{"id":"https://openalex.org/W3129460529","doi":"https://doi.org/10.1109/tlt.2021.3058644","title":"Evaluating the Quality of Learning Resources: A Learnersourcing Approach","display_name":"Evaluating the Quality of Learning Resources: A Learnersourcing Approach","publication_year":2021,"publication_date":"2021-02-01","ids":{"openalex":"https://openalex.org/W3129460529","doi":"https://doi.org/10.1109/tlt.2021.3058644","mag":"3129460529"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2021.3058644","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2021.3058644","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","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/A5072045833","display_name":"Solmaz Abdi","orcid":"https://orcid.org/0000-0002-9967-9206"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Solmaz Abdi","raw_affiliation_strings":["School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9967-9206","affiliations":[{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007067645","display_name":"Hassan Khosravi","orcid":"https://orcid.org/0000-0001-8664-6117"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hassan Khosravi","raw_affiliation_strings":["School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8664-6117","affiliations":[{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070591850","display_name":"Shazia Sadiq","orcid":"https://orcid.org/0000-0001-6739-4145"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shazia Sadiq","raw_affiliation_strings":["School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6739-4145","affiliations":[{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052565959","display_name":"Gianluca Demartini","orcid":"https://orcid.org/0000-0002-7311-3693"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Gianluca Demartini","raw_affiliation_strings":["School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5072045833"],"corresponding_institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":7.312,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.97135579,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"14","issue":"1","first_page":"81","last_page":"92"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.989799976348877,"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":0.989799976348877,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9656999707221985,"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/T12171","display_name":"Open Education and E-Learning","score":0.9513999819755554,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8360708951950073},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.7022340297698975},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6514821648597717},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6008353233337402},{"id":"https://openalex.org/keywords/moderation","display_name":"Moderation","score":0.5423581600189209},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4908652901649475},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4649343192577362},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35690510272979736},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32968777418136597},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26802289485931396}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8360708951950073},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.7022340297698975},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6514821648597717},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6008353233337402},{"id":"https://openalex.org/C93225998","wikidata":"https://www.wikidata.org/wiki/Q1941972","display_name":"Moderation","level":2,"score":0.5423581600189209},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4908652901649475},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4649343192577362},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35690510272979736},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32968777418136597},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26802289485931396},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2021.3058644","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2021.3058644","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":86,"referenced_works":["https://openalex.org/W58813315","https://openalex.org/W93427234","https://openalex.org/W279631868","https://openalex.org/W1507862126","https://openalex.org/W1554875579","https://openalex.org/W1622896514","https://openalex.org/W1689950805","https://openalex.org/W1876191121","https://openalex.org/W1965355809","https://openalex.org/W1968859137","https://openalex.org/W1969883013","https://openalex.org/W1990646004","https://openalex.org/W1994389483","https://openalex.org/W1997442599","https://openalex.org/W2002410427","https://openalex.org/W2026805626","https://openalex.org/W2032941935","https://openalex.org/W2051277183","https://openalex.org/W2052070665","https://openalex.org/W2065762074","https://openalex.org/W2080940044","https://openalex.org/W2089942811","https://openalex.org/W2113878109","https://openalex.org/W2124994029","https://openalex.org/W2127008633","https://openalex.org/W2134305421","https://openalex.org/W2137165445","https://openalex.org/W2141403362","https://openalex.org/W2141649520","https://openalex.org/W2142518823","https://openalex.org/W2148189517","https://openalex.org/W2171106563","https://openalex.org/W2172201852","https://openalex.org/W2273188821","https://openalex.org/W2302444102","https://openalex.org/W2336395599","https://openalex.org/W2344324379","https://openalex.org/W2394968026","https://openalex.org/W2585226541","https://openalex.org/W2601131632","https://openalex.org/W2605485351","https://openalex.org/W2611973430","https://openalex.org/W2612388249","https://openalex.org/W2613745226","https://openalex.org/W2753432442","https://openalex.org/W2774723506","https://openalex.org/W2783631139","https://openalex.org/W2789136128","https://openalex.org/W2792809572","https://openalex.org/W2807400035","https://openalex.org/W2886995010","https://openalex.org/W2888647361","https://openalex.org/W2902734245","https://openalex.org/W2915802120","https://openalex.org/W2937859871","https://openalex.org/W2940663216","https://openalex.org/W2942444880","https://openalex.org/W2963917099","https://openalex.org/W2965830249","https://openalex.org/W2966554551","https://openalex.org/W2981473719","https://openalex.org/W2995988440","https://openalex.org/W3009686148","https://openalex.org/W3011518473","https://openalex.org/W3011647572","https://openalex.org/W3011684358","https://openalex.org/W3012234344","https://openalex.org/W3083061002","https://openalex.org/W4252248660","https://openalex.org/W4253944259","https://openalex.org/W4290699975","https://openalex.org/W6610117260","https://openalex.org/W6630288664","https://openalex.org/W6679959949","https://openalex.org/W6680957539","https://openalex.org/W6685112121","https://openalex.org/W6697857613","https://openalex.org/W6711814783","https://openalex.org/W6735578008","https://openalex.org/W6737088072","https://openalex.org/W6738014235","https://openalex.org/W6738148128","https://openalex.org/W6748450244","https://openalex.org/W6756769106","https://openalex.org/W6766563485","https://openalex.org/W6766624007"],"related_works":["https://openalex.org/W3093710306","https://openalex.org/W750217911","https://openalex.org/W2740268725","https://openalex.org/W4206949499","https://openalex.org/W2296969234","https://openalex.org/W4226254121","https://openalex.org/W4388229525","https://openalex.org/W131533274","https://openalex.org/W4313163826","https://openalex.org/W1517021018"],"abstract_inverted_index":{"Learnersourcing":[0],"is":[1,35,66,102],"emerging":[2],"as":[3,18,113],"a":[4,67,70,133,178,219],"viable":[5],"approach":[6,135,180],"for":[7,69,95,120,192],"mobilizing":[8],"the":[9,14,28,91,122,142,194,231,234],"learner":[10],"community":[11],"and":[12,72,86,110,185,212],"harnessing":[13],"intelligence":[15],"of":[16,20,30,60,124,144,196,222,233],"learners":[17],"creators":[19],"learning":[21,125,145,169,223],"resources.":[22,126,146],"Previous":[23],"works":[24],"have":[25],"demonstrated":[26],"that":[27],"quality":[29,123,143],"resources":[31,40,47,61,78,170,224],"developed":[32],"by":[33,156],"students":[34,157],"quite":[36,104],"diverse":[37],"with":[38,160],"some":[39],"meeting":[41],"rigorous":[42],"judgmental":[43],"criteria,":[44],"whereas":[45],"other":[46],"are":[48,89],"ineffective,":[49],"inappropriate,":[50],"or":[51],"incorrect.":[52],"Consequently,":[53],"to":[54,75,136,228],"effectively":[55],"utilize":[56],"these":[57],"large":[58],"repositories":[59],"in":[62,82,140,167],"student":[63,210],"learning,":[64],"there":[65],"need":[68],"selection":[71],"moderation":[73],"process":[74],"separate":[76],"high-quality":[77],"from":[79,148,162,215],"low-quality":[80],"ones":[81],"such":[83],"repositories.":[84],"Instructors":[85],"domain":[87,216],"experts":[88,217],"potentially":[90],"most":[92],"reliable":[93],"source":[94],"doing":[96],"this":[97,149,201],"task;":[98],"however,":[99,164],"their":[100],"availability":[101],"often":[103],"limited.":[105],"This":[106],"article":[107],"explores":[108],"whether":[109],"how":[111,187,206],"learnersourcing,":[112],"an":[114],"alternative":[115],"approach,":[116],"can":[117,171,189,225],"be":[118,190,226],"used":[119,191],"evaluating":[121,168],"To":[127],"do":[128],"so,":[129],"we":[130,203],"first":[131],"follow":[132],"data-driven":[134],"explore":[137],"students'":[138,165],"ability":[139,166],"judging":[141],"Results":[147],"study":[150],"suggest":[151],"that,":[152],"overall,":[153],"ratings":[154,161,214],"provided":[155],"strongly":[158],"correlate":[159],"experts;":[163],"also":[172,204],"vary":[173],"significantly.":[174],"We":[175],"then":[176],"present":[177],"consensus":[179],"based":[181],"on":[182,209,218],"matrix":[183],"factorization":[184],"indicate":[186],"it":[188],"improving":[193],"accuracy":[195,232],"aggregating":[197],"learnersourced":[198],"decisions.":[199],"In":[200],"article,":[202],"demonstrate":[205],"utilizing":[207],"information":[208],"performance":[211],"incorporating":[213],"limited":[220],"number":[221],"leveraged":[227],"further":[229],"improve":[230],"results.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}