{"id":"https://openalex.org/W2792281292","doi":"https://doi.org/10.1145/3170358.3170369","title":"Studying MOOC completion at scale using the MOOC replication framework","display_name":"Studying MOOC completion at scale using the MOOC replication framework","publication_year":2018,"publication_date":"2018-03-06","ids":{"openalex":"https://openalex.org/W2792281292","doi":"https://doi.org/10.1145/3170358.3170369","mag":"2792281292"},"language":"en","primary_location":{"id":"doi:10.1145/3170358.3170369","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3170358.3170369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th International Conference on Learning Analytics and Knowledge","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.pure.ed.ac.uk/ws/files/47405433/LAK_18_paper_49.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113826133","display_name":"Juan Miguel L. Andres","orcid":null},"institutions":[{"id":"https://openalex.org/I36788626","display_name":"California University of Pennsylvania","ror":"https://ror.org/01spssf70","country_code":"US","type":"education","lineage":["https://openalex.org/I36788626"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Juan Miguel L. Andres","raw_affiliation_strings":["University of Pennsylvania"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I36788626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088695714","display_name":"Ryan S. Baker","orcid":"https://orcid.org/0000-0002-3051-3232"},"institutions":[{"id":"https://openalex.org/I36788626","display_name":"California University of Pennsylvania","ror":"https://ror.org/01spssf70","country_code":"US","type":"education","lineage":["https://openalex.org/I36788626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan S. Baker","raw_affiliation_strings":["University of Pennsylvania"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I36788626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036855560","display_name":"Dragan Ga\u0161evi\u0107","orcid":"https://orcid.org/0000-0001-9265-1908"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dragan Ga\u0161evi\u0107","raw_affiliation_strings":["University of Edinburgh, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025890612","display_name":"George Siemens","orcid":"https://orcid.org/0000-0002-9567-9794"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George Siemens","raw_affiliation_strings":["University of Texas Arlington"],"affiliations":[{"raw_affiliation_string":"University of Texas Arlington","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028338673","display_name":"Scott A. Crossley","orcid":"https://orcid.org/0000-0002-5148-0273"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott A. Crossley","raw_affiliation_strings":["Georgia State University"],"affiliations":[{"raw_affiliation_string":"Georgia State University","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089389582","display_name":"Sr\u00e9cko Joksimov\u00edc","orcid":"https://orcid.org/0000-0001-6999-3547"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sre\u0107ko Joksimovi\u0107","raw_affiliation_strings":["University of Edinburgh, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5113826133"],"corresponding_institution_ids":["https://openalex.org/I36788626"],"apc_list":null,"apc_paid":null,"fwci":8.2558,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.97278801,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"71","last_page":"78"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":1.0,"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":1.0,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9020000100135803,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/replication","display_name":"Replication (statistics)","score":0.8174052238464355},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7690325975418091},{"id":"https://openalex.org/keywords/massive-open-online-course","display_name":"Massive open online course","score":0.736137866973877},{"id":"https://openalex.org/keywords/replicate","display_name":"Replicate","score":0.7314532995223999},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6275373697280884},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5015807151794434},{"id":"https://openalex.org/keywords/negotiation","display_name":"Negotiation","score":0.41595518589019775},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3354378044605255}],"concepts":[{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.8174052238464355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7690325975418091},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.736137866973877},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.7314532995223999},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6275373697280884},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5015807151794434},{"id":"https://openalex.org/C199776023","wikidata":"https://www.wikidata.org/wiki/Q202875","display_name":"Negotiation","level":2,"score":0.41595518589019775},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3354378044605255},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3170358.3170369","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3170358.3170369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th International Conference on Learning Analytics and Knowledge","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.ed.ac.uk:publications/16609170-e740-441b-95e9-7e12f0958727","is_oa":true,"landing_page_url":"https://dl.acm.org/citation.cfm?doid=3170358.3170369","pdf_url":"https://www.pure.ed.ac.uk/ws/files/47405433/LAK_18_paper_49.pdf","source":{"id":"https://openalex.org/S4406922455","display_name":"Edinburgh Research Explorer","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:pure.ed.ac.uk:openaire/16609170-e740-441b-95e9-7e12f0958727","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/16609170-e740-441b-95e9-7e12f0958727","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Andres, J M L, Baker, R, Gasevic, D, Siemens, G, Crossley, S & Spann , C 2018, Studying MOOC completion at scale using the MOOC replication framework. in LAK '18 Proceedings of the 8th International Conference on Learning Analytics and Knowledge. pp. 71-78. https://doi.org/10.1145/3170358.3170369","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:pure.ed.ac.uk:publications/16609170-e740-441b-95e9-7e12f0958727","is_oa":true,"landing_page_url":"https://dl.acm.org/citation.cfm?doid=3170358.3170369","pdf_url":"https://www.pure.ed.ac.uk/ws/files/47405433/LAK_18_paper_49.pdf","source":{"id":"https://openalex.org/S4406922455","display_name":"Edinburgh Research Explorer","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2792281292.pdf","grobid_xml":"https://content.openalex.org/works/W2792281292.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W87722466","https://openalex.org/W904241462","https://openalex.org/W1510156278","https://openalex.org/W1511434862","https://openalex.org/W1511920456","https://openalex.org/W1565788752","https://openalex.org/W1738233868","https://openalex.org/W1806600124","https://openalex.org/W1997161938","https://openalex.org/W2007780422","https://openalex.org/W2018206893","https://openalex.org/W2019818456","https://openalex.org/W2028111024","https://openalex.org/W2034849674","https://openalex.org/W2037965136","https://openalex.org/W2082496272","https://openalex.org/W2088117761","https://openalex.org/W2092698881","https://openalex.org/W2118835804","https://openalex.org/W2139319950","https://openalex.org/W2145912399","https://openalex.org/W2164972124","https://openalex.org/W2166559705","https://openalex.org/W2174347297","https://openalex.org/W2180809782","https://openalex.org/W2181987516","https://openalex.org/W2187065649","https://openalex.org/W2258103373","https://openalex.org/W2277238264","https://openalex.org/W2395035212","https://openalex.org/W2572363809","https://openalex.org/W2574248532","https://openalex.org/W2574991964","https://openalex.org/W2578118850","https://openalex.org/W2582187277","https://openalex.org/W2602489089","https://openalex.org/W2963872107","https://openalex.org/W3125978144","https://openalex.org/W4200449005","https://openalex.org/W4206965543","https://openalex.org/W4213412371","https://openalex.org/W4253336088","https://openalex.org/W6603502622","https://openalex.org/W6633753557","https://openalex.org/W6677903437","https://openalex.org/W6685992599"],"related_works":["https://openalex.org/W4254851101","https://openalex.org/W3171007296","https://openalex.org/W22115721","https://openalex.org/W2321234655","https://openalex.org/W2053915529","https://openalex.org/W2111659373","https://openalex.org/W4398395683","https://openalex.org/W4398298289","https://openalex.org/W4398690544","https://openalex.org/W4398950539"],"abstract_inverted_index":{"Research":[0],"on":[1,46,155],"learner":[2],"behaviors":[3],"and":[4,30,35,69,125,146],"course":[5],"completion":[6],"within":[7],"Massive":[8],"Open":[9],"Online":[10],"Courses":[11],"(MOOCs)":[12],"has":[13],"been":[14],"mostly":[15],"confined":[16],"to":[17,24,31,96,98,152,162,165],"single":[18],"courses,":[19],"making":[20],"the":[21,47,50,59,70,87,116,122,132,150],"findings":[22,40,64,75,103,111,118,128],"difficult":[23],"generalize":[25],"across":[26,65,104,121],"different":[27],"data":[28,67,123,158],"sets":[29,68,159],"assess":[32],"which":[33],"contexts":[34],"types":[36],"of":[37,49,61,73,89,107,115,139],"courses":[38],"these":[39],"apply":[41],"to.":[42],"This":[43],"paper":[44],"reports":[45],"development":[48],"MOOC":[51,140],"Replication":[52],"Framework":[53],"(MORF),":[54],"a":[55],"framework":[56],"that":[57,113,126],"facilitates":[58],"replication":[60],"previously":[62,101,144],"published":[63,102],"multiple":[66],"seamless":[71],"integration":[72],"new":[74,77,82],"as":[76],"research":[78,141],"is":[79],"conducted":[80],"or":[81],"hypotheses":[83],"are":[84],"generated.":[85],"In":[86],"proof":[88],"concept":[90],"presented":[91],"here,":[92],"we":[93],"use":[94],"MORF":[95,135],"attempt":[97],"replicate":[99],"15":[100,117],"29":[105],"iterations":[106],"17":[108],"MOOCs.":[109],"The":[110],"indicate":[112],"12":[114],"replicated":[119,129],"significantly":[120,130],"sets,":[124],"two":[127],"in":[131],"opposite":[133],"direction.":[134],"enables":[136,147],"larger-scale":[137],"analysis":[138],"questions":[142],"than":[143],"feasible,":[145],"researchers":[148],"around":[149],"world":[151],"conduct":[153],"analyses":[154],"huge":[156],"multi-MOOC":[157],"without":[160],"having":[161],"negotiate":[163],"access":[164],"data.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":6}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}