{"id":"https://openalex.org/W7203835706","doi":"https://doi.org/10.21203/rs.3.rs-10202959/v1","title":"Media Learning Behavior Analysis Research Report Study on Learning Duration, Course Completion Rate, and Grade Distribution","display_name":"Media Learning Behavior Analysis Research Report Study on Learning Duration, Course Completion Rate, and Grade Distribution","publication_year":2026,"publication_date":"2026-08-20","ids":{"openalex":"https://openalex.org/W7203835706","doi":"https://doi.org/10.21203/rs.3.rs-10202959/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-10202959/v1","doi":"https://doi.org/10.21203/rs.3.rs-10202959/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-10202959/v1","pdf_url":"https://www.researchsquare.com/article/rs-10202959/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.researchsquare.com/article/rs-10202959/latest.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065506987","display_name":"Yunyi Wang","orcid":"https://orcid.org/0000-0002-0240-2308","observed_orcids":["https://orcid.org/0000-0002-0240-2308"]},"institutions":[{"id":"https://openalex.org/I4403386500","display_name":"Fuzhou Melbourne Polytechnic","ror":"https://ror.org/02p34hm58","country_code":"CN","type":"education","lineage":["https://openalex.org/I354108","https://openalex.org/I4403386500","https://openalex.org/I4403386716"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yunyi Wang","raw_affiliation_strings":["Fuzhou Melbourne Polytechnic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fuzhou Melbourne Polytechnic","institution_ids":["https://openalex.org/I4403386500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5065506987"],"corresponding_institution_ids":["https://openalex.org/I4403386500"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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/T10162","display_name":"Online and Blended Learning","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T12260","display_name":"Educational Technology and Pedagogy","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/learning-duration","display_name":"learning duration","score":0.9679999947547913},{"id":"https://openalex.org/keywords/course-completion-rates","display_name":"course completion rates","score":1.0},{"id":"https://openalex.org/keywords/grade-distribution","display_name":"grade distribution","score":0.8820000290870667},{"id":"https://openalex.org/keywords/personalized-recommendation","display_name":"personalized recommendation","score":0.9150000214576721},{"id":"https://openalex.org/keywords/learning-management","display_name":"learning management","score":0.46700000762939453},{"id":"https://openalex.org/keywords/student-dropout-prediction","display_name":"student dropout prediction","score":0.3799999952316284},{"id":"https://openalex.org/keywords/educational-informatization","display_name":"educational informatization","score":0.6050000190734863}],"concepts":[{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.536899983882904},{"id":"https://openalex.org/C98147612","wikidata":"https://www.wikidata.org/wiki/Q215599","display_name":"Promotion (chess)","level":3,"score":0.49779999256134033},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48089998960494995},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4756999909877777},{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.45750001072883606},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.4334000051021576},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.42320001125335693},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.41510000824928284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.375900000333786},{"id":"https://openalex.org/C79736992","wikidata":"https://www.wikidata.org/wiki/Q7316676","display_name":"Retention rate","level":2,"score":0.37529999017715454},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.34540000557899475},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.32919999957084656},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.3052999973297119},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.3018999993801117},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.3001999855041504},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29649999737739563},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2800999879837036},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.27869999408721924},{"id":"https://openalex.org/C166235249","wikidata":"https://www.wikidata.org/wiki/Q355217","display_name":"Time management","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.2720000147819519},{"id":"https://openalex.org/C107321475","wikidata":"https://www.wikidata.org/wiki/Q5374254","display_name":"Empirical risk minimization","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2648000121116638},{"id":"https://openalex.org/C2984567223","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"E learning","level":3,"score":0.2597000002861023},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.25690001249313354},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-10202959/v1","doi":"https://doi.org/10.21203/rs.3.rs-10202959/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-10202959/v1","pdf_url":"https://www.researchsquare.com/article/rs-10202959/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-10202959/v1","doi":"https://doi.org/10.21203/rs.3.rs-10202959/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-10202959/v1","pdf_url":"https://www.researchsquare.com/article/rs-10202959/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.975600004196167,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7203835706.pdf","grobid_xml":"https://content.openalex.org/works/W7203835706.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7220457248","https://openalex.org/W4400771540","https://openalex.org/W3081392544","https://openalex.org/W3190723898","https://openalex.org/W4410342288","https://openalex.org/W2803149300","https://openalex.org/W4408366905","https://openalex.org/W4320489066","https://openalex.org/W4400771050","https://openalex.org/W2954084930"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,20,34,41,51,58,92,131,147,180,188,198,202,276],"in-depth":[3],"promotion":[4],"of":[5,15,22,36,54,60,94,133,191,204,265,271,278],"educational":[6],"informatization,":[7],"online":[8,37,134,266,279],"learning":[9,38,42,80,103,116,144,176,212,250],"has":[10,139,171],"become":[11],"an":[12,126,172],"important":[13,127,173],"form":[14],"education,":[16],"but":[17],"it":[18],"faces":[19],"problems":[21],"low":[23],"pass":[24],"rate":[25,120,150],"and":[26,49,65,87,90,104,121,146,195,207,209,215,228,237,247,262],"high":[27],"dropout":[28],"rate.":[29],"This":[30,253],"study":[31,67,107],"focuses":[32],"on":[33,175,179],"analysis":[35,64,137],"behavior,":[39],"examines":[40],"time,":[43,81],"course":[44,82,118],"completion":[45,83,119],"rate,":[46,84],"score":[47,122],"distribution,":[48,123],"explores":[50],"optimization":[52,182],"direction":[53],"platform":[55,199],"effectiveness.":[56],"Adopt":[57],"combination":[59],"literature":[61],"review,":[62],"empirical":[63],"case":[66],"to":[68],"build":[69],"a":[70,74,112,142,211,249,256],"theoretical":[71],"framework,":[72],"establish":[73,210,238,248],"behavioral":[75],"characteristic":[76],"engineering":[77],"that":[78,109],"includes":[79],"performance":[85],"distribution":[86],"interaction":[88],"characteristics,":[89],"explore":[91],"construction":[93],"prediction":[95,148],"models":[96],"such":[97,160],"as":[98,161],"classification,":[99],"integrated":[100],"learning,":[101],"deep":[102,143],"clustering.":[105],"The":[106],"found":[108],"there":[110],"is":[111,125,270],"positive":[113],"correlation":[114],"between":[115],"duration,":[117],"which":[124,269],"indicator":[128],"for":[129,259,274],"measuring":[130],"effect":[132],"learning;":[135],"behavior":[136,158,235],"technology":[138],"developed":[140],"into":[141],"model,":[145],"accuracy":[149],"reaches":[151],"more":[152],"than":[153],"95%;":[154],"learners":[155],"show":[156],"different":[157],"patterns":[159],"high-input,":[162],"low-input,":[163],"jumping,":[164],"strategic,":[165],"etc.;":[166],"in":[167],"Online":[168],"teaching":[169,193,196,219,231],"design":[170,194,220,264],"impact":[174],"behavior.":[177],"Based":[178],"conclusion,":[181],"suggestions":[183],"are":[184],"put":[185],"forward":[186],"from":[187],"three":[189],"levels":[190],"platform,":[192],"management:":[197],"should":[200,221,233],"strengthen":[201,226,234],"ability":[203],"data":[205],"collection":[206],"analysis,":[208],"early":[213,239],"warning":[214,240],"personalized":[216,260],"recommendation":[217,261],"mechanism;":[218],"create":[222],"situations,":[223],"enrich":[224],"resources,":[225],"interaction,":[227],"improve":[229],"feedback;":[230],"management":[232],"supervision":[236],"machines.":[241],"System,":[242],"carry":[243],"out":[244],"teacher":[245],"training,":[246],"incentive":[251],"mechanism.":[252],"research":[254],"provides":[255],"scientific":[257],"basis":[258],"curriculum":[263],"education":[267],"platforms,":[268],"great":[272],"value":[273],"improving":[275],"quality":[277],"education.":[280]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-08-21T00:00:00"}
