{"id":"https://openalex.org/W4392289062","doi":"https://doi.org/10.52660/jksc.2024.30.1.86","title":"A Study on the Make-up Trends using Unstructured Big Data: Focusing on Make-up Keyword Changes in the Last 10 Years","display_name":"A Study on the Make-up Trends using Unstructured Big Data: Focusing on Make-up Keyword Changes in the Last 10 Years","publication_year":2024,"publication_date":"2024-02-28","ids":{"openalex":"https://openalex.org/W4392289062","doi":"https://doi.org/10.52660/jksc.2024.30.1.86"},"language":"en","primary_location":{"id":"doi:10.52660/jksc.2024.30.1.86","doi":"https://doi.org/10.52660/jksc.2024.30.1.86","is_oa":true,"landing_page_url":"https://doi.org/10.52660/jksc.2024.30.1.86","pdf_url":"https://www.e-jkc.org/upload/pdf/JKSC-2024-30-1-86.pdf","source":{"id":"https://openalex.org/S4210199140","display_name":"Journal of the Korean Society of Cosmetology","issn_l":"1229-4349","issn":["1229-4349","2765-5881"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["kci-registered"],"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":"Journal of the Korean Society of Cosmetology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.e-jkc.org/upload/pdf/JKSC-2024-30-1-86.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083532280","display_name":"Myoung-Joo Lee","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210094357","display_name":"Shinhan University","ror":"https://ror.org/00sc0e019","country_code":"KR","type":"education","lineage":["https://openalex.org/I4210094357"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myoung-Joo Lee","raw_affiliation_strings":["Research Professor, Department of K-Beauty, Shinhan University\u2022NRF"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Professor, Department of K-Beauty, Shinhan University\u2022NRF","institution_ids":["https://openalex.org/I4210094357"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111137886","display_name":"Esther Choi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210094357","display_name":"Shinhan University","ror":"https://ror.org/00sc0e019","country_code":"KR","type":"education","lineage":["https://openalex.org/I4210094357"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Esther Choi","raw_affiliation_strings":["Associate Professor, Department of K-Beauty, Shinhan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, Department of K-Beauty, Shinhan University","institution_ids":["https://openalex.org/I4210094357"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5111137886"],"corresponding_institution_ids":["https://openalex.org/I4210094357"],"apc_list":null,"apc_paid":null,"fwci":0.9901,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.78915868,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"30","issue":"1","first_page":"86","last_page":"96"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13169","display_name":"Consumer Perception and Purchasing Behavior","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13169","display_name":"Consumer Perception and Purchasing Behavior","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14233","display_name":"Diverse Topics in Contemporary Research","score":0.00430000014603138,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"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/T12514","display_name":"Fashion and Cultural Textiles","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/1213","display_name":"Visual Arts and Performing Arts"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/makeup-trends","display_name":"makeup trends","score":0.9990000128746033},{"id":"https://openalex.org/keywords/beauty-industry","display_name":"beauty industry","score":0.8230000138282776},{"id":"https://openalex.org/keywords/makeup-education","display_name":"makeup education","score":0.5049999952316284},{"id":"https://openalex.org/keywords/trend-forecasting","display_name":"trend forecasting","score":0.5889999866485596},{"id":"https://openalex.org/keywords/social-media-content","display_name":"social media content","score":0.4309999942779541}],"concepts":[{"id":"https://openalex.org/C37381756","wikidata":"https://www.wikidata.org/wiki/Q20203288","display_name":"Representativeness heuristic","level":2,"score":0.7050644159317017},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5998608469963074},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.5574211478233337},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5401692390441895},{"id":"https://openalex.org/C2780620123","wikidata":"https://www.wikidata.org/wiki/Q7242","display_name":"Beauty","level":2,"score":0.5005769729614258},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4905475974082947},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.48573213815689087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45095646381378174},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4305836260318756},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.30595770478248596},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2502855658531189},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.14588427543640137},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.13743647933006287},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13394013047218323},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.52660/jksc.2024.30.1.86","doi":"https://doi.org/10.52660/jksc.2024.30.1.86","is_oa":true,"landing_page_url":"https://doi.org/10.52660/jksc.2024.30.1.86","pdf_url":"https://www.e-jkc.org/upload/pdf/JKSC-2024-30-1-86.pdf","source":{"id":"https://openalex.org/S4210199140","display_name":"Journal of the Korean Society of Cosmetology","issn_l":"1229-4349","issn":["1229-4349","2765-5881"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["kci-registered"],"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":"Journal of the Korean Society of Cosmetology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.52660/jksc.2024.30.1.86","doi":"https://doi.org/10.52660/jksc.2024.30.1.86","is_oa":true,"landing_page_url":"https://doi.org/10.52660/jksc.2024.30.1.86","pdf_url":"https://www.e-jkc.org/upload/pdf/JKSC-2024-30-1-86.pdf","source":{"id":"https://openalex.org/S4210199140","display_name":"Journal of the Korean Society of Cosmetology","issn_l":"1229-4349","issn":["1229-4349","2765-5881"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["kci-registered"],"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":"Journal of the Korean Society of Cosmetology","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G3388455740","display_name":null,"funder_award_id":"2023S1A5B5A16077464","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392289062.pdf","grobid_xml":"https://content.openalex.org/works/W4392289062.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1835308393","https://openalex.org/W2562585858","https://openalex.org/W2908735649","https://openalex.org/W2908777776","https://openalex.org/W2956286330","https://openalex.org/W2969699892","https://openalex.org/W2977608399","https://openalex.org/W3087166238","https://openalex.org/W3152571911","https://openalex.org/W3174585431","https://openalex.org/W4313325823","https://openalex.org/W4313325974","https://openalex.org/W4313325977","https://openalex.org/W4388442299"],"related_works":["https://openalex.org/W4406496678","https://openalex.org/W4411738951","https://openalex.org/W4313325974","https://openalex.org/W3198784717","https://openalex.org/W4403000615","https://openalex.org/W4400174669","https://openalex.org/W4390425160","https://openalex.org/W7223041325","https://openalex.org/W4408925714","https://openalex.org/W3120799796"],"abstract_inverted_index":{"This":[0,132,163],"study":[1,133],"utilized":[2],"Textom,":[3],"optimized":[4],"for":[5],"big":[6,148],"data":[7,193,246],"analysis":[8],"using":[9,146],"unstructured":[10,147,255],"data,":[11,149],"to":[12,45,59,104,156,159,180,233,241,250],"examine":[13],"the":[14,20,73,84,105,113,135,143,175],"changes":[15,136,228],"in":[16,52,139,169,174,207,229],"makeup":[17,67,101,119,140,157,181,187,210,230,248],"trends":[18,68,141,158,231,249],"over":[19,142],"past":[21],"decade.":[22],"It":[23],"collected":[24],"various":[25,78,151],"texts":[26],"from":[27,42,196],"news,":[28],"blogs,":[29],"and":[30,75,88,96,100,107,118,125,130,137,153,166,172,183,186,189,202,224,227,243],"cafe":[31],"media":[32],"on":[33,247],"portal":[34],"sites,":[35],"spanning":[36],"a":[37,218],"total":[38],"of":[39,98,109,220],"ten":[40],"years":[41],"January":[43],"2013":[44],"December":[46],"2022.":[47],"The":[48,63],"research":[49,215],"was":[50],"conducted":[51],"five":[53],"stages,":[54],"each":[55],"covering":[56],"two":[57],"years,":[58],"observe":[60],"keyword":[61],"trends.":[62,162],"results":[64],"showed":[65],"that":[66],"have":[69],"continuously":[70],"evolved":[71],"through":[72],"integration":[74],"interaction":[76,114],"with":[77,252],"fields":[79],"such":[80,192],"as":[81],"digital":[82,110,116],"technology,":[83],"beauty":[85,176],"industry,":[86,177],"art,":[87],"healthcare.":[89],"Digital":[90],"technology":[91,117],"has":[92,102,120,164],"created":[93],"new":[94],"forms":[95],"methods":[97],"makeup,":[99],"contributed":[103],"utilization":[106],"development":[108,171],"technology.":[111],"Additionally,":[112,237],"between":[115],"enhanced":[121],"their":[122],"respective":[123],"values":[124],"influenced":[126],"consumers'":[127,178],"makeup-related":[128],"behaviors":[129],"preferences.":[131],"analyzed":[134],"developments":[138],"last":[144],"decade":[145],"examining":[150],"factors":[152],"relationships":[154],"related":[155],"predict":[160],"future":[161,214],"academic":[165],"practical":[167],"significance":[168],"product":[170],"marketing":[173],"access":[179],"information":[182],"purchasing":[184],"behavior,":[185],"education":[188],"culture.":[190],"However,":[191],"can":[194,204],"suffer":[195],"sample":[197],"bias":[198],"or":[199,222,253],"lack":[200],"representativeness,":[201],"there":[203],"be":[205],"difficulties":[206],"accurately":[208],"measuring":[209],"trend":[211],"information.":[212],"Therefore,":[213],"should":[216],"select":[217],"variety":[219],"platforms":[221],"channels,":[223],"analyze":[225,244],"differences":[226],"according":[232],"users'":[234],"demographic":[235],"characteristics.":[236],"it":[238],"is":[239],"necessary":[240],"collect":[242],"structured":[245],"integrate":[251],"complement":[254],"data.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-03-05T00:00:00"}