{"id":"https://openalex.org/W2036577981","doi":"https://doi.org/10.1145/2330601.2330627","title":"What to do with actionable intelligence","display_name":"What to do with actionable intelligence","publication_year":2012,"publication_date":"2012-04-29","ids":{"openalex":"https://openalex.org/W2036577981","doi":"https://doi.org/10.1145/2330601.2330627","mag":"2036577981"},"language":"en","primary_location":{"id":"doi:10.1145/2330601.2330627","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2330601.2330627","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Learning Analytics and Knowledge","raw_type":"proceedings-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/A5104086029","display_name":"Tim McKay","orcid":null},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan\u2013Ann Arbor","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tim McKay","raw_affiliation_strings":["University of Michigan, Ann Arbor, MI"],"affiliations":[{"raw_affiliation_string":"University of Michigan, Ann Arbor, MI","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101496783","display_name":"Kate Miller","orcid":"https://orcid.org/0000-0001-9320-8916"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan\u2013Ann Arbor","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kate Miller","raw_affiliation_strings":["University of Michigan, Ann Arbor, MI"],"affiliations":[{"raw_affiliation_string":"University of Michigan, Ann Arbor, MI","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028915006","display_name":"Jared Tritz","orcid":null},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan\u2013Ann Arbor","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jared Tritz","raw_affiliation_strings":["University of Michigan, Ann Arbor, MI"],"affiliations":[{"raw_affiliation_string":"University of Michigan, Ann Arbor, MI","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5104086029"],"corresponding_institution_ids":["https://openalex.org/I27837315"],"apc_list":null,"apc_paid":null,"fwci":4.7959,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.94568797,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"88","last_page":"91"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10731","display_name":"Educational Games and Gamification","score":0.9460999965667725,"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"}},"topics":[{"id":"https://openalex.org/T10731","display_name":"Educational Games and Gamification","score":0.9460999965667725,"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/computer-science","display_name":"Computer science","score":0.640363335609436},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5957693457603455},{"id":"https://openalex.org/keywords/coaching","display_name":"Coaching","score":0.5751709342002869},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.46408745646476746},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.45670175552368164},{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.4241163730621338},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4163914918899536},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14643678069114685},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10550090670585632}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.640363335609436},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5957693457603455},{"id":"https://openalex.org/C2779363792","wikidata":"https://www.wikidata.org/wiki/Q1104185","display_name":"Coaching","level":2,"score":0.5751709342002869},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.46408745646476746},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.45670175552368164},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.4241163730621338},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4163914918899536},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14643678069114685},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10550090670585632},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","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":1,"locations":[{"id":"doi:10.1145/2330601.2330627","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2330601.2330627","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Learning Analytics and Knowledge","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8299999833106995,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1764908832","https://openalex.org/W1982758740","https://openalex.org/W2028215101","https://openalex.org/W2039113359","https://openalex.org/W2112564774","https://openalex.org/W2115309381","https://openalex.org/W2123684590","https://openalex.org/W6676934228"],"related_works":["https://openalex.org/W4249854088","https://openalex.org/W2746413784","https://openalex.org/W2366107444","https://openalex.org/W603502240","https://openalex.org/W656132696","https://openalex.org/W4232010708","https://openalex.org/W2748672977","https://openalex.org/W563471364","https://openalex.org/W276138570","https://openalex.org/W4388145910"],"abstract_inverted_index":{"In":[0],"this":[1,19,79],"paper,":[2],"we":[3,21,38],"describe":[4],"a":[5,68,72,118,126],"new,":[6],"analytics":[7],"driven":[8],"approach":[9],"to":[10,61,78,97],"supporting":[11],"students":[12,30,85],"in":[13,111],"large":[14],"introductory":[15],"physics":[16,29],"courses.":[17],"For":[18,36],"project,":[20],"have":[22],"assembled":[23],"data":[24],"for":[25,113,128,138],"more":[26],"than":[27,91],"49,000":[28],"at":[31,102],"the":[32,52,114],"University":[33],"of":[34,43,49,70,105,116,133,140],"Michigan.":[35],"each,":[37],"combine":[39],"an":[40,129],"extensive":[41],"portrait":[42],"background":[44],"and":[45,54],"preparation":[46,112],"with":[47,67,84,135],"details":[48],"progress":[50],"through":[51],"course":[53],"final":[55],"outcome.":[56],"This":[57,107],"information":[58,137],"allows":[59],"us":[60],"construct":[62],"models":[63],"predicting":[64],"student":[65,98],"performance":[66],"dispersion":[69],"half":[71],"letter":[73],"grade.":[74],"We":[75],"explore":[76],"residuals":[77],"model,":[80],"conducting":[81],"structured":[82],"interviews":[83],"who":[86],"did":[87],"better":[88],"(and":[89,100],"worse)":[90],"expected,":[92],"identifying":[93],"strategies":[94],"which":[95,124],"lead":[96],"success":[99],"failure)":[101],"all":[103],"levels":[104],"preparation.":[106],"work":[108],"was":[109],"done":[110],"launch":[115],"E2Coach:":[117],"computer":[119],"tailored":[120],"educational":[121],"coaching":[122],"project":[123],"provides":[125],"model":[127],"intervention":[130],"engine,":[131],"capable":[132],"dealing":[134],"actionable":[136],"thousands":[139],"students.":[141]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}