{"id":"https://openalex.org/W2959022914","doi":"https://doi.org/10.1080/10494820.2019.1639061","title":"Mining big data to help make informed decisions for designing effective digital educational games","display_name":"Mining big data to help make informed decisions for designing effective digital educational games","publication_year":2019,"publication_date":"2019-07-11","ids":{"openalex":"https://openalex.org/W2959022914","doi":"https://doi.org/10.1080/10494820.2019.1639061","mag":"2959022914"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2019.1639061","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2019.1639061","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","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/A5100343930","display_name":"Min Liu","orcid":"https://orcid.org/0000-0003-0735-1148"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Min Liu","raw_affiliation_strings":["Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA"],"affiliations":[{"raw_affiliation_string":"Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000207892","display_name":"Chenglu Li","orcid":"https://orcid.org/0000-0002-1782-0457"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chenglu Li","raw_affiliation_strings":["Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA"],"affiliations":[{"raw_affiliation_string":"Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050927864","display_name":"Zilong Pan","orcid":"https://orcid.org/0000-0001-7641-0362"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zilong Pan","raw_affiliation_strings":["Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA"],"affiliations":[{"raw_affiliation_string":"Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100936274","display_name":"Xin Pan","orcid":"https://orcid.org/0009-0007-8273-5279"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xin Pan","raw_affiliation_strings":["Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA"],"affiliations":[{"raw_affiliation_string":"Learning Technologies Program, Department of Curriculum & Instruction, The University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100343930"],"corresponding_institution_ids":["https://openalex.org/I86519309"],"apc_list":null,"apc_paid":null,"fwci":2.4074,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.89823688,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"31","issue":"5","first_page":"2562","last_page":"2582"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"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":0.9998000264167786,"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/T10731","display_name":"Educational Games and Gamification","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12395","display_name":"Educational Innovations and Technology","score":0.9041000008583069,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7015230059623718},{"id":"https://openalex.org/keywords/game-based-learning","display_name":"Game based learning","score":0.6126607060432434},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.5692622661590576},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.559857189655304},{"id":"https://openalex.org/keywords/educational-game","display_name":"Educational game","score":0.5525543093681335},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.507707953453064},{"id":"https://openalex.org/keywords/duration","display_name":"Duration (music)","score":0.4579618573188782},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.444004625082016},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.4190172553062439},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.40844130516052246},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.333207368850708},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.32955098152160645},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.30298349261283875}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7015230059623718},{"id":"https://openalex.org/C2982948194","wikidata":"https://www.wikidata.org/wiki/Q1140363","display_name":"Game based learning","level":2,"score":0.6126607060432434},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.5692622661590576},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.559857189655304},{"id":"https://openalex.org/C2984404570","wikidata":"https://www.wikidata.org/wiki/Q1140363","display_name":"Educational game","level":2,"score":0.5525543093681335},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.507707953453064},{"id":"https://openalex.org/C112758219","wikidata":"https://www.wikidata.org/wiki/Q16038819","display_name":"Duration (music)","level":2,"score":0.4579618573188782},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.444004625082016},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.4190172553062439},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.40844130516052246},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.333207368850708},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.32955098152160645},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.30298349261283875},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2019.1639061","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2019.1639061","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8399999737739563,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W157299254","https://openalex.org/W193988059","https://openalex.org/W1729499202","https://openalex.org/W1985283289","https://openalex.org/W2006444123","https://openalex.org/W2033398965","https://openalex.org/W2038433998","https://openalex.org/W2038941594","https://openalex.org/W2039958052","https://openalex.org/W2060062639","https://openalex.org/W2075620773","https://openalex.org/W2079181629","https://openalex.org/W2083922862","https://openalex.org/W2113269480","https://openalex.org/W2123536472","https://openalex.org/W2143959207","https://openalex.org/W2153378020","https://openalex.org/W2188960590","https://openalex.org/W2416612902","https://openalex.org/W2517346953","https://openalex.org/W2527334094","https://openalex.org/W2594555805","https://openalex.org/W2609731728","https://openalex.org/W2791243837","https://openalex.org/W2904462270","https://openalex.org/W2908862024","https://openalex.org/W2911048735","https://openalex.org/W4250407434"],"related_works":["https://openalex.org/W3061763893","https://openalex.org/W2529601000","https://openalex.org/W3157139468","https://openalex.org/W2819101378","https://openalex.org/W3021163624","https://openalex.org/W123076107","https://openalex.org/W2899084064","https://openalex.org/W3120369375","https://openalex.org/W1898103075","https://openalex.org/W3114046518"],"abstract_inverted_index":{"More":[0],"research":[1],"is":[2],"needed":[3],"on":[4],"how":[5],"to":[6,10,22,39,49,53],"best":[7],"use":[8,50,173],"analytics":[9],"support":[11],"educational":[12,32],"decisions":[13],"and":[14,24,48,57,101,110,128,134,146,157,189],"design":[15,56],"effective":[16],"learning":[17],"environments.":[18],"This":[19,115],"study":[20],"was":[21,66,116],"explore":[23],"mine":[25],"the":[26,46,55,60,80,120,131,139,141,168,182],"data":[27,65],"captured":[28],"by":[29,119],"a":[30],"digital":[31],"game":[33,172],"designed":[34],"for":[35,190],"middle":[36],"school":[37],"science":[38],"understand":[40],"learners\u2019":[41],"behavioral":[42],"patterns":[43],"in":[44,105,178],"using":[45],"game,":[47],"evidence-based":[51],"findings":[52,92],"inform":[54],"implementation":[58],"of":[59,85,88,107,112,125,171],"game\u2019s":[61],"next":[62],"iteration.":[63],"The":[64,82,91],"from":[67,71],"3,963":[68],"sixth-grade":[69],"students":[70,137,152,183],"31":[72],"teachers":[73],"across":[74],"nine":[75],"U.S.":[76],"states":[77],"who":[78,184],"used":[79,138,185],"game.":[81],"dataset":[83],"consisted":[84],"3,063,267":[86],"lines":[87],"log":[89],"data.":[90],"showed":[93],"significant":[94,149],"positive":[95],"relationships":[96,121],"between":[97,122,151],"students'":[98],"performance":[99,127,144,155,161,195],"scores":[100,156],"their":[102,143],"tool":[103,113,129],"usage":[104],"terms":[106],"both":[108],"frequency":[109],"duration":[111],"use.":[114],"further":[117,175],"confirmed":[118],"different":[123,165],"levels":[124],"students\u2019":[126],"usage:":[130],"more":[132,186],"frequently":[133],"longer":[135,191],"that":[136,177],"tools,":[140],"higher":[142,194],"scores,":[145],"there":[147],"were":[148],"differences":[150],"with":[153,159],"high":[154],"those":[158],"low":[160],"scores.":[162,196],"Comparing":[163],"three":[164,180],"cases":[166],"over":[167],"individual":[169],"days":[170],"provided":[174],"evidence":[176],"all":[179],"comparisons,":[181],"essential":[187],"tools":[188],"time":[192],"had":[193],"Implications":[197],"are":[198],"discussed.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}