{"id":"https://openalex.org/W2336283113","doi":"https://doi.org/10.1145/2883851.2883912","title":"Pipeline for expediting learning analytics and student support from data in social learning","display_name":"Pipeline for expediting learning analytics and student support from data in social learning","publication_year":2016,"publication_date":"2016-04-22","ids":{"openalex":"https://openalex.org/W2336283113","doi":"https://doi.org/10.1145/2883851.2883912","mag":"2336283113"},"language":"en","primary_location":{"id":"doi:10.1145/2883851.2883912","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2883851.2883912","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/2883851.2883912?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics & Knowledge","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/2883851.2883912?download=true","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021733732","display_name":"Yohan Jo","orcid":"https://orcid.org/0009-0006-9296-3403"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yohan Jo","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101554423","display_name":"Gaurav Singh Tomar","orcid":"https://orcid.org/0000-0003-1333-6614"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gaurav Tomar","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061633582","display_name":"Oliver Ferschke","orcid":"https://orcid.org/0000-0003-4996-7426"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Oliver Ferschke","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089539629","display_name":"Carolyn Penstein Ros\u00e9","orcid":"https://orcid.org/0000-0003-1128-5155"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carolyn Penstein Ros\u00e9","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","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":["The University of Edinburgh, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"The University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5021733732"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":2.2106,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.90267793,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"542","last_page":"543"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9911999702453613,"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"}},{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9591000080108643,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/expediting","display_name":"Expediting","score":0.9003611207008362},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.7973836660385132},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7883728742599487},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7190598845481873},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6063375473022461},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5837489366531372},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5812250971794128},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5511434078216553},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4617403447628021},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4021447002887726},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13934627175331116},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12117528915405273},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.11938929557800293}],"concepts":[{"id":"https://openalex.org/C134448949","wikidata":"https://www.wikidata.org/wiki/Q1384274","display_name":"Expediting","level":2,"score":0.9003611207008362},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7973836660385132},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7883728742599487},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7190598845481873},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6063375473022461},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5837489366531372},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5812250971794128},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5511434078216553},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4617403447628021},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4021447002887726},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13934627175331116},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12117528915405273},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.11938929557800293},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2883851.2883912","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2883851.2883912","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/2883851.2883912?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics & Knowledge","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.ed.ac.uk:publications/e9557637-d0d5-4023-be47-61a38fef9c96","is_oa":false,"landing_page_url":"https://www.research.ed.ac.uk/portal/en/publications/pipeline-for-expediting-learning-analytics-and-student-support-from-data-in-social-learning(e9557637-d0d5-4023-be47-61a38fef9c96).html","pdf_url":null,"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":""}],"best_oa_location":{"id":"doi:10.1145/2883851.2883912","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2883851.2883912","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/2883851.2883912?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics & Knowledge","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5899999737739563}],"awards":[{"id":"https://openalex.org/G8693990428","display_name":null,"funder_award_id":"ACI-1443068,IIS-1320064","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"},{"id":"https://openalex.org/F4320337628","display_name":"U.S. Naval Research Laboratory","ror":"https://ror.org/04d23a975"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2336283113.pdf","grobid_xml":"https://content.openalex.org/works/W2336283113.grobid-xml"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W2094847119","https://openalex.org/W2105034111","https://openalex.org/W2548896891"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W2911048623","https://openalex.org/W4292348877"],"abstract_inverted_index":{"An":[0],"important":[1],"research":[2],"problem":[3],"in":[4,30,67,89],"learning":[5,44],"analytics":[6],"is":[7,73],"to":[8,15,64,74],"expedite":[9],"the":[10,16,22,31,76],"cycle":[11],"of":[12,18,24,33,60],"data":[13,42,66],"leading":[14],"analysis":[17],"student":[19,25],"progress":[20],"and":[21,46],"improvement":[23],"support.":[26],"For":[27],"this":[28,62],"goal":[29,72],"context":[32],"social":[34,95],"learning,":[35],"we":[36,56,91],"propose":[37],"a":[38,68],"pipeline":[39,63],"that":[40,79],"includes":[41],"infrastructure,":[43],"analytics,":[45],"intervention,":[47],"along":[48],"with":[49],"computational":[50],"models":[51],"for":[52],"individual":[53],"components.":[54],"Next,":[55],"describe":[57],"an":[58],"example":[59],"applying":[61],"real":[65],"case":[69],"study,":[70],"whose":[71],"investigate":[75],"positive":[77],"effects":[78],"goal-setting":[80],"students":[81],"have":[82],"on":[83],"their":[84],"peers,":[85],"which":[86,90],"suggests":[87],"ways":[88],"might":[92],"foster":[93],"these":[94],"benefits":[96],"through":[97],"intervention.":[98]},"counts_by_year":[{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}