{"id":"https://openalex.org/W4318480216","doi":"https://doi.org/10.3390/data8020032","title":"LGCM and PLS-SEM in Panel Survey Data: A Systematic Review and Bibliometric Analysis","display_name":"LGCM and PLS-SEM in Panel Survey Data: A Systematic Review and Bibliometric Analysis","publication_year":2023,"publication_date":"2023-01-30","ids":{"openalex":"https://openalex.org/W4318480216","doi":"https://doi.org/10.3390/data8020032"},"language":"en","primary_location":{"id":"doi:10.3390/data8020032","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data8020032","pdf_url":"https://www.mdpi.com/2306-5729/8/2/32/pdf?version=1675073812","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2306-5729/8/2/32/pdf?version=1675073812","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088453399","display_name":"Zulkifli Mohd Ghazali","orcid":null},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zulkifli Mohd Ghazali","raw_affiliation_strings":["Mathematical Sciences Studies, College of Computing, Informatics and Media, Universiti Teknologi MARA, Cawangan Perak, Kampus Tapah, Tapah Road 35400, Perak, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-3523-7692","affiliations":[{"raw_affiliation_string":"Mathematical Sciences Studies, College of Computing, Informatics and Media, Universiti Teknologi MARA, Cawangan Perak, Kampus Tapah, Tapah Road 35400, Perak, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002601063","display_name":"Wan Fairos Wan Yaacob","orcid":null},"institutions":[{"id":"https://openalex.org/I226432","display_name":"Universiti Malaysia Kelantan","ror":"https://ror.org/0463y2v87","country_code":"MY","type":"education","lineage":["https://openalex.org/I226432"]},{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Wan Fairos Wan Yaacob","raw_affiliation_strings":["Institute for Big Data Analytics and Artificial Intelligence (IBDAAI), Kompleks Al-Khawarizmi, Universiti Teknologi MARA, Shah Alam 40450, Selangor, Malaysia","Mathematical Sciences Studies, College of Computing, Informatics and Media, Universiti Teknologi MARA Cawangan Kelantan, Kampus Kota Bharu, Kota Bharu 15050, Kelantan, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-2488-8716","affiliations":[{"raw_affiliation_string":"Institute for Big Data Analytics and Artificial Intelligence (IBDAAI), Kompleks Al-Khawarizmi, Universiti Teknologi MARA, Shah Alam 40450, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Mathematical Sciences Studies, College of Computing, Informatics and Media, Universiti Teknologi MARA Cawangan Kelantan, Kampus Kota Bharu, Kota Bharu 15050, Kelantan, Malaysia","institution_ids":["https://openalex.org/I226432","https://openalex.org/I82724352"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007679793","display_name":"Wan Marhaini Wan Omar","orcid":"https://orcid.org/0000-0002-5126-7624"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Wan Marhaini Wan Omar","raw_affiliation_strings":["Faculty of Business and Management, Universiti Teknologi MARA Cawangan Kelantan, Kampus Kota Bharu, Kota Bharu 15050, Kelantan, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Business and Management, Universiti Teknologi MARA Cawangan Kelantan, Kampus Kota Bharu, Kota Bharu 15050, Kelantan, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5002601063"],"corresponding_institution_ids":["https://openalex.org/I226432","https://openalex.org/I82724352"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":8.0889,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.97015605,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"8","issue":"2","first_page":"32","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9714000225067139,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9714000225067139,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/structural-equation-modeling","display_name":"Structural equation modeling","score":0.8410649299621582},{"id":"https://openalex.org/keywords/panel-data","display_name":"Panel data","score":0.5682573914527893},{"id":"https://openalex.org/keywords/survey-data-collection","display_name":"Survey data collection","score":0.5568464994430542},{"id":"https://openalex.org/keywords/path-analysis","display_name":"Path analysis (statistics)","score":0.550334095954895},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.5291524529457092},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4836498498916626},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.47108614444732666},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.4613070785999298},{"id":"https://openalex.org/keywords/sample-size-determination","display_name":"Sample size determination","score":0.4398486316204071},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.4305761456489563},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40431657433509827},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3120812773704529},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22138240933418274}],"concepts":[{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.8410649299621582},{"id":"https://openalex.org/C6422946","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Panel data","level":2,"score":0.5682573914527893},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.5568464994430542},{"id":"https://openalex.org/C82793941","wikidata":"https://www.wikidata.org/wiki/Q1046024","display_name":"Path analysis (statistics)","level":2,"score":0.550334095954895},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5291524529457092},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4836498498916626},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.47108614444732666},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4613070785999298},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.4398486316204071},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4305761456489563},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40431657433509827},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3120812773704529},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22138240933418274},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/data8020032","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data8020032","pdf_url":"https://www.mdpi.com/2306-5729/8/2/32/pdf?version=1675073812","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jdataj:v:8:y:2023:i:2:p:32-:d:1051233","is_oa":false,"landing_page_url":"https://www.mdpi.com/2306-5729/8/2/32/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:52c7b86ef872434386d29989e0651896","is_oa":true,"landing_page_url":"https://doaj.org/article/52c7b86ef872434386d29989e0651896","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data, Vol 8, Iss 2, p 32 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2306-5729/8/2/32/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/data8020032","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/data8020032","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data8020032","pdf_url":"https://www.mdpi.com/2306-5729/8/2/32/pdf?version=1675073812","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4318480216.pdf"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W130596010","https://openalex.org/W609313093","https://openalex.org/W1177209620","https://openalex.org/W1534941172","https://openalex.org/W1539987097","https://openalex.org/W1567377583","https://openalex.org/W1774460361","https://openalex.org/W1908977365","https://openalex.org/W1909123760","https://openalex.org/W1971674230","https://openalex.org/W1971726054","https://openalex.org/W1984943529","https://openalex.org/W1984947418","https://openalex.org/W1985151092","https://openalex.org/W1985977391","https://openalex.org/W2017806383","https://openalex.org/W2034203382","https://openalex.org/W2054717456","https://openalex.org/W2055509010","https://openalex.org/W2058086624","https://openalex.org/W2065025828","https://openalex.org/W2068515472","https://openalex.org/W2078342174","https://openalex.org/W2079875205","https://openalex.org/W2093665101","https://openalex.org/W2109549577","https://openalex.org/W2118328848","https://openalex.org/W2124088225","https://openalex.org/W2124975206","https://openalex.org/W2133487567","https://openalex.org/W2135455887","https://openalex.org/W2173536757","https://openalex.org/W2178471959","https://openalex.org/W2223470559","https://openalex.org/W2275696275","https://openalex.org/W2281335393","https://openalex.org/W2331679309","https://openalex.org/W2529754896","https://openalex.org/W2554933294","https://openalex.org/W2610818236","https://openalex.org/W2615121265","https://openalex.org/W2623367313","https://openalex.org/W2750168540","https://openalex.org/W2766439713","https://openalex.org/W2776003688","https://openalex.org/W2803678638","https://openalex.org/W2885251002","https://openalex.org/W2977083636","https://openalex.org/W2979085846","https://openalex.org/W2983602614","https://openalex.org/W3007734294","https://openalex.org/W3008231817","https://openalex.org/W3008247985","https://openalex.org/W3014469142","https://openalex.org/W3033582606","https://openalex.org/W3036888514","https://openalex.org/W3080442222","https://openalex.org/W3088621538","https://openalex.org/W3094982613","https://openalex.org/W3106617860","https://openalex.org/W3137875885","https://openalex.org/W3160856016","https://openalex.org/W3162117219","https://openalex.org/W3177377686","https://openalex.org/W4206415427","https://openalex.org/W4212963971","https://openalex.org/W4220917701","https://openalex.org/W4231077521","https://openalex.org/W4245652177","https://openalex.org/W4251225833","https://openalex.org/W4256144711","https://openalex.org/W4280634787","https://openalex.org/W4281694257","https://openalex.org/W4293256693","https://openalex.org/W4294990272","https://openalex.org/W4297341013","https://openalex.org/W6632484420","https://openalex.org/W6633895408","https://openalex.org/W6664162617","https://openalex.org/W6685326625","https://openalex.org/W6695147765","https://openalex.org/W6773675354"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W2170801710","https://openalex.org/W2952704802","https://openalex.org/W4294565801","https://openalex.org/W2142306706"],"abstract_inverted_index":{"The":[0,60],"application":[1],"of":[2,31,50,85,95,119,132,169,191],"Latent":[3],"Growth":[4],"Curve":[5],"Model":[6],"(LGCM)":[7],"and":[8,29,33,47,64,79,122,142,155,161],"Partial":[9],"Least":[10],"Square":[11],"Structural":[12],"Equation":[13],"Modeling":[14],"(PLS-SEM)":[15],"has":[16,108],"gained":[17],"much":[18],"attention":[19],"in":[20,36,44,55,69,87,134,184],"panel":[21,37,57,89,104,137,204],"survey":[22,38,58,90,105,138,205],"studies.":[23],"This":[24,125],"study":[25],"explores":[26],"the":[27,42,45,74,77,88,93,103,136,158,170,181,185,189],"distributions":[28],"trends":[30],"LGCM,":[32],"PLS-SEM":[34,51,80,101,133],"used":[35,173],"data.":[39,59,91,124,206],"It":[40],"highlights":[41],"gaps":[43],"current":[46],"existing":[48],"approaches":[49,131,172],"practiced":[52,165],"by":[53,166],"researchers":[54,196],"analyzing":[56,135,203],"integrated":[61],"bibliometric":[62],"analysis":[63],"systematic":[65,126],"review":[66,127],"were":[67],"employed":[68],"this":[70,192],"study.":[71],"Based":[72],"on":[73],"reviewed":[75],"articles,":[76],"LGCM":[78,96,107],"showed":[81],"an":[82,162],"increasing":[83],"trend":[84],"publication":[86],"Though":[92],"popularity":[94],"was":[97],"more":[98,199],"outstanding":[99],"than":[100],"for":[102],"data,":[106],"several":[109],"limitations":[110],"such":[111],"as":[112],"statistical":[113],"assumptions,":[114],"reliable":[115],"sample":[116],"size,":[117],"number":[118],"repeated":[120,186],"measures,":[121],"missing":[123],"identified":[128],"five":[129],"different":[130,145],"data":[139],"namely":[140],"pre-":[141,154],"post-approach":[143,156],"with":[144,157],"constructs,":[146,160],"a":[147,151,198],"path":[148],"comparison":[149],"approach,":[150,153],"cross-lagged":[152],"same":[159],"evaluation":[163],"approach":[164,201],"researchers.":[167],"None":[168],"previous":[171],"can":[174],"establish":[175],"one":[176],"structural":[177],"model":[178],"to":[179,202],"represent":[180],"whole":[182],"changes":[183],"measure.":[187],"Thus,":[188],"findings":[190],"paper":[193],"could":[194],"help":[195],"choose":[197],"appropriate":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4}],"updated_date":"2026-01-20T17:24:06.736184","created_date":"2025-10-10T00:00:00"}
