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JAMAHealthForumTM
ResearchLetter|AIinHealthPolicy
AdoptionofArtificialIntelligenceintheHealthCareSector
ThuyD.Nguyen,PhD;ChristopherM.Whaley,PhD;KosaliSimon,PhD;NeilMehta,BS;HaoYu,PhD;RyanK.McBain,PhD,MPH;AteevMehrotra,MD,MPH;JonathanH.Cantor,PhD
Introduction
Adoptionofartificialintelligence(AI)isexpectedtohaveimportantimplicationsforhealthcare
deliveryandworkforce.1AIcanshapepatienteducationandengagement,streamline
documentation,andassistclinicianswithinformationsynthesis.2However,therearelimiteddataonreal-timetrendsofAIadoptioninthehealthcaresectorandhowthiscompareswithothersectorsoftheeconomy.3Tofillthisknowledgegap,wecomparedAIuseinhealthcarevsothersectorsfrom2023to2025.
Methods
WeanalyzedtheUSCensusBureau’sBusinessTrendsandOutlookSurvey(BTOS)toexamine
changesinAIusefromSeptember2023toMay2025.4InaccordancewiththeCommonRule,thiscross-sectionalstudywasexemptfromethicsreviewandinformedconsentbecauseitused
deidentified,publiclyavailableBTOSdata.Wefollowedthe
STROBE
reportingguideline.
TheBTOSasks1.2millionparticipatingfirmsannuallyabouttheircurrentuseofAIforbusinesspurposes.Specifically,firmsareasked,“Inthelasttwoweeks,didthisbusinessuse…[AI]in
producinggoodsorservices?(ExamplesofAI:machinelearning,naturallanguageprocessing,virtualagents,voicerecognition,etc.).”TheNorthAmericanIndustryClassificationSystemcodesusedtoidentifyeachsectorandhealthcaresubsectorsaredescribedintheeMethodsin
Supplement1
.WereportedunadjustedbiweeklytrendsinthepercentageoffirmsrespondingyestousingAIinthe
healthcarevsselectothersectors.
WeperformedpiecewiselinearregressionwiththenlhockeyprograminStata(StataCorp)toidentifythebreakpointinbiweeklyAIusetrends.WethenconductedaninterruptedtimeseriesanalysistoassesschangesintheslopeofAIuse.AnalyseswereconductedwithStata,version18.0.Two-sidedhypothesistestswereusedwithasignificancelevelof.05(P<.05).
Results
BetweenSeptember2023andMay2025,themean(SD)AIuseinhealthcarebyfirmswas5.9%
(1.6%;119300firm-levelresponses)andincreasedovertime.In2025,AIuseinhealthcare(8.3%)wasstilllowerthaninothersectors,suchasfinanceandinsurance(11.6%);education(15.1%);
professional,scientific,andtechnicalservices(19.2%);andinformationservices(23.2%)(Figure,A).TheestimatedbreakpointinAIusetrendsinthehealthcaresectorwasDecember30,2024,to
January12,2025(Figure,B;Table).Atthistransition,theslopeshiftedsignificantlyfromnearlyflatin2023through2024(biweeklypercentageincrease:0.005%;95%CI,0.004%-0.007%)to
graduallyincreasing(0.03%;95%CI,0.02%-0.03%)—a481.5%change.
Withinhealthcare,thelargestgainswereforoutpatientandambulatorycare(Figure,C),wherethepercentageoffirmsusingAIincreasedfrom4.6%in2023to8.7%in2025.Nursingand
residentialcarefacilitiesexperiencedmorelimitedgrowth:3.1%in2023to4.5%in2025.
+
Supplementalcontent
Authoraffiliationsandarticleinformationarelistedattheendofthisarticle.
OpenAccess.ThisisanopenaccessarticledistributedunderthetermsoftheCC-BYLicense.
JAMAHealthForum.2025;6(11):e255029.doi:10.1001/jamahealthforum.2025.5029November21,20251/4
JAMAHealthForum.2025;6(11):e255029.doi:10.1001/jamahealthforum.2025.5029(Reprinted)November21,20252/4
JAMAHealthForum|ResearchLetterAdoptionofArtificialIntelligenceintheHealthCareSector
Discussion
TimelyestimatesofAIuseamongUSfirmsindicatethat,whileAIadoptioninhealthcarelagsbehindothersectors,ithasbeenrapidlyincreasingsince2023,particularlyamongoutpatientand
ambulatoryorganizations.FutureresearchisnecessarytounderstandthereasonsandconsequencesoflowerrateofAIadoptioninhealthcare,particularlyincertainsubsectors,suchasnursingand
residentialcarefacilities.
Figure.TrendsinArtificialIntelligence(AI)UseinHealthCarevsNon-HealthCareSectors
Firms,%
30
25
20
15
10
5
0
AFirmscurrentlyusingAI
Informationservices
Education
Financeandinsurance
Professional,scientific,andtechnicalservices
Healthcare
SepOctNovDec11964
JanJanFebMarAprMayJunJulAugSepOctNovDecDecJanFebMarAprMay129262522201715129742302724242119
2023
20242025
Firstdateofbiweeklydatacollection
B
ChangeinAIusetrajectoryinhealthcare,2023-2024vs2025
15
Firms,%
10
5
0
Actual
Estimated
SepOctNovDec11964
JanJanFebMarAprMayJunJulAugSepOctNovDecDecJanFebMarAprMay129262522201715129742302724242119
2023
20242025
Firstdateofbiweeklydatacollection
C
FirmscurrentlyusingAIinhealthcarebysubsector
15
10
Firms,%
5
0
A,Theresponseestimateisplottedforthepercentageoffirmsansweringyestothequestion:“Inthelasttwoweeks,didthisbusinessuse…[AI]inproducinggoodsorservices?(ExamplesofAI:machinelearning,naturallanguageprocessing,virtualagents,voicerecognition,etc.).”B,Theestimatedvaluesarecalculatedfrom
ordinaryleastsquaresregressionsofthepercentageoffirmsusingAIonbiweeklytrendsbeforeandaftertheestimatedbreakpointonDecember30,2024.C,TheUSCensusBureausuppressedpercentageestimates
fornursingandresidentialcarefacilitiesforspecificperiods,aswellasforhospitalsacrossallperiods,duetoconfidentialityreasons.
Outpatientandambulatory
Nursingandresidential
SepOctNovDec11964
JanJanFebMarAprMayJunJulAugSepOctNovDecDecJanFebMarAprMay129262522201715129742302724242119
2023
20242025
Firstdateofbiweeklydatacollection
JAMAHealthForum|ResearchLetterAdoptionofArtificialIntelligenceintheHealthCareSector
JAMAHealthForum.2025;6(11):e255029.doi:10.1001/jamahealthforum.2025.5029(Reprinted)November21,20253/4
Table.ChangesinPercentageof119300Firm-LevelResponsesonCurrentUseofArtificialIntelligence(AI)intheHealthCareSectora
FirmscurrentlyusingAI,value(95%CI),%
Intercept
Beforebreakpointb
6.5(6.1-6.8)
Afterbreakpointb
6.3(5.7-6.9)
Changeinlevel
?0.2
Pvalue
.56
Biweeklychange
Beforebreakpoint
0.005(0.004-0.007)
Afterbreakpoint
0.03(0.02-0.03)
Changeinbiweeklyslope
0.02
Pvalue
<.001
Dependentvariablemean(SD)
5.9(1.6)
TheAIadoptionrateobservedinthisstudyislowerthanestimatesinpreviousnationalstudiesfocusingonwell-resourcedorganizations5andhospitals.6Forexample,Poonetal5examinedstagesofAIadoptioninhealthcareorganizationsfromdevelopmenttofulldeploymentandfoundthat0%to48%oftheseorganizationsreportedfullimplementationamongusecasecategories.Incontrast,theBTOStracksuseofAIinproducinggoodsandservicesbysurveyingabroaderrangeof
organizationsacrossvarioussectorsandemploymentsizes,includingsmallerfirms.Astudy
limitationisthatBTOSsubestimatesforhospitalsforthestudyperiodaresuppressedbytheUS
CensusBureauduetoconfidentialityreasons.RapidadoptionofAIinhealthcarehighlightsthe
urgentneedforactivemonitoringandeffectiveregulationstoensuresafeandefficientdeploymentofAIinpatientcare.
ARTICLEINFORMATION
AcceptedforPublication:September10,2025.
Published:November21,2025.doi
:10.1001/jamahealthforum.2025.5029
OpenAccess:Thisisanopenaccessarticledistributedunderthetermsofthe
CC-BYLicense
.?2025NguyenTDetal.JAMAHealthForum.
CorrespondingAuthor:ThuyD.Nguyen,PhD,DepartmentofHealthManagementandPolicy,UniversityofMichiganSchoolofPublicHealth,1415WashingtonHeights,AnnArbor,MI48109
(thuydn@
).
AuthorAffiliations:DepartmentofHealthManagementandPolicy,UniversityofMichigan,AnnArbor(Nguyen);DepartmentofHealthServices,Policy,andPractice,BrownUniversitySchoolofPublicHealth,Providence,RhodeIsland(Whaley,Mehta);O’NeillSchoolofPublicandEnvironmentalAffairs,IndianaUniversity,Bloomington
(Simon);DepartmentofPopulationMedicine,HarvardMedicalSchoolandHarvardPilgrimHealthCareInstitute,Boston,Massachusetts(Yu);RANDCorporation,Arlington,Virginia(McBain);DepartmentofHealthServices,
PolicyandPractice,BrownUniversitySchoolofPublicHealth,Providence,RhodeIsland(Mehrotra);RANDCorporation,SantaMonica,California(Cantor).
AuthorContributions:DrNguyenhadfullaccesstoallofthedatainthestudyandtakesresponsibilityfortheintegrityofthedataandtheaccuracyofthedataanalysis.
Conceptanddesign:Nguyen,Whaley,Simon,Mehrotra,Cantor.
Acquisition,analysis,orinterpretationofdata:Nguyen,Whaley,Mehta,Yu,McBain,Cantor.
Draftingofthemanuscript:Nguyen,Mehta,Cantor.
Criticalreviewofthemanuscriptforimportantintellectualcontent:Nguyen,Whaley,Simon,Yu,McBain,Mehrotra,Cantor.
Statisticalanalysis:Nguyen,Whaley,Mehta,Cantor.
Obtainedfunding:Whaley,Yu.
Administrative,technical,ormaterialsupport:Whaley,McBain.
Supervision:Yu,McBain,Mehrotra.
aTheestimatedmeans(intercepts)andbiweeklychangeslopewerecalculatedusingordinaryleastsquaresregressionofthepercentageoffirms
reportingcurrentuseofAIonbiweeklytrends.
bTheestimatedbreakpointwasDecember30,2024,toJanuary12,2025.
JAMAHealthForum|ResearchLetterAdoptionofArtificialIntelligenceintheHealthCareSector
JAMAHealthForum.2025;6(11):e255029.doi:10.1001/jamahealthforum.2025.5029(Reprinted)November21,20254/4
ConflictofInterestDisclosures:DrWhaleyreportedreceivinggrantsfromtheNationalInstituteonAging(NIA)duringtheconductofthestudy;grantsfromtheRobertWoodJohnsonFoundation,ArnoldVentures,the
CommonwealthFund,andPatientRightsAdvocates;andpersonalfeesfromICERandAnalysisGroupoutsidethesubmittedwork.DrYureportedreceivinggrantsfromtheNationalInstituteofMentalHealth(NIMH)duringtheconductofthestudyandgrantsfromtheNIMH,theNationalInstituteonAlcoholAbuseandAlcoholism,the
NationalInstituteofNursingResearch,andtheNationalInstituteonMinorityHealthandHealthDisparitiesoutsidethesubmittedwork.DrMehrotrareportedreceivinggrantsfromtheNationalInstitutesofHealthduringthe
conductofthestudyandpersonalfeesfromBlackOpalVenturesAdvisoryBoardoutsidethesubmittedwork.
DrCantorreportedreceivinggrantsfromtheNIMHduringtheconductofthestudy;grantsfromtheNIA;andpersonalfeesfromChestnutHealth,TheAspenInstitute,GovernmentAccountabilityOffice,andtheNIMH
outsidethesubmittedwork.Nootherdisclosureswerereported.
Funding/Support:ThisstudywasfundedbygrantR01AG073286fromtheNIA(DrWhaley)andgrantR01MH132551fromtheNIMH(DrYu).
RoleoftheFunder/Sponsor:Thefundershadnoroleinthedesignandconductofthestudy;collection,
management,analysis,andinterpretationofthedata;preparation,review,orapprovalofthemanuscript;anddecisiontosubmitthemanuscriptforpublication.
DataSharingStatement:See
Supplement2
.
AdditionalContributions:WethankMaddiePotter,BS,O'NeilSchoolof
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