doingsorequiresdeliveringonfiveimplicitpromisesthatshapecustomers’expectations:
12345
EmpowermeKnowmeReachmeShowmeDelightme
45
1
EmpowerMe
HowdoestheBCG
PersonalizationIndex?work?
FivePromisesofPersonalization
2
KnowMe
EmpowerMe
3
1
ReachMe
2
KnowMe
ReachMe
ShowMe
4
4
3
ShowMe
5
PersonalizationIndex?Introduction
Personalizationleadersstartbyasking,"HowcanImakethecustomer’sexperiencebetterby
personalizingit?"Theyunderstandcustomers’uniqueneedsateverystepoftheirjourneyanddecidehowpersonalizationcanbesthelpthem.ThisisthemostimportantcomponentofthePersonalizationIndex?.Todeterminethisscore,weusemysteryshoppingactivitiesandcustomersurveystoassessthelevelandqualityofpersonalizationthatcompaniesaredelivering.
Personalizationleaderswintheircustomers’trust;theyaregrantedpermissiontosecurelycollecttheirdataanduseinsightsculledfromittoimprovethecustomerexperience.Here,welookatthe
numberanddepthofdigitalrelationshipsacompanyhaswithcustomersanditsabilitytoretainthem.Wealsolookatthematurityofitscustomerdatamanagementandidentitymatching.
Havingthedatatoknowthecustomerisnotenough.LeadersuseAItoidentifytriggerstoreachout,
suchaswhenacustomerbrowsesonlineormakesaninquiry.Moreover,theyinvestinorchestratingtouchesacrosschannelsandusesmartfrequencymanagementtoensurethattheirtouchesarecoordinated,
notoverwhelming.Toassessanorganization’smaturityinthisarea,weexaminethesophisticationofits
targetingintelligence,howadvanceditsexperimentationcapabilitiesare(asmeasuredbythevolume,speed,andscaleofitsexperiments),andhowwellitorchestratesactionsacrosschannels.
Personalizationleadersbuildandmanagerobustcontentlibrariesthattheytailortotheunique
needsofeachcustomer—whilestayingtruetotheirbrandvoice.Todothis,manyareleveraging
generativeAItoolstocreatecontent.Toevaluatecompaniesonthispromise,welookedathow
sophisticatedtheircontentcreationandmanagementcapabilitieswereandhowwelltheypersonalizedtext,images,andvideosforindividualcustomers.
Personalizationleadersadoptagilewaysofworkingtoacceleratethetestingandlearning
DelightMe
5
thatimprovetheintelligencebehindeachcustomerinteraction.Truepersonalizationrequiresthat
thequalityandvalueofcustomerexperiencesbecontinuallyfine-tuned.Ourresearchshowsthat
thedelightmepromiseisthehardesttodeliveron.Itrequiresrelentlessexperimentation.Wemeasurethespeedandscaleofthecompany’stest-and-learnprocess,thesophisticationandautomation
DelightMe
6
7
ofitsmeasurement,andhowtheorganizationissetupforpersonalization—forinstance,theprevalenceofcross-functionalagileteams,aclearowneroftheinitiative,andcommittedfunding.
Includedinthisreport
01
03
04
WhatistheBCGPersonalizationIndex??
Learnings
from2025
PersonalizationLeaders
AcceleratingYourPersonalization
Efforts
02
PersonalizationTrendsand
Opportunities
89
WhyPersonalization?
Personalizationleadersconsistentlygrow10pointsfasterthanlaggards...
…positioningthemtocaptureanoutsizedshareofthe$2Tvalue
atstakeinthenextthreeyears
Long-termrevenuegrowthrate(CAGR)ofcompaniesinBCGPersonalizationIndex?
10%
8
6
4
2
0
10%
7%
4%
3%
0%
Bottomdecile
Bottomquartile
Topquartile
Average
Topdecile
2329496772
AveragescoreonBCGPersonalizationIndex?1
Estimatedgrowthrate,bysector,2023-2027($trillions)
2.0
1.5
1.0
0.5
0.0
0.12.0
0.1
0.2
0.2
0.3
0.3
0.6
Fashion,
Luxury&
Retail2
Travel&
Hospitality
Health
Care
Telco&
Media
B2B
Distribution
RetailTotal
Banking
Beauty
leaderstolaggardsandmultiplyingbyindustrymarketsize.
1.Compoundannualgrowthrate,representing2018-2023growthforpubliclylistedcompanieswheredatawasavailableandexcludingcompanieswithmajoracquisitions.Note:N=118.Source:BCGPersonalizationIndex?research,2023
10
11
2.Note:GrowthinvaluewasdeterminedbycomparingthecalculatedgrowthratesofpersonalizationGrowthreflectsa5-yearperiod.
Source:BCGPersonalizationIndex?research,2023
WhyPersonalization?
Customerswant—andexpect—personalization...
andexecutingpersonalizationrightempowersthemacrossthejourney
Percentageofcustomerscomfortablewithcompaniesusing
publiclyavailableinformationtocreateacustomizedexperience3
96
908682828179
757473
UKUSJapanAustralia
IndiaChinaBrazilFranceGermanySouth
Africa
Customer
JourneyStep
%surveyrespondentscitingpersonalizationasimportant4
ExtremelyimportantImportant
Learningaboutnewproducts/services
62%
29%33%
Awareness/Acquisition
Consideration/Pre-Purchase
Selectingthespecificproducts/servicesIwanttobuy
32%
34%
65%
Purchase/
Experience
Purchasingfromacompanyforthefirsttime
25%
28%
52%
RepeatPurchase/
ServiceandSupport
Repurchasingfromacompany
29%
34%
64%
Retention/Loyalty
Joiningacompany’sloyaltyprogram
32%30%
62%
12
3.Surveyquestion:Howcomfortableareyouwithcompaniesusingpubliclyavailableinformationaboutyoutocreateacustomizedexperience[Selectallthatapply]
Source:2023BCGCustomerPersonalizationSurvey
4.Surveyquestion:Ingeneral,howimportantisitforcompaniestouseyourdataandpastbehaviortocustomizeyourcustomerexperienceduringthefollowingactivities?
Source:2023BCGCustomerPersonalizationSurvey,n=5000
13
WhyPersonalization?
Top-RankedBenefitsfromPersonalization—%SurveyRespondents
Value
32%
“Iwasabletofindthebestpriceforme”
Joy
31%
“Itmadetheexperiencemoreenjoyable”
Convenience
31%
“Itmadetheexperiencefasteroreasier”
Navigation
22%
“Ithelpedconnectmetotherightcustomerservicerepresentative”
Assortment
18%
“Ithelpedmelearn
relevantinformationaboutthebrandorproducts”
LinkbetweentheBCGPersonalizationIndex?andCustomerSatisfaction
80%
CustomerSatisfactionScore
HighestPersonalizationIndex?
brandstendtohavehighestcustomer
60%
satisfaction
40%
20%
PersonalizationIndex?
0%
32486480
Personalizationgoesbeyond
transactions—forcustomers,it
createsvalue,convenience,andjoy
14Source:2024BCGCustomerSentimentsurvey
Brandsthatdeliverarerewardedwithhappiercustomers,strongerrelationships,anddeeperloyalty
Source:YouGovSatisfactionScore2023;BCGPersonalizationIndex?research,202315
Includedinthisreport
01
WhatistheBCGPersonalizationIndex??
03
04
02
Learnings
from2025
PersonalizationLeaders
AcceleratingYourPersonalization
Efforts
PersonalizationTrendsand
Opportunities
1617
LearningsfromLeaders
PersonalizationMaturityStagesDistributionofPersonalizationMaturitybySector
100
PersonalizationIndex?Score(%)
80
60
40
20
0
Only10%ofcompaniesqualifyaspersonalizationleaders
Butthereisalargegroupofbrands
withsomethinginplace—sonot
startingfromscratch
MinMedianMax
DigitalNatives
Retail
Fashion&Luxury
Travel&Tourism
FinancialInstitutions
Healthcare
Starting
thejourney
Basic
personalization
Advanced
personalization
Connected1:1experiences
B2B
0255075100PersonalizationIndex?Score(%)
Acrosssectors,mostcompaniesarestillinastageofbuildingandscalingcapabilities—butleadersareemerging
Startingpointsvarywidely—andsodothepathstoscalepersonalizationmaturity
1819
LearningsfromLeaders
2021
SampleReportCardofanIndustryLeader
Dataandintelligence
Integrated
datasourceswithstitchedcustomerdatafor360view
Automated
dataingestionandtransformation
100s
ofadvanced
analyticsmodelsfullyinplaceforpersonalization
4+
channelswithseamless
orchestration
Experimentation
4
differentmethodsofexperimentation
Customer
levelincrementalityreadavailable
101–1,000
experiments
executedaweek
1–3days
tomeasurea
businessKPIofapersonalizationcampaign
CreativesandOpmodel
1:1
creativevariantsavailableper
customer
>90%
ofcreatives
templatized
Extensively
personalized
creativecontentincommunications
1–2weeks
tolaunchanewpersonalized
experienceorcampaign
Leadershaveinvestedincapabilitiesthatpoweran
always-oncycleoflearning,testing,andimprovingthecustomerexperienceacrosseveryinteraction
CommonBarriersPreventingCompaniesfromReachingThisState
Siloedoperatingmodelrequiresnumeroushandoffs
LimitedMarTechorlackofintegrationrequiringmanualwork
Creativedesignspeedandflexibility
Lackofcommonunderstandingsurroundingpersonalizationacrossthecompany
Lackofcentralizedcustomerdataacrosstheorg
Compliancereviewsarelengthy/requiredforeachuniquecontentcombination
LackofFTEoragencyresources
Dataquality
0%10%20%30%40%50%60%70%80%
Themostadvancedpersonalizationprogramsweren’tbuiltovernight.Theystartedbyaddressingcommonpain
points—andchartingapathotherscannowlearnfrom
Includedinthisreport
01
WhatistheBCGPersonalizationIndex??
04
03
Learningsfrom2025
DigitalNatives
Retail
Fashion&LuxuryTravel&TourismHealthcare
B2B
02
AcceleratingYourPersonalization
Efforts
PersonalizationLeaders
PersonalizationTrendsand
Opportunities
FinancialServices
2223
24ImagegeneratedbyAI.25
LearningsfromLeaders|DigitalNatives
SectorSpotlight:DigitalNatives
Orchestratingseamlessjourneys—from
sign-uptoeverydayuse,upgrades,
andsharing
KeyChallengesandOpportunities
focusshiftstodeepening
engagementand
monetizingecosystems—ads,subscriptions,loyalty,andnewservices—withoutcompromisingexperience.
ExpectationsAreHigh,andSoAreCosts
BalancingInnovationwithResponsibility
PlatformsCompetingonDeepeningEngagement
Asmatureplatforms
saturatecoremarkets,the
Userswantfrictionless,real-time,hyper-relevantexperiences.Butscalingpersonalizationacross
massive,global,multi-productenvironments
comeswithmassivedataandcontentcosts.
GenAI,identitygraphs,
andrecommendation
enginesofferupside—butbringrisksaroundbias,consent,andconsumerfatigue.Theopportunity?Makepersonalizationfeeluseful,delightful,and
trustworthyagain.
LearningsfromLeaders|DigitalNatives
Whatdoesbest-in-classpersonalizationlooklikeforDigitalNatives?
uber
Personalizedads
(leveragingrangeofservice—Eats,Rides—totriggerpromptsbasedonhistory,location)
自spotrty
Personalizedcontent
todrive1PDcaptureandGenAIvirtualassistants(DJ)toelevateexperience
NETFLIX
Personalizedtrailersanddynamicsizzles
with1M+variations
2627
RangeofservicestodrawfromforPersonalizedAds
Curatedplaylistsbasedonlisteningpatternsandtailored“daylists”basedontimeofdayandday
oftheweek
AIDJcuratingmusic,basedonmusicprofile,supplemented
withtailoredvoiceovers,funfactsaboutartists,albums,andsongs
Personalizedviewing
experienceinthemobile
appbasedonpriorviewingandfavorites
AI-drivendiscoveryofnewcontent
Gamifiedpartnerad
targetedtocustomers
takingUberstolocal
sportingevent(“free
Coke”iftheirteamwins)
27
LearningsfromLeaders|DigitalNatives
Whataresamplewaystoelevatethecross-channelcustomerexperienceforDigitalNatives?
Discover
Personalizedadsfocused
oncross-sellandamplification
Onboard
AI-enabled“demos”basedoninitialbehavior
Activate
Personalizedbundles/benefits
Amplify
Sharewithfriends
Loyalty
Gamifiedmilestonesandrewards
Increasedacquisitionandreactivationefficiency
Higherconversionthroughcontextualengagement
Increasedreferral
volumeandviralreach
Higherengagementfrequency
andlong-termretention
Increasedaverageordervalueatpointofpurchase
2829
Impactfrombest-in-classpersonalizationinDigitalNatives
$1B
inannualcostsavingsbyenhancinguserretentionthroughAI-powered
personalization
80%
increaseinclick-through
ratesthroughpersonalizedadvertising
30ImagegeneratedbyAI.31
LearningsfromLeaders|Retail
SectorSpotlight:Retail
KeyChallengesandOpportunities
Creatingconnectionateverystep—
fromdiscoverytopurchase,delivery,
andre-engagement
MarginPressureMeetsInnovationDemand
ExperienceExpectationsOutpacingLegacyTech
landscape,withnew
entrantsandprice-
sensitiveshoppers
drivingupcompetition.
Discretionaryspending
istightening,andbrand
loyaltyisincreasinglyfickle.
CrowdedMarkets
Retailersarebattling
forshareinasaturated
Risingcostsacrosslabor,
logistics,andinventoryaresqueezingmargins.Atthesametime,retailmedia
andpersonalizationatscaleofferapathtomoreefficient,higher-returnmarketingandmerchandising.
Shopperswantcurated,seamlessjourneys
acrossdigitaland
physicaltouchpoints—
butmanyretailersstill
operateonfragmentedstacksandrigid
promotionalplaybooks.Privacyexpectationsarealsoevolvingfasterthancompliancesystems.
LearningsfromLeaders|Retail
Whatdoesbest-in-classpersonalizationlooklikeinRetail?
sweetgreen
Personalizedordering
oswiggy
Gamifiedoffers
Quickcommerceand
micro-segmentedassortments
UniqueClubcard
dealsandchallenges
Personalizeddashboardwithstatusandtailoredoffersbasedondistancefromnextvoucherand/orreward
ExactrightSKUsstockedin“darkstores”toserve
tailoredneedsofeachneighborhood;personalizedappenablesdriverstopickSKUsinunder2minutesand
findcustomerspreciselyandcustomerstoordereasily
Enhancedcustomerexperiencestreamlinedorderplacementbasedonsavedpreferencesaswellaspersonalizedrewardsforrepeatorders,withrapidfulfillmentofcustomizedsaladordersenabledby“InfiniteKitchen”
3233
LearningsfromLeaders|Retail
Whataresamplewaystoelevatethe
cross-channelcustomerexperienceinRetail?
Discover
Exclusiveorearlyaccess
tonewproducts
Explore
Inspirationalcontentpersonalizedforindividualmissions
Post-Purchase
Customersurveysandsupplementarycontent
Re-Order
Tailoredinterfaceforloyalty
members(e.g.,re-orderreminders)
Buy
Personalizedpromotions
basedonengagementbehavior
Increasedmedia
efficiencyandreachquality
Higherconversionthroughmission-basedrelevance
Increasedbasketsizeandreturnoninvestmentfrompromotions
Improvedsatisfactionandreactivationintent
Higherfrequencyandmemberretention
3435
Impactfrom
best-in-class
personalizationinRetail
+8%
increaseinloyaltymemberspend
3-5x
ROIfrom1:1offersvs.masspromotions
36ImagegeneratedbyAI.37
LearningsfromLeaders|Fashion&Luxury
SectorSpotlight:Fashion&Luxury
Elevatingmomentsofinspiration—from
stylingideastopurchaseandloyalty
KeyChallengesandOpportunities
casual,hybridlifestyleare
reshapingwhatcustomers
value—andhowtheyshop.Legacybrandsnowfacethechallengeofmaintaining
long-termbrandvitality
andaspiration,while
deliveringshort-termresultsinanenvironmentwhere
heavypromotionnolongerdrivesloyalty.
RedefiningLoyaltyThroughDigitalRelationships
FromMasstoMicro
FromHeritagetoHeadwinds
Direct-to-consumer
disruptorsandamore
Modernluxuryconsumersexpectpersonalized
clienteling,experientialperks,andtailoredoffers.
Butin-storeanddigitaljourneysoftenremaindisconnected—and
loyaltyprogramsstillfeeltransactional.
Asfashioncycles
accelerateandtradewars
putpressureoncosts,
brandsarere-lookinga
溫馨提示
- 1. 本站所有資源如無特殊說明,都需要本地電腦安裝OFFICE2007和PDF閱讀器。圖紙軟件為CAD,CAXA,PROE,UG,SolidWorks等.壓縮文件請下載最新的WinRAR軟件解壓。
- 2. 本站的文檔不包含任何第三方提供的附件圖紙等,如果需要附件,請聯(lián)系上傳者。文件的所有權益歸上傳用戶所有。
- 3. 本站RAR壓縮包中若帶圖紙,網(wǎng)頁內容里面會有圖紙預覽,若沒有圖紙預覽就沒有圖紙。
- 4. 未經(jīng)權益所有人同意不得將文件中的內容挪作商業(yè)或盈利用途。
- 5. 人人文庫網(wǎng)僅提供信息存儲空間,僅對用戶上傳內容的表現(xiàn)方式做保護處理,對用戶上傳分享的文檔內容本身不做任何修改或編輯,并不能對任何下載內容負責。
- 6. 下載文件中如有侵權或不適當內容,請與我們聯(lián)系,我們立即糾正。
- 7. 本站不保證下載資源的準確性、安全性和完整性, 同時也不承擔用戶因使用這些下載資源對自己和他人造成任何形式的傷害或損失。
最新文檔
- 化妝品研發(fā)工程師化妝品研發(fā)與品質管理績效評定表
- 嬰兒吸痰護理的研究進展
- 跨境電商倉儲協(xié)議(2025年供應鏈管理)
- 2025-2026人教版小學二年級語文上期末考試卷
- 2025-2026五年級信息技術上學期測試卷
- 腸道菌群丁酸代謝物與腸癌免疫治療
- 衛(wèi)生監(jiān)督所監(jiān)督管理制度
- 小學衛(wèi)生保健室教育制度
- 消納場環(huán)境衛(wèi)生管理制度
- 水產(chǎn)加工業(yè)衛(wèi)生制度
- 電烘箱設備安全操作規(guī)程手冊
- 2026云南昆明市公共交通有限責任公司總部職能部門員工遴選48人筆試模擬試題及答案解析
- 2025至2030中國數(shù)字經(jīng)濟產(chǎn)業(yè)發(fā)展現(xiàn)狀及未來趨勢分析報告
- 上海市松江區(qū)2025-2026學年八年級(上)期末化學試卷(含答案)
- 導管室護理新技術
- 中國信通服務:2025算力運維體系技術白皮書
- 2026年焦作大學單招試題附答案
- 電力行業(yè)五新技術知識點梳理
- 《DLT 849.1-2004電力設備專用測試儀器通 用技術條件 第1部分:電纜故障閃測儀》專題研究報告 深度
- 餐飲業(yè)店長運營效率考核表
- 超市安全生產(chǎn)協(xié)議書
評論
0/150
提交評論