A Review of Usage and Applications of Social Media Analytics

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This paper presents the report of a social media analytics (SMA) review. The review conducted to find out the methods and tools used in ... SubmitaManuscript JournalofInformationSystemsEngineeringandManagement JOURNALARCHIVE Volume7(2022) Issue1 Volume6(2021) Issue4 Issue3 Issue2 Issue1 Volume5(2020) Issue4 Issue3 Issue2 Issue1 Volume4(2019) Issue4 Issue3 Issue2 Issue1 Volume3(2018) Issue4 Issue3 Issue2 Issue1 Volume2(2017) Issue4 Issue3 Issue2 Issue1 Volume1(2016) Issue4 Issue3 Issue2 Issue1 Home 2021-Volume6Issue3 em0141 AReviewofUsageandApplicationsofSocialMediaAnalytics ShadrackStephenMadila1*,MussaAllyDida1,ShubiKaijage1MoreDetail1SchoolofComputational&CommunicationScienceandEngineering(CoCSE)NelsonMandelaAfricanInstitutionofScienceandTechnology(NM-AIST),TANZANIA*CorrespondingAuthor FullText(PDF) ReviewArticle JournalofInformationSystemsEngineeringandManagement,2021-Volume6Issue3,ArticleNo:em0141https://doi.org/10.21601/jisem/10958 PublishedOnline:28May2021 Views:790|Downloads:490 OpenAccess Howtocitethisarticle APA6thedition In-textcitation:(Madilaetal.,2021) Reference:Madila,S.S.,Dida,M.A.,&Kaijage,S.(2021).AReviewofUsageandApplicationsofSocialMediaAnalytics.JournalofInformationSystemsEngineeringandManagement,6(3),em0141.https://doi.org/10.21601/jisem/10958 Vancouver In-textcitation:(1),(2),(3),etc. Reference:MadilaSS,DidaMA,KaijageS.AReviewofUsageandApplicationsofSocialMediaAnalytics.JINFORMSYSTEMSENG.2021;6(3):em0141.https://doi.org/10.21601/jisem/10958 AMA10thedition In-textcitation:(1),(2),(3),etc. Reference:MadilaSS,DidaMA,KaijageS.AReviewofUsageandApplicationsofSocialMediaAnalytics.JINFORMSYSTEMSENG.2021;6(3),em0141.https://doi.org/10.21601/jisem/10958 Chicago In-textcitation:(Madilaetal.,2021) Reference:Madila,ShadrackStephen,MussaAllyDida,andShubiKaijage."AReviewofUsageandApplicationsofSocialMediaAnalytics".JournalofInformationSystemsEngineeringandManagement20216no.3(2021):em0141.https://doi.org/10.21601/jisem/10958 Harvard In-textcitation:(Madilaetal.,2021) Reference:Madila,S.S.,Dida,M.A.,andKaijage,S.(2021).AReviewofUsageandApplicationsofSocialMediaAnalytics.JournalofInformationSystemsEngineeringandManagement,6(3),em0141.https://doi.org/10.21601/jisem/10958 MLA In-textcitation:(Madilaetal.,2021) Reference:Madila,ShadrackStephenetal."AReviewofUsageandApplicationsofSocialMediaAnalytics".JournalofInformationSystemsEngineeringandManagement,vol.6,no.3,2021,em0141.https://doi.org/10.21601/jisem/10958 ABSTRACT Thispaperpresentsthereportofasocialmediaanalytics(SMA)review.Thereviewconductedtofindoutthemethodsandtoolsusedinsocialmediaanalytics,typesofsocialmediaplatformswhichtheSMAareperformedandthefieldwhichSMAhasbeenperformed.Socialmediacontainsalotofuseruploadeddataindifferentformatsliketext,images,photos,videoetc.Theselargevolumesofdataareconvertedinmeaningfulinformationwhichcanbeunderstoodusingdifferentmethodsandtoolswhicharecalledsocialmediaanalytics.Aliteraturereviewofarticlespublishedbetween2010-2020hasbeenconductedusingarticlesobtainedfromreputabledatabasesIEEEXplore,ACMdigital,Emeraldinsight,SpringerLinkandSciencedirect.Anumberof44articleshavebeenselectedforreviewfrom110retrievedpapers.Thepaperhasbeenreviewedaccordingtothestudyobjectives.ThestudyfoundthatSMAtoolsandtechniqueswhichhavebeenusedaresentimentanalysis,youtubeanalytics,visibleintelligence,IBMWatsontoolandpredictivemodels.Thesocialmediaplatformswhichweremostlyusedaretwitter,facebook,youtube,tripadvisorandblogs.SMAhasbeenobservedindifferentfieldslikeagriculture,politics,health,socialandbusinesssector. KEYWORDS socialmediasocialmediaanalysissentimentanalysis REFERENCES AlKubaizi,R.,Al-Otaibi,S.,AlWashigry,B.,AlSuhaim,E.,AlSughayer,J.andAlJumaiah,R.(2018).MiningExpertiseUsingSocialMediaAnalytics.20181stInternationalConferenceonComputerApplications&InformationSecurity(ICCAIS),Riyadh.https://doi.org/10.1109/CAIS.2018.8442014 Babu,A.G.,Kumari,S.S.andKamakshaiah,K.(2017).AnExperimentalAnalysisofClusteringSentimentsforOpinionMining.Proceedingsofthe2017InternationalConferenceonMachineLearningandSoftComputing-ICMLSC‘17.https://doi.org/10.1145/3036290.3036318 Barrelet,C.J.,Kuzulugil,S.S.andBener,A.B.(2016).TheTwitterBullishnessIndex.Proceedingsofthe20thInternationalDatabaseEngineering&ApplicationsSymposiumon-IDEAS‘16.https://doi.org/10.1145/2938503.2938508 Beigi,G.,Hu,X.,Maciejewski,R.andLiu,H.(2016).AnOverviewofSentimentAnalysisinSocialMediaandItsApplicationsinDisasterRelief.StudiesinComputationalIntelligence,313-340.https://doi.org/10.1007/978-3-319-30319-2_13 Bukhari,I.,Wojtalewicz,C.,VorvoreanuM.andDietz,J.E.(2012).Socialmediauseforlargeeventmanagement:TheapplicationofsocialmediaanalytictoolsfortheSuperBowlXLVI.2012IEEEConferenceonTechnologiesforHomelandSecurity(HST),Waltham,MA,pp.24-29.https://doi.org/10.1109/THS.2012.6459821 BuusLassen,N.,laCour,L.andVatrapu,R.(2017).PredictiveAnalyticswithSocialMediaData.InL.Sloan&A.Quan-Haase(Eds.),TheSAGEHandbookofSocialMediaResearchMethods(pp.328-341).London:SAGEPublications.https://doi.org/10.4135/9781473983847.n20 Chang,Y.-C.,Ku,C.-H.andChen,C.-H.(2017).Socialmediaanalytics:ExtractingandvisualizingHiltonhotelratingsandreviewsfromTripAdvisor.InternationalJournalofInformationManagement,48,263-279.https://doi.org/10.1016/j.ijinfomgt.2017.11.001 Chumwatana,T.andWongkolkitsilp,T.(2019).UsingClassificationTechniqueforCustomerRelationshipManagementbasedonThaiSocialMediaData.InProceedingsofthe201911thInternationalConferenceonComputerandAutomationEngineering(ICCAE2019).AssociationforComputingMachinery,NewYork,NY,USA,pp.7-11.https://doi.org/10.1145/3313991.3314010 Culotta,A.(2010).TowardsdetectinginfluenzaepidemicsbyanalyzingTwittermessages.ProceedingsoftheFirstWorkshoponSocialMediaAnalytics-SOMA‘10.https://doi.org/10.1145/1964858.1964874 Cvijikj,I.P.andMichahelles,F.(2011).Understandingsocialmediamarketing.Proceedingsofthe15thInternationalAcademicMindTrekConferenceonEnvisioningFutureMediaEnvironments-MindTrek‘11.https://doi.org/10.1145/2181037.2181066 Dahal,B.,Kumar,S.A.P.andLi,Z.(2019).Topicmodelingandsentimentanalysisofglobalclimatechangetweets.SocialNetworkAnalysisandMining,9,24.https://doi.org/10.1007/s13278-019-0568-8 Das,M.andDas,G.(2015).Structuredanalyticsinsocialmedia.ProceedingsoftheVLDBEndowment,8(12),2046-2047.https://doi.org/10.14778/2824032.2824135 delRocíoBonillaQuijada,M.,Arriaga,J.L.D.O.andDomingo,D.A.(2020).Insightsintouserengagementonsocialmedia.Findingsfromtwofashionretailers.ElectronMarkets.https://doi.org/10.1007/s12525-020-00429-0 Dias,D.S.,WelikalaM.D.andDias,N.G.J.(2018).IdentifyingRacistSocialMediaCommentsinSinhalaLanguageUsingTextAnalyticsModelswithMachineLearning.201818thInternationalConferenceonAdvancesinICTforEmergingRegions(ICTer),Colombo,SriLanka.https://doi.org/10.1109/ICTER.2018.8615492 Domínguez-Navarro,S.andGonzález-Rodríguez,M.(2020).SocialMediamanagerialimplicationsforbudgetaccommodationvenues:useofSocialMediaplatformsmoreeffectivelyandefficiently.Quality&Quantity,54,1671-1689.https://doi.org/10.1007/s11135-019-00932-3 Dong,H.,HalemM.andZhou,S.(2013).SocialMediaDataAnalyticsAppliedtoHurricaneSandy.2013InternationalConferenceonSocialComputing,Alexandria,VA.https://doi.org/10.1109/SocialCom.2013.152 Drus,D.andKhalid,H.(2019).Sentimentanalysisinsocialmediaanditsapplication:Systematicliteraturereview.ProcediaComputerScience,161,707-714,https://doi.org/10.1016/j.procs.2019.11.174 Ghosh,S.,Srijith,P.K.andDesarkar,M.S.(2017).Usingsocialmediaforclassifyingactionableinsightsindisasterscenario.InternationalJournalofAdvancesinEngineeringSciencesandAppliedMathematics,9(4),224-237.https://doi.org/10.1007/s12572-017-0197-2 Ghriga,M.,Shang,R.andShurriah,R.(2016).Discoveringcommunitydevelopmentinformationfromsocialmedia:asocialmediaanalyticsprojectusingIBMBlueMix:facultyposterabstract.JournalofComputingSciencesinColleges,31(6),52-54. He,W.,Tian,X.andWang,F.-K.(2019).Innovatingthecustomerloyaltyprogramwithsocialmedia:Acasestudyofbestpracticesusinganalyticstools.JournalofEnterpriseInformationManagement,32(5),807-823.https://doi.org/10.1108/JEIM-10-2018-0224 He,W.,Tian,X.,Tao,R.,Zhang,W.,Yan,G.andAkula,V.(2017).Applicationofsocialmediaanalytics:acaseofanalyzingonlinehotelreviews.OnlineInformationReview,41(7),921-935.https://doi.org/10.1108/OIR-07-2016-0201 HongY.andSinnottR.O.(2018)ASocialMediaPlatformforInfectiousDiseaseAnalytics.In:O.Gervasietal.(Eds.),ComputationalScienceandItsApplications–ICCSA2018.ICCSA2018.LectureNotesinComputerScience(vol.10960).Springer,Cham.https://doi.org/10.1007/978-3-319-95162-1_36 IndrawatiandAlamsyah,A.(2017).SocialnetworkdataanalyticsformarketsegmentationinIndonesiantelecommunicationsindustry.20175thInternationalConferenceonInformationandCommunicationTechnology(ICoIC7),MalaccaCity,pp.1-5.https://doi.org/10.1109/ICoICT.2017.8074677 Jain,A.K.,Kumar,A.,Garg,J.,Patange,U.andJalan,P.(2015).TraffTrend.Proceedingsofthe2ndIKDDConferenceonDataSciences-CODS-IKDD‘15.https://doi.org/10.1145/2778865.2778875 Jansen,B.J.,Jung,S.,Salminen,J.,AnJ.andKwa,H.(2017).LeveragingSocialAnalyticsDataforIdentifyingCustomerSegmentsforOnlineNewsMedia.2017IEEE/ACS14thInternationalConferenceonComputerSystemsandApplications(AICCSA),Hammamet,pp.463-468.https://doi.org/10.1109/AICCSA.2017.64 Kannan,R.,Govindasamy,M.A.,Soon,L.andRamakrishnan,K.(2018).SocialMediaAnalyticsforDengueMonitoringinMalaysia.20188thIEEEInternationalConferenceonControlSystem,ComputingandEngineering(ICCSCE),Penang,Malaysia.https://doi.org/10.1109/ICCSCE.2018.8685028 Khaleq,A.A.andRa,I.(2018).TwitterAnalyticsforDisasterRelevanceandDisasterPhaseDiscovery.AdvancesinIntelligentSystemsandComputing,pp.401-417.https://doi.org/10.1007/978-3-030-02686-8_31 Kursuncu,U.,Gaur,M.,Lokala,U.,Thirunarayan,K.,Sheth,A.andArpinar,I.B.(2018).PredictiveAnalysisonTwitter:TechniquesandApplications.EmergingResearchChallengesandOpportunitiesinComputationalSocialNetworkAnalysisandMining,pp.67-104.https://doi.org/10.1007/978-3-319-94105-9_4 Martinez,L.S.,Tsou,M.-H.andSpitzberg,B.H.(2019).Acasestudyinbeliefsurveillance,sentimentanalysis,andidentificationofinformationaltargetsfore-cigarettesinterventions.Proceedingsofthe10thInternationalConferenceonSocialMediaandSociety-SMSociety‘19.https://doi.org/10.1145/3328529.3328540 Palmatier,R.W.,Houston,M.B.andHulland,J.(2018).Reviewarticles:purpose,process,andstructure.JournaloftheAcademyofMarketingScience,46,1-5.https://doi.org/10.1007/s11747-017-0563-4 Park,S.B.,Jang,J.andOk,C.M.(2016).AnalyzingTwittertoexploreperceptionsofAsianrestaurants.JournalofHospitalityandTourismTechnology,7(4),405-422.https://doi.org/10.1108/JHTT-08-2016-0042 Peña-Araya,V.,Quezada,M.,Poblete,B.andParra,D.(2017).Gaininghistoricalandinternationalrelationsinsightsfromsocialmedia:spatio-temporalreal-worldnewsanalysisusingTwitter.EPJDataScience,6(1),25.https://doi.org/10.1140/epjds/s13688-017-0122-8 Rahmani,A.,Chen,A.,Sarhan,A.,Jida,J.,Rifaie,M.andAlhajj,R.(2014).Socialmediaanalysisandsummarizationforopinionmining:abusinesscasestudy.SocialNetworkAnalysisandMining,4(1),171.https://doi.org/10.1007/s13278-014-0171-y Sachdeva,S.andMcCaffrey,S.(2018).UsingSocialMediatoPredictAirPollutionduringCaliforniaWildfires.Proceedingsofthe9thInternationalConferenceonSocialMediaandSociety-SMSociety‘18.https://doi.org/10.1145/3217804.3217946 Santander,P.,Alfaro,R.,Allende-Cid,H.,Elortegui,C.andGonzálezArias,C.(2020).Analyzingsocialmedia,analyzingthesocial?Amethodologicaldiscussionaboutthedemoscopicandpredictivepotentialofsocialmedia.Quality&Quantity,54,903-923.https://doi.org/10.1007/s11135-020-00965-z Saravanan,M.andPerepu,S.K.(2019).RealizingSocial-Media-BasedAnalyticsforSmartAgriculture.ReviewofSocionetworkStrategies,13,33-53.https://doi.org/10.1007/s12626-019-00035-3 Sijtsma,B.,Qvarfordt,P.andChen,F.(2016).Tweetviz.Visualizingtweetsforbusinessintelligence.Proceedingsofthe39thInternationalACMSIGIRConferenceonResearchandDevelopmentinInformationRetrieval-SIGIR‘16.https://doi.org/10.1145/2911451.2911470 Singh,A.,Shukla,N.andMishra,N.(2018).Socialmediadataanalyticstoimprovesupplychainmanagementinfoodindustries.TransportationResearchPartE:LogisticsandTransportationReview,114,398-415.https://doi.org/10.1016/j.tre.2017.05.008 Stieglitz,S.andDang-Xuan,L.(2012).Socialmediaandpoliticalcommunication:asocialmediaanalyticsframework.SocialNetworkAnalysisandMining,3(4),1277-1291.https://doi.org/10.1007/s13278-012-0079-3 Stieglitz,S.,Dang-Xuan,L.,Bruns,A.andNeuberger,C.(2014).SocialMediaAnalytics.Business&InformationSystemsEngineering,6(2),89-96.https://doi.org/10.1007/s12599-014-0315-7 Su,C.andChen,Y.(2016).SocialMediaAnalyticsBasedProductImprovementFramework.2016InternationalSymposiumonComputer,ConsumerandControl(IS3C),Xi’an,pp.393-396.https://doi.org/10.1109/IS3C.2016.107 Tian,X.,He,W.,Tang,C.,Li,L.,Xu,H.andSelover,D.(2019).Anewapproachofsocialmediaanalyticstopredictservicequality:evidencefromtheairlineindustry.JournalofEnterpriseInformationManagement,33(1),51-70.https://doi.org/10.1108/JEIM-03-2019-0086 Udanor,C.andAnyanwu,C.C.(2019).Combatingthechallengesofsocialmediahatespeechinapolarizedsociety:ATwitteregolexalyticsapproach.DataTechnologiesandApplications,53(4),501-527.https://doi.org/10.1108/DTA-01-2019-0007 Udanor,C.,Aneke,S.andOgbuokiri,B.O.(2016).Determiningsocialmediaimpactonthepoliticsofdevelopingcountriesusingsocialnetworkanalytics.Program:electroniclibraryandinformationsystems,50(4),481-507.https://doi.org/10.1108/PROG-02-2016-0011 VonHoffen,M.,Hagge,M.,Betzing,J.H.andChasin,F.(2017).Leveragingsocialmediatogaininsightsintoservicedelivery:astudyonAirbnb.InformationSystemsande-BusinessManagement,16(2),247-269.https://doi.org/10.1007/s10257-017-0358-7 Vorvoreanu,M.,Boisvenue,G.A.,Wojtalewicz,C.J.andDietz,E.J.(2013).Socialmediamarketinganalytics:Acasestudyofthepublic’sperceptionofIndianapolisasSuperBowlXLVIhostcity.JournalofDirect,DataandDigitalMarketingPractice,14(4),321-328.https://doi.org/10.1057/dddmp.2013.18 Weiler,A.,Scholl,M.H.,Wanner,F.andRohrdantz,C.(2013).Eventidentificationforlocalareasusingsocialmediastreamingdata.ProceedingsoftheACMSIGMODWorkshoponDatabasesandSocialNetworks-DBSocial‘13.https://doi.org/10.1145/2484702.2484703 WuHe,XinTian,RanTao,WeidongZhang,GongjunYan,VasudevaAkula,(2017).Applicationofsocialmediaanalytics:acaseofanalyzingonlinehotelreviews.OnlineInformationReview,41(7),921-935.https://doi.org/10.1108/OIR-07-2016-0201 Wu,G.J.,Xu,Z.,Tajdini,S.,Zhang,J.andSong,L.(2019).Unlockingvaluethroughanextendedsocialmediaanalyticsframework:Insightsfornewproductadoption.QualitativeMarketResearch,22(2),161-179.https://doi.org/10.1108/QMR-01-2017-0044 Xiang,Z.,Du,Q.,Ma,Y.andFan,W.(2017).Acomparativeanalysisofmajoronlinereviewplatforms:implicationsforsocialmediaanalyticsinhospitalityandtourism.TourismManagement,58,51-65.https://doi.org/10.1016/j.tourman.2016.10.001 Xiang,Z.,Schwartz,Z.andUysal,M.(2016).MarketIntelligence:SocialMediaAnalyticsandHotelOnlineReviews.TourismontheVerge,281-295.https://doi.org/10.1007/978-3-319-44263-1_16 Xu,Z.,Lachlan,K.,Ellis,L.andRainear,A.M.(2019).Understandingpublicopinionindifferentdisasterstages:acasestudyofHurricaneIrma.InternetResearch.30(2),695-709.https://doi.org/10.1108/INTR-12-2018-0517 YuhengHu,AjitaJohn,andDoreeDuncanSeligmann.2011.Eventanalyticsviasocialmedia.InProceedingsofthe2011ACMworkshoponSocialandbehaviouralnetworkedmediaaccess(SBNMA‘11).AssociationforComputingMachinery,NewYork,NY,USA,39-44.https://doi.org/10.1145/2072627.2072638 Zeng,D.,Chen,H.,Lusch,R.andLi,S.-H.(2010).SocialMediaAnalyticsandIntelligence.IntelligentSystems,26(6),13-16.https://doi.org/10.1109/MIS.2010.151 LICENSE ThisisanopenaccessarticledistributedundertheCreativeCommonsAttributionLicensewhichpermitsunrestricteduse,distribution,andreproductioninanymedium,providedtheoriginalworkisproperlycited. 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