{"id":"https://openalex.org/W4410694058","doi":"https://doi.org/10.55227/ijhess.v4i5.1490","title":"The Impact of Big Data Analytics on Intelligence Gathering and Defence Decision-Making","display_name":"The Impact of Big Data Analytics on Intelligence Gathering and Defence Decision-Making","publication_year":2025,"publication_date":"2025-04-16","ids":{"openalex":"https://openalex.org/W4410694058","doi":"https://doi.org/10.55227/ijhess.v4i5.1490"},"language":"en","primary_location":{"id":"doi:10.55227/ijhess.v4i5.1490","doi":"https://doi.org/10.55227/ijhess.v4i5.1490","is_oa":true,"landing_page_url":"https://doi.org/10.55227/ijhess.v4i5.1490","pdf_url":"https://ijhess.com/index.php/ijhess/article/download/1490/1144","source":{"id":"https://openalex.org/S4220651390","display_name":"International Journal Of Humanities Education and Social Sciences (IJHESS)","issn_l":"2808-1765","issn":["2808-1765"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal Of Humanities Education and Social Sciences (IJHESS)","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ijhess.com/index.php/ijhess/article/download/1490/1144","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117580843","display_name":"Tyan Hidayatus Sholihah","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210112051","display_name":"Indonesia Defense University","ror":"https://ror.org/02v4mmk55","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210112051"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Tyan Hidayatus Sholihah","raw_affiliation_strings":["Universitas Pertahanan Republik Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Pertahanan Republik Indonesia","institution_ids":["https://openalex.org/I4210112051"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119588373","display_name":"Dangan Waluyo","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210112051","display_name":"Indonesia Defense University","ror":"https://ror.org/02v4mmk55","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210112051"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dangan Waluyo","raw_affiliation_strings":["Universitas Pertahanan Republik Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Pertahanan Republik Indonesia","institution_ids":["https://openalex.org/I4210112051"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067040851","display_name":"Jupriyanto Jupriyanto","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210112051","display_name":"Indonesia Defense University","ror":"https://ror.org/02v4mmk55","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210112051"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Jupriyanto Jupriyanto","raw_affiliation_strings":["Universitas Pertahanan Republik Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Pertahanan Republik Indonesia","institution_ids":["https://openalex.org/I4210112051"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117580840","display_name":"Tri Guntoro Sukarno Putro","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210112051","display_name":"Indonesia Defense University","ror":"https://ror.org/02v4mmk55","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210112051"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Tri Guntoro Sukarno Putro","raw_affiliation_strings":["Universitas Pertahanan Republik Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Pertahanan Republik Indonesia","institution_ids":["https://openalex.org/I4210112051"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210112051"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11011959,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"4","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12572","display_name":"Intelligence, Security, War Strategy","score":0.8339999914169312,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12572","display_name":"Intelligence, Security, War Strategy","score":0.8339999914169312,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"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/T12888","display_name":"Military Strategy and Technology","score":0.08619999885559082,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.014700000174343586,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data-analytics","display_name":"big data analytics","score":1.0},{"id":"https://openalex.org/keywords/intelligence-gathering","display_name":"intelligence gathering","score":0.9549999833106995},{"id":"https://openalex.org/keywords/military-decision-making","display_name":"military decision-making","score":0.9829999804496765},{"id":"https://openalex.org/keywords/cybersecurity","display_name":"cybersecurity","score":0.8059999942779541},{"id":"https://openalex.org/keywords/cybercrime","display_name":"cybercrime","score":0.7509999871253967},{"id":"https://openalex.org/keywords/threat-detection","display_name":"threat detection","score":0.6669999957084656},{"id":"https://openalex.org/keywords/situational-awareness","display_name":"situational awareness","score":0.9070000052452087},{"id":"https://openalex.org/keywords/data-security","display_name":"data security","score":0.8420000076293945},{"id":"https://openalex.org/keywords/privacy-and-ethics","display_name":"privacy and ethics","score":0.9020000100135803},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"predictive analytics","score":0.6179999709129333},{"id":"https://openalex.org/keywords/swot-analysis","display_name":"SWOT analysis","score":0.7490000128746033}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7582841515541077},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.7088817358016968},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6522383689880371},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6280405521392822},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4750005006790161},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4327492117881775},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.41322046518325806},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2545442581176758},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1294621229171753},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.10670158267021179},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.05883035063743591}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.55227/ijhess.v4i5.1490","doi":"https://doi.org/10.55227/ijhess.v4i5.1490","is_oa":true,"landing_page_url":"https://doi.org/10.55227/ijhess.v4i5.1490","pdf_url":"https://ijhess.com/index.php/ijhess/article/download/1490/1144","source":{"id":"https://openalex.org/S4220651390","display_name":"International Journal Of Humanities Education and Social Sciences (IJHESS)","issn_l":"2808-1765","issn":["2808-1765"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal Of Humanities Education and Social Sciences (IJHESS)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.55227/ijhess.v4i5.1490","doi":"https://doi.org/10.55227/ijhess.v4i5.1490","is_oa":true,"landing_page_url":"https://doi.org/10.55227/ijhess.v4i5.1490","pdf_url":"https://ijhess.com/index.php/ijhess/article/download/1490/1144","source":{"id":"https://openalex.org/S4220651390","display_name":"International Journal Of Humanities Education and Social Sciences (IJHESS)","issn_l":"2808-1765","issn":["2808-1765"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal Of Humanities Education and Social Sciences (IJHESS)","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5473999977111816}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410694058.pdf","grobid_xml":"https://content.openalex.org/works/W4410694058.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2807997669","https://openalex.org/W2913151401","https://openalex.org/W4367856707","https://openalex.org/W2048156096","https://openalex.org/W3068949829","https://openalex.org/W3130756120","https://openalex.org/W4226266853","https://openalex.org/W2150941767","https://openalex.org/W3123352720","https://openalex.org/W4391096297"],"abstract_inverted_index":{"The":[0,110,155,207,221],"rapid":[1],"advancement":[2],"of":[3,40,61,90,112,121,124,150,157,165,193,243,247,253],"information":[4,134,171,254],"technology":[5],"today":[6],"has":[7],"brought":[8],"great":[9],"changes.":[10],"Besides":[11],"the":[12,31,33,88,113,117,122,129,139,158,163,176,225,237,241,245,251],"many":[13],"benefits":[14],"obtained,":[15],"technological":[16],"developments":[17],"also":[18],"require":[19],"us":[20],"to":[21,57,77,211],"be":[22,37,143],"more":[23,79],"vigilant":[24],"and":[25,65,75,81,97,107,136,153,173,189,199,204,215,217,233,250],"careful":[26],"in":[27,51,99,128,138,145,175],"using":[28],"them":[29],"because":[30],"higher":[32],"risks":[34],"that":[35,116,162],"will":[36,86],"faced,":[38],"one":[39],"which":[41,148,184],"is":[42,179,196,224,240],"cybercrime.":[43],"Big":[44],"data":[45,69,92,126,167,212],"analysis":[46,93,127,160,168],"plays":[47],"an":[48],"important":[49],"role":[50],"improving":[52],"cybersecurity.":[53],"With":[54],"its":[55],"ability":[56],"process":[58],"large":[59],"amounts":[60],"data,":[62],"identify":[63],"patterns,":[64],"predict":[66],"threats,":[67],"big":[68,91,125,166],"analytics":[70],"helps":[71],"cybersecurity":[72],"teams":[73],"detect":[74],"respond":[76],"attacks":[78],"quickly":[80],"effectively.":[82],"Therefore,":[83],"this":[84],"paper":[85],"discuss":[87],"impact":[89,123,164],"on":[94,132,169,219],"intelligence":[95,133,170],"gathering":[96],"decision-making":[98,137,174],"defence.":[100],"This":[101],"study":[102,114],"uses":[103],"descriptive":[104],"research":[105],"methods":[106],"SWOT":[108,159],"methods.":[109],"results":[111,156],"show":[115,161],"system":[118],"thinking":[119],"model":[120],"defence":[130,140,177],"sector":[131,141,178],"collection":[135,172],"can":[142],"seen":[144],"Figure":[146],"1,":[147],"consists":[149],"loops":[151],"A":[152],"B.":[154],"divided":[180],"into":[181],"some":[182],"aspects,":[183],"are":[185,209],"strengths,":[186,194],"weaknesses,":[187],"opportunities,":[188],"threats.":[190],"In":[191],"terms":[192],"it":[195],"increased":[197,201],"efficiency":[198],"effectiveness,":[200],"situational":[202],"awareness,":[203,232],"better":[205],"decision-making.":[206],"weaknesses":[208],"related":[210],"security,":[213],"privacy":[214],"ethics,":[216],"dependence":[218],"technology.":[220],"opportunities":[222],"aspect":[223,239],"potential":[226],"collaboration":[227],"between":[228],"institutions,":[229],"increasing":[230],"public":[231],"predictive":[234],"analysis.":[235],"Meanwhile,":[236],"threat":[238,242],"cyber,":[244],"development":[246],"enemy":[248],"technology,":[249],"proliferation":[252]},"counts_by_year":[],"updated_date":"2026-09-26T08:19:03.415552","created_date":"2025-10-10T00:00:00"}
