{"id":"https://openalex.org/W2974997471","doi":"https://doi.org/10.1108/ajim-01-2019-0019","title":"Data-driven decision making in graduate students\u2019 research topic selection","display_name":"Data-driven decision making in graduate students\u2019 research topic selection","publication_year":2019,"publication_date":"2019-08-27","ids":{"openalex":"https://openalex.org/W2974997471","doi":"https://doi.org/10.1108/ajim-01-2019-0019","mag":"2974997471"},"language":"en","primary_location":{"id":"doi:10.1108/ajim-01-2019-0019","is_oa":false,"landing_page_url":"https://doi.org/10.1108/ajim-01-2019-0019","pdf_url":null,"source":{"id":"https://openalex.org/S4210189668","display_name":"Aslib Journal of Information Management","issn_l":"0001-253X","issn":["0001-253X","1758-3748","2050-3806","2050-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Aslib Journal of Information Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066599544","display_name":"Qiao Li","orcid":"https://orcid.org/0000-0002-9265-8808"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiao Li","raw_affiliation_strings":["Wuhan University School of Information Management, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University School of Information Management, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100338698","display_name":"Ping Wang","orcid":"https://orcid.org/0000-0003-0033-4150"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ping Wang","raw_affiliation_strings":["Wuhan University School of Information Management, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University School of Information Management, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101592340","display_name":"Yifan Sun","orcid":"https://orcid.org/0000-0001-9738-6875"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Sun","raw_affiliation_strings":["Wuhan University School of Information Management, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University School of Information Management, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101463362","display_name":"Yinglong Zhang","orcid":"https://orcid.org/0000-0002-5685-1379"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yinglong Zhang","raw_affiliation_strings":["University of North Carolina at Chapel Hill School of Information and Library Science, Chapel Hill, North Carolina, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of North Carolina at Chapel Hill School of Information and Library Science, Chapel Hill, North Carolina, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014509361","display_name":"Chuanfu Chen","orcid":"https://orcid.org/0000-0003-1163-7691"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuanfu Chen","raw_affiliation_strings":["Wuhan University School of Information Management, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University School of Information Management, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3397,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.61309983,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"71","issue":"5","first_page":"657","last_page":"676"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.988099992275238,"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/computer-science","display_name":"Computer science","score":0.6614828705787659},{"id":"https://openalex.org/keywords/literacy","display_name":"Literacy","score":0.4737694561481476},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.4631606340408325},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.44691169261932373},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.43986859917640686},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4184160828590393},{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.4163050651550293},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39402857422828674},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2902742624282837},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24783560633659363},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.23551219701766968},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.13954058289527893}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6614828705787659},{"id":"https://openalex.org/C547764534","wikidata":"https://www.wikidata.org/wiki/Q8236","display_name":"Literacy","level":2,"score":0.4737694561481476},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.4631606340408325},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.44691169261932373},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.43986859917640686},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4184160828590393},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.4163050651550293},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39402857422828674},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2902742624282837},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24783560633659363},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23551219701766968},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.13954058289527893},{"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/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/ajim-01-2019-0019","is_oa":false,"landing_page_url":"https://doi.org/10.1108/ajim-01-2019-0019","pdf_url":null,"source":{"id":"https://openalex.org/S4210189668","display_name":"Aslib Journal of Information Management","issn_l":"0001-253X","issn":["0001-253X","1758-3748","2050-3806","2050-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Aslib Journal of Information Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8799999952316284,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W228530811","https://openalex.org/W1014259881","https://openalex.org/W1485293642","https://openalex.org/W1550784029","https://openalex.org/W1560371066","https://openalex.org/W1887814245","https://openalex.org/W1942276028","https://openalex.org/W1944880319","https://openalex.org/W1964253918","https://openalex.org/W1966944120","https://openalex.org/W1970301364","https://openalex.org/W1972943117","https://openalex.org/W1986721142","https://openalex.org/W1987258130","https://openalex.org/W1994847490","https://openalex.org/W1995924416","https://openalex.org/W2006763260","https://openalex.org/W2007318496","https://openalex.org/W2008892339","https://openalex.org/W2020821402","https://openalex.org/W2045050817","https://openalex.org/W2045142869","https://openalex.org/W2047784571","https://openalex.org/W2059047669","https://openalex.org/W2070482249","https://openalex.org/W2075780421","https://openalex.org/W2076684951","https://openalex.org/W2080316042","https://openalex.org/W2089571492","https://openalex.org/W2091388399","https://openalex.org/W2091429484","https://openalex.org/W2095845810","https://openalex.org/W2097056536","https://openalex.org/W2107184875","https://openalex.org/W2107592916","https://openalex.org/W2112600921","https://openalex.org/W2120931187","https://openalex.org/W2124975206","https://openalex.org/W2125821576","https://openalex.org/W2128296262","https://openalex.org/W2128749279","https://openalex.org/W2130995195","https://openalex.org/W2142898400","https://openalex.org/W2152279503","https://openalex.org/W2153259492","https://openalex.org/W2154958139","https://openalex.org/W2163598528","https://openalex.org/W2165328155","https://openalex.org/W2167366201","https://openalex.org/W2169422716","https://openalex.org/W2176356437","https://openalex.org/W2185403695","https://openalex.org/W2242842357","https://openalex.org/W2244692001","https://openalex.org/W2272267301","https://openalex.org/W2295843139","https://openalex.org/W2296548338","https://openalex.org/W2315187236","https://openalex.org/W2398335570","https://openalex.org/W2495052353","https://openalex.org/W2516618644","https://openalex.org/W2763789683","https://openalex.org/W2763906873","https://openalex.org/W2766194616","https://openalex.org/W2792223271","https://openalex.org/W2853305958","https://openalex.org/W4235678817","https://openalex.org/W4320300817","https://openalex.org/W6712600504","https://openalex.org/W6743244937"],"related_works":["https://openalex.org/W2041415459","https://openalex.org/W2593155302","https://openalex.org/W2072812638","https://openalex.org/W3126095231","https://openalex.org/W2352855287","https://openalex.org/W4200071106","https://openalex.org/W2378906650","https://openalex.org/W2384288445","https://openalex.org/W2382526412","https://openalex.org/W2347474189"],"abstract_inverted_index":{"Purpose":[0],"With":[1],"the":[2,5,123,148,174,196,200,214,219,228,231],"advent":[3],"of":[4,24,87,105,125,127,150,152,164,176,202,216,218],"intelligent":[6],"environment,":[7],"as":[8,62,81],"novice":[9],"researchers,":[10],"graduate":[11,107],"students":[12],"face":[13],"digital":[14],"challenges":[15],"in":[16,38,141],"their":[17,30,48],"research":[18,49],"topic":[19],"selection":[20],"(RTS).":[21],"The":[22,91,110],"purpose":[23],"this":[25],"paper":[26,194],"is":[27,116],"to":[28,46,185,189],"explore":[29],"cognitive":[31,187,197,235],"processes":[32],"during":[33],"data-driven":[34,60,88,114,206],"decision":[35],"making":[36],"(DDDM)":[37],"RTS,":[39,89],"thus":[40],"developing":[41],"technical":[42],"and":[43,69,75,84,131,171,179,205,210,234],"instructional":[44],"strategies":[45],"facilitate":[47],"tasks.":[50],"Design/methodology/approach":[51],"This":[52,193],"study":[53],"developes":[54],"a":[55,63,85,103,117,136],"theoretical":[56],"model":[57,93],"that":[58,113,120,132,183],"considers":[59],"RTS":[61,115,207],"second-order":[64,118],"factor":[65,119],"comprising":[66],"both":[67],"rational":[68,209],"experiential":[70,211],"modes.":[71,236],"Additionally,":[72],"data":[73,77,129,133,144,154,168,177,180,203],"literacy":[74,134,145,181,204],"visual":[76,128,153],"presentation":[78,130],"were":[79],"proposed":[80,92],"an":[82],"antecedent":[83],"consequence":[86],"respectively.":[90],"was":[94],"examined":[95],"by":[96],"employing":[97],"structural":[98],"equation":[99],"modeling":[100],"based":[101],"on":[102,139,173,213],"sample":[104],"931":[106],"students.":[108],"Findings":[109],"results":[111],"indicate":[112],"positively":[121],"affects":[122,147],"level":[124,149,215],"support":[126,151,161,217],"has":[135],"positive":[137],"impact":[138],"DDDM":[140],"RTS.":[142,191],"Furthermore,":[143],"indirectly":[146],"presentation.":[155],"Practical":[156],"implications":[157],"These":[158],"findings":[159],"provide":[160],"for":[162],"developers":[163],"knowledge":[165],"discovery":[166],"systems,":[167],"scientists,":[169],"universities":[170],"libraries":[172],"optimization":[175],"visualization":[178,232],"instruction":[182],"conform":[184],"students\u2019":[186],"styles":[188],"inform":[190],"Originality/value":[192],"reveals":[195],"mechanisms":[198],"underlying":[199],"effects":[201],"under":[208],"modes":[212],"tabular":[220],"or":[221],"graphical":[222],"presentations.":[223],"It":[224],"provides":[225],"insights":[226],"into":[227],"match":[229],"between":[230],"formats":[233]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":3}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}