{"id":"https://openalex.org/W2973042499","doi":"https://doi.org/10.1007/978-3-030-29736-7_17","title":"Identifying Learning Activity Sequences that Are Associated with High Intention-Fulfillment in MOOCs","display_name":"Identifying Learning Activity Sequences that Are Associated with High Intention-Fulfillment in MOOCs","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2973042499","doi":"https://doi.org/10.1007/978-3-030-29736-7_17","mag":"2973042499"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-29736-7_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-29736-7_17","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-29736-7_17.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-29736-7_17.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037533855","display_name":"Eyal Rabin","orcid":"https://orcid.org/0000-0002-3726-0645"},"institutions":[{"id":"https://openalex.org/I164950643","display_name":"Open University of Israel","ror":"https://ror.org/027z64205","country_code":"IL","type":"education","lineage":["https://openalex.org/I164950643"]},{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["IL","NL"],"is_corresponding":true,"raw_author_name":"Eyal Rabin","raw_affiliation_strings":["The Open University of Israel, 1 University Road, Ra\u2019anana, Israel","UNESCO Chair of Open Education, Faculty Management, Science and Technologies, Open University of the Netherlands, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands","The Open University of Israel, 1 University Road, Ra'anana, Israel"],"affiliations":[{"raw_affiliation_string":"The Open University of Israel, 1 University Road, Ra\u2019anana, Israel","institution_ids":["https://openalex.org/I164950643"]},{"raw_affiliation_string":"UNESCO Chair of Open Education, Faculty Management, Science and Technologies, Open University of the Netherlands, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands","institution_ids":["https://openalex.org/I7876267"]},{"raw_affiliation_string":"The Open University of Israel, 1 University Road, Ra'anana, Israel","institution_ids":["https://openalex.org/I164950643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005641512","display_name":"Vered Silber\u2010Varod","orcid":"https://orcid.org/0000-0002-1564-9350"},"institutions":[{"id":"https://openalex.org/I164950643","display_name":"Open University of Israel","ror":"https://ror.org/027z64205","country_code":"IL","type":"education","lineage":["https://openalex.org/I164950643"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Vered Silber-Varod","raw_affiliation_strings":["The Open University of Israel, 1 University Road, Ra\u2019anana, Israel","The Open University of Israel, 1 University Road, Ra'anana, Israel"],"affiliations":[{"raw_affiliation_string":"The Open University of Israel, 1 University Road, Ra\u2019anana, Israel","institution_ids":["https://openalex.org/I164950643"]},{"raw_affiliation_string":"The Open University of Israel, 1 University Road, Ra'anana, Israel","institution_ids":["https://openalex.org/I164950643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087531981","display_name":"Yoram M. Kalman","orcid":"https://orcid.org/0000-0002-7349-254X"},"institutions":[{"id":"https://openalex.org/I164950643","display_name":"Open University of Israel","ror":"https://ror.org/027z64205","country_code":"IL","type":"education","lineage":["https://openalex.org/I164950643"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Yoram M. Kalman","raw_affiliation_strings":["The Open University of Israel, 1 University Road, Ra\u2019anana, Israel","The Open University of Israel, 1 University Road, Ra'anana, Israel"],"affiliations":[{"raw_affiliation_string":"The Open University of Israel, 1 University Road, Ra\u2019anana, Israel","institution_ids":["https://openalex.org/I164950643"]},{"raw_affiliation_string":"The Open University of Israel, 1 University Road, Ra'anana, Israel","institution_ids":["https://openalex.org/I164950643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060442811","display_name":"Marco Kalz","orcid":"https://orcid.org/0000-0003-1471-5827"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210086570","display_name":"Heidelberg University of Education","ror":"https://ror.org/0044w3h23","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210086570"]},{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["DE","NL"],"is_corresponding":false,"raw_author_name":"Marco Kalz","raw_affiliation_strings":["Heidelberg University of Education, Im Neuenheimer Feld 561, 69120, Heidelberg, Germany","UNESCO Chair of Open Education, Faculty Management, Science and Technologies, Open University of the Netherlands, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Heidelberg University of Education, Im Neuenheimer Feld 561, 69120, Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I4210086570"]},{"raw_affiliation_string":"UNESCO Chair of Open Education, Faculty Management, Science and Technologies, Open University of the Netherlands, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands","institution_ids":["https://openalex.org/I7876267"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5037533855"],"corresponding_institution_ids":["https://openalex.org/I164950643","https://openalex.org/I7876267"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.4884,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65831344,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"224","last_page":"235"},"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/T10162","display_name":"Online and Blended Learning","score":0.9016000032424927,"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/massive-open-online-course","display_name":"Massive open online course","score":0.7691990733146667},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6970789432525635},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6584563255310059},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.49283695220947266},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.4178204834461212},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38002079725265503},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3710845708847046},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3541250228881836},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.33553749322891235},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.32559385895729065},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3172500431537628}],"concepts":[{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.7691990733146667},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6970789432525635},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6584563255310059},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.49283695220947266},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.4178204834461212},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38002079725265503},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3710845708847046},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3541250228881836},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.33553749322891235},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.32559385895729065},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3172500431537628},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-29736-7_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-29736-7_17","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-29736-7_17.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:research.ou.nl:publications/489829ce-c518-4453-a70e-22ed7cd62bee","is_oa":true,"landing_page_url":"https://hdl.handle.net/1820/489829ce-c518-4453-a70e-22ed7cd62bee","pdf_url":null,"source":{"id":"https://openalex.org/S4406922485","display_name":"Open University of the Netherlands Research Portal","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Rabin, E, Silber-Varod, V, Kalman, Y & Kalz, M 2019, Identifying Learning Activity Sequences that Are Associated with High Intention-Fulfillment in MOOCs. in M Scheffel, J Broisin, V Pammer-Schindler, A Ioannou & J Schneider (eds), Transforming Learning with Meaningful Technologies - 14th European Conference on Technology Enhanced Learning, EC-TEL 2019, Proceedings : 14th European Conference on Technology Enhanced Learning, EC-TEL 2019, Delft, The Netherlands, September 16\u201319, 2019, Proceedings. Springer, Cham, Lecture Notes in Computer Science, vol. 11722, pp. 224-235, 14th European Conference on Technology Enhanced Learning, Delft, Netherlands, 16/09/19. https://doi.org/10.1007/978-3-030-29736-7_17","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:ou:oai:research.ou.nl:publications/489829ce-c518-4453-a70e-22ed7cd62bee","is_oa":true,"landing_page_url":"https://research.ou.nl/en/publications/489829ce-c518-4453-a70e-22ed7cd62bee","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Transforming Learning with Meaningful Technologies: 14th European Conference on Technology Enhanced Learning, EC-TEL 2019, Delft, The Netherlands, September 16\u201319, 2019, Proceedings, 224 - 235","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":{"id":"doi:10.1007/978-3-030-29736-7_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-29736-7_17","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-29736-7_17.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2973042499.pdf","grobid_xml":"https://content.openalex.org/works/W2973042499.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W70792901","https://openalex.org/W571307988","https://openalex.org/W1511434862","https://openalex.org/W1516257718","https://openalex.org/W1562033606","https://openalex.org/W1615000945","https://openalex.org/W1994740530","https://openalex.org/W2127425234","https://openalex.org/W2165427613","https://openalex.org/W2171282425","https://openalex.org/W2192666298","https://openalex.org/W2295164685","https://openalex.org/W2339386532","https://openalex.org/W2339810009","https://openalex.org/W2573041803","https://openalex.org/W2601081030","https://openalex.org/W2754780169","https://openalex.org/W2770347700","https://openalex.org/W2790155461","https://openalex.org/W2881195987","https://openalex.org/W2902555578","https://openalex.org/W2910811057","https://openalex.org/W2944524490","https://openalex.org/W2963872107","https://openalex.org/W3122962492","https://openalex.org/W4205905939","https://openalex.org/W4245039430"],"related_works":["https://openalex.org/W3171822798","https://openalex.org/W2032233321","https://openalex.org/W3121970507","https://openalex.org/W2110028391","https://openalex.org/W54497855","https://openalex.org/W217960748","https://openalex.org/W3125814499","https://openalex.org/W2090827041","https://openalex.org/W2565703248","https://openalex.org/W187246281"],"abstract_inverted_index":{"Learners":[0],"join":[1],"MOOCs":[2],"(Massive":[3],"Open":[4],"Online":[5],"Courses)":[6],"with":[7,155],"a":[8],"variety":[9],"of":[10,14,71,82,125,158],"intentions.":[11,182],"The":[12,138],"fulfillment":[13],"these":[15],"initial":[16,44,54],"intentions":[17,45,55],"is":[18],"an":[19],"important":[20],"success":[21],"criterion":[22],"in":[23,84,169],"self-paced":[24],"and":[25,47,75,79,98,144,164,175],"open":[26],"courses.":[27],"Using":[28],"post":[29],"course":[30],"self-reported":[31],"data":[32],"enabled":[33],"us":[34,109],"to":[35,39,66,76,93,101,110,171,177],"divide":[36],"the":[37,43,68,85,112,115,123,179],"participants":[38,74,83,176],"those":[40,48],"who":[41,49],"fulfilled":[42],"(high-IF)":[46],"did":[50],"not":[51],"fulfill":[52,178],"their":[53],"(low-IF).":[56],"We":[57],"used":[58,90],"methods":[59],"adapted":[60],"from":[61],"natural":[62],"language":[63],"processing":[64],"(NLP)":[65],"analyze":[67],"learning":[69,95,104,147,181],"paths":[70],"462":[72],"MOOC":[73,173],"identify":[77,94,102,111],"activities":[78],"activity":[80,96],"sequences":[81,97],"two":[86,116],"groups.":[87,117],"Specifically,":[88],"we":[89],"n-gram":[91],"analysis":[92,100],"keyness":[99],"prominent":[103],"activities.":[105],"These":[106],"measures":[107],"enable":[108],"differences":[113,130],"between":[114],"Differences":[118],"can":[119],"be":[120],"seen":[121],"at":[122],"level":[124],"single":[126],"activities,":[127],"but":[128],"major":[129],"were":[131,136],"found":[132],"when":[133],"longer":[134],"n-grams":[135],"used.":[137],"high-IF":[139],"group":[140],"showed":[141],"more":[142],"consistency":[143],"less":[145],"divergent":[146],"behavior.":[148],"High-IF":[149],"was":[150],"associated,":[151],"among":[152],"other":[153],"things,":[154],"study":[156],"patterns":[157],"sequentially":[159],"watching":[160],"video":[161],"lectures.":[162],"Theoretical":[163],"practical":[165],"suggestions":[166],"are":[167],"introduced":[168],"order":[170],"help":[172],"developers":[174],"participants\u2019":[180]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}