{"id":"https://openalex.org/W4417399231","doi":"https://doi.org/10.29329/jsomer.57","title":"Social media analytics for investigations: A survey of recent trends, challenges and future research direction","display_name":"Social media analytics for investigations: A survey of recent trends, challenges and future research direction","publication_year":2025,"publication_date":"2025-12-04","ids":{"openalex":"https://openalex.org/W4417399231","doi":"https://doi.org/10.29329/jsomer.57"},"language":"en","primary_location":{"id":"doi:10.29329/jsomer.57","doi":"https://doi.org/10.29329/jsomer.57","is_oa":true,"landing_page_url":"https://doi.org/10.29329/jsomer.57","pdf_url":"https://jsomer.org/index.php/pub/article/download/57/42","source":{"id":"https://openalex.org/S5407047850","display_name":"Journal of Social Media Research","issn_l":"3062-0945","issn":["3062-0945"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Social Media Research","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jsomer.org/index.php/pub/article/download/57/42","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049596139","display_name":"Sarbagya Ratna Shakya","orcid":"https://orcid.org/0000-0001-8897-2776","observed_orcids":["https://orcid.org/0000-0001-8897-2776"]},"institutions":[{"id":"https://openalex.org/I163113649","display_name":"Eastern New Mexico University","ror":"https://ror.org/02xag2b27","country_code":"US","type":"education","lineage":["https://openalex.org/I163113649"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sarbagya Shakya","raw_affiliation_strings":["Eastern New Mexico University, USA"],"raw_orcid":"https://orcid.org/0000-0001-8897-2776","affiliations":[{"raw_affiliation_string":"Eastern New Mexico University, USA","institution_ids":["https://openalex.org/I163113649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052719691","display_name":"Edgar Ceh-Varela","orcid":"https://orcid.org/0000-0001-6277-2741","observed_orcids":["https://orcid.org/0000-0001-6277-2741"]},"institutions":[{"id":"https://openalex.org/I163113649","display_name":"Eastern New Mexico University","ror":"https://ror.org/02xag2b27","country_code":"US","type":"education","lineage":["https://openalex.org/I163113649"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edgar Ceh-Varela","raw_affiliation_strings":["Eastern New Mexico University, USA"],"raw_orcid":"https://orcid.org/0000-0001-6277-2741","affiliations":[{"raw_affiliation_string":"Eastern New Mexico University, USA","institution_ids":["https://openalex.org/I163113649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I163113649"],"apc_list":null,"apc_paid":null,"fwci":1.7586,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.84973225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"2","issue":"4","first_page":"297","last_page":"318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":0.7577999830245972,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":0.7577999830245972,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12519","display_name":"Cybercrime and Law Enforcement Studies","score":0.10400000214576721,"subfield":{"id":"https://openalex.org/subfields/3308","display_name":"Law"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12380","display_name":"Authorship Attribution and Profiling","score":0.03819999843835831,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/social-media-analytics","display_name":"social media analytics","score":0.9990000128746033},{"id":"https://openalex.org/keywords/criminal-investigation","display_name":"criminal investigation","score":0.7590000033378601},{"id":"https://openalex.org/keywords/government-investigation","display_name":"government investigation","score":0.652999997138977},{"id":"https://openalex.org/keywords/suspect-identification","display_name":"suspect identification","score":0.972000002861023},{"id":"https://openalex.org/keywords/evidence-collection","display_name":"evidence collection","score":0.8059999942779541},{"id":"https://openalex.org/keywords/crime-prevention","display_name":"crime prevention","score":0.828000009059906},{"id":"https://openalex.org/keywords/misinformation","display_name":"misinformation","score":0.9089999794960022},{"id":"https://openalex.org/keywords/data-representativeness","display_name":"data representativeness","score":0.8970000147819519},{"id":"https://openalex.org/keywords/ethical-and-legal-issues","display_name":"legal and ethical issues","score":0.7039999961853027},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"privacy preservation","score":0.7580000162124634},{"id":"https://openalex.org/keywords/multimodal-analysis","display_name":"multimodal analysis","score":0.7149999737739563},{"id":"https://openalex.org/keywords/bias-mitigation","display_name":"bias mitigation","score":0.7960000038146973}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6747999787330627},{"id":"https://openalex.org/C2778729106","wikidata":"https://www.wikidata.org/wiki/Q1140126","display_name":"Social media analytics","level":3,"score":0.6560999751091003},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.5164999961853027},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5138000249862671},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5056999921798706},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.49880000948905945},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4244999885559082},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4088999927043915},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.40860000252723694},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.39959999918937683},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.3855000138282776},{"id":"https://openalex.org/C2778223634","wikidata":"https://www.wikidata.org/wiki/Q224952","display_name":"Suspect","level":2,"score":0.382099986076355},{"id":"https://openalex.org/C545860419","wikidata":"https://www.wikidata.org/wiki/Q5193251","display_name":"Cultural analytics","level":5,"score":0.3637999892234802},{"id":"https://openalex.org/C84418412","wikidata":"https://www.wikidata.org/wiki/Q3246940","display_name":"Digital forensics","level":2,"score":0.3504999876022339},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.3418000042438507},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.335999995470047},{"id":"https://openalex.org/C2776240099","wikidata":"https://www.wikidata.org/wiki/Q327018","display_name":"Interrogation","level":2,"score":0.32820001244544983},{"id":"https://openalex.org/C117660856","wikidata":"https://www.wikidata.org/wiki/Q1964968","display_name":"Criminal investigation","level":2,"score":0.31610000133514404},{"id":"https://openalex.org/C69360830","wikidata":"https://www.wikidata.org/wiki/Q1172237","display_name":"Data Protection Act 1998","level":2,"score":0.29679998755455017},{"id":"https://openalex.org/C2986663376","wikidata":"https://www.wikidata.org/wiki/Q9465","display_name":"Ethical issues","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C2776876444","wikidata":"https://www.wikidata.org/wiki/Q2845200","display_name":"Crime analysis","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.26579999923706055},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.26440000534057617},{"id":"https://openalex.org/C2779390178","wikidata":"https://www.wikidata.org/wiki/Q29137","display_name":"Cybercrime","level":3,"score":0.2567000091075897}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.29329/jsomer.57","doi":"https://doi.org/10.29329/jsomer.57","is_oa":true,"landing_page_url":"https://doi.org/10.29329/jsomer.57","pdf_url":"https://jsomer.org/index.php/pub/article/download/57/42","source":{"id":"https://openalex.org/S5407047850","display_name":"Journal of Social Media Research","issn_l":"3062-0945","issn":["3062-0945"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Social Media Research","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:145dad9a9f924fcea57e743df926ebbd","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/145dad9a9f924fcea57e743df926ebbd","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Social Media Research, Vol 2, Iss 4 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.29329/jsomer.57","doi":"https://doi.org/10.29329/jsomer.57","is_oa":true,"landing_page_url":"https://doi.org/10.29329/jsomer.57","pdf_url":"https://jsomer.org/index.php/pub/article/download/57/42","source":{"id":"https://openalex.org/S5407047850","display_name":"Journal of Social Media Research","issn_l":"3062-0945","issn":["3062-0945"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Social Media Research","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, justice, and strong institutions","score":0.6601999998092651}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4417399231.pdf","grobid_xml":"https://content.openalex.org/works/W4417399231.grobid-xml"},"referenced_works_count":86,"referenced_works":["https://openalex.org/W117897634","https://openalex.org/W196811134","https://openalex.org/W1634081729","https://openalex.org/W1772235642","https://openalex.org/W2017188804","https://openalex.org/W2046173508","https://openalex.org/W2102861780","https://openalex.org/W2117332520","https://openalex.org/W2241660235","https://openalex.org/W2559800028","https://openalex.org/W2565492514","https://openalex.org/W2579662346","https://openalex.org/W2601783998","https://openalex.org/W2739846959","https://openalex.org/W2759862312","https://openalex.org/W2772633599","https://openalex.org/W2780195716","https://openalex.org/W2803278180","https://openalex.org/W2886126134","https://openalex.org/W2888709517","https://openalex.org/W2896333463","https://openalex.org/W2899630330","https://openalex.org/W2902981776","https://openalex.org/W2916488982","https://openalex.org/W2921105637","https://openalex.org/W2940101950","https://openalex.org/W2946048558","https://openalex.org/W2993892828","https://openalex.org/W3005085321","https://openalex.org/W3032953872","https://openalex.org/W3042216955","https://openalex.org/W3092711260","https://openalex.org/W3092722276","https://openalex.org/W3100470160","https://openalex.org/W3108228772","https://openalex.org/W3112718522","https://openalex.org/W3129819880","https://openalex.org/W3133412948","https://openalex.org/W3136003884","https://openalex.org/W3158174949","https://openalex.org/W3171665573","https://openalex.org/W3174352460","https://openalex.org/W3174555685","https://openalex.org/W3177133594","https://openalex.org/W3190132795","https://openalex.org/W3196335171","https://openalex.org/W3197090291","https://openalex.org/W3207260819","https://openalex.org/W3214601099","https://openalex.org/W3215479623","https://openalex.org/W3215748564","https://openalex.org/W4200146754","https://openalex.org/W4206945280","https://openalex.org/W4210410888","https://openalex.org/W4224942095","https://openalex.org/W4244364499","https://openalex.org/W4281698477","https://openalex.org/W4283273478","https://openalex.org/W4284991023","https://openalex.org/W4285269271","https://openalex.org/W4286715920","https://openalex.org/W4292259045","https://openalex.org/W4295864911","https://openalex.org/W4296060402","https://openalex.org/W4297102146","https://openalex.org/W4306759050","https://openalex.org/W4307166351","https://openalex.org/W4313200181","https://openalex.org/W4313419051","https://openalex.org/W4316035373","https://openalex.org/W4324030804","https://openalex.org/W4327814656","https://openalex.org/W4378533351","https://openalex.org/W4384525616","https://openalex.org/W4384571709","https://openalex.org/W4385695151","https://openalex.org/W4386097643","https://openalex.org/W4386422394","https://openalex.org/W4386793404","https://openalex.org/W4388022217","https://openalex.org/W4389319704","https://openalex.org/W4390521467","https://openalex.org/W4391281528","https://openalex.org/W4392944628","https://openalex.org/W4394593419","https://openalex.org/W4404169344"],"related_works":["https://openalex.org/W4410058969","https://openalex.org/W587967366","https://openalex.org/W2780195716","https://openalex.org/W4225309854","https://openalex.org/W7208722209","https://openalex.org/W134765068","https://openalex.org/W2523776954","https://openalex.org/W3174352460","https://openalex.org/W4214582108","https://openalex.org/W7131854820"],"abstract_inverted_index":{"Social":[0],"media":[1,29,51,78,165],"analytics":[2,166],"has":[3,36],"emerged":[4],"as":[5],"a":[6],"critical":[7],"tool":[8],"for":[9,92,139,167],"investigations,":[10,84],"providing":[11],"valuable":[12],"insights":[13],"into":[14],"user":[15,62],"interactions,":[16],"trends,":[17],"and":[18,42,59,65,95,112,127,149,161],"behaviors":[19],"across":[20],"various":[21],"platforms.":[22],"With":[23],"over":[24],"4.76":[25],"billion":[26],"active":[27],"social":[28,50,77,164],"users":[30],"globally,":[31],"this":[32],"vast":[33],"data":[34,56,93,121],"source":[35],"proven":[37],"useful":[38],"in":[39,76,83],"government":[40],"investigations":[41],"criminal":[43,109],"litigations.":[44],"However,":[45,116],"extracting":[46],"reliable":[47],"information":[48],"from":[49],"presents":[52],"significant":[53,117],"challenges,":[54],"including":[55],"representativeness,":[57],"ethical":[58,125,143],"legal":[60],"concerns,":[61],"behavior":[63],"interpretation,":[64],"the":[66,86,130,137,159],"growing":[67],"issue":[68],"of":[69,89,163],"misinformation.":[70,128],"This":[71],"paper":[72,131],"reviews":[73],"recent":[74],"trends":[75],"analytics,":[79],"particularly":[80],"its":[81,100],"application":[82],"highlighting":[85],"increasing":[87],"use":[88],"machine":[90],"learning":[91],"processing":[94],"analysis.":[96],"Our":[97],"analysis":[98],"reveals":[99],"transformative":[101],"impact,":[102],"enabling":[103],"advanced":[104],"evidence":[105],"collection,":[106],"suspect":[107],"identification,":[108],"network":[110],"mapping,":[111],"proactive":[113],"crime":[114],"prevention.":[115],"challenges":[118],"persist":[119],"regarding":[120],"validity,":[122],"bias":[123],"minimization,":[124],"responsibilities,":[126],"Additionally,":[129],"offers":[132],"future":[133],"research":[134],"directions,":[135],"emphasizing":[136],"need":[138],"standardized":[140],"frameworks,":[141],"adaptive":[142],"guidelines,":[144],"AI-driven":[145],"real-time":[146],"multimodal":[147],"analysis,":[148],"robust":[150],"privacy":[151],"protection":[152],"measures.":[153],"These":[154],"advancements":[155],"aim":[156],"to":[157],"enhance":[158],"reliability":[160],"effectiveness":[162],"investigative":[168],"purposes.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-12-16T00:00:00"}
