{"id":"https://openalex.org/W7128798442","doi":"https://doi.org/10.1145/3770761.3777235","title":"Data Science in Computer Science Classrooms: Insights from Standards Alignment","display_name":"Data Science in Computer Science Classrooms: Insights from Standards Alignment","publication_year":2026,"publication_date":"2026-02-13","ids":{"openalex":"https://openalex.org/W7128798442","doi":"https://doi.org/10.1145/3770761.3777235"},"language":null,"primary_location":{"id":"doi:10.1145/3770761.3777235","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777235","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3770761.3777235","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076757099","display_name":"Yue Xin","orcid":"https://orcid.org/0000-0002-6172-8316"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yue Xin","raw_affiliation_strings":["University of Maryland, College Park, USA"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120504941","display_name":"Rotem Israel-Fishelson","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rotem Israel-Fishelson","raw_affiliation_strings":["University of Maryland, College Park, USA"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002752295","display_name":"Peter F. Moon","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter F Moon","raw_affiliation_strings":["University of Maryland, College Park, USA"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044386678","display_name":"David Weintrop","orcid":"https://orcid.org/0000-0002-3009-3899"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Weintrop","raw_affiliation_strings":["University of Maryland, College Park, USA"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, USA","institution_ids":["https://openalex.org/I66946132"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5076757099"],"corresponding_institution_ids":["https://openalex.org/I66946132"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.75846874,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1587","last_page":"1588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.5274999737739563,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.5274999737739563,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.1956000030040741,"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/T13405","display_name":"Educational Assessment and Improvement","score":0.061400000005960464,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.7675999999046326},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6101999878883362},{"id":"https://openalex.org/keywords/computational-thinking","display_name":"Computational thinking","score":0.4438999891281128},{"id":"https://openalex.org/keywords/common-core","display_name":"Common core","score":0.43389999866485596},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.382999986410141},{"id":"https://openalex.org/keywords/core-curriculum","display_name":"Core curriculum","score":0.3779999911785126}],"concepts":[{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.7675999999046326},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6101999878883362},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5922999978065491},{"id":"https://openalex.org/C2780368719","wikidata":"https://www.wikidata.org/wiki/Q5157342","display_name":"Computational thinking","level":2,"score":0.4438999891281128},{"id":"https://openalex.org/C2993829489","wikidata":"https://www.wikidata.org/wiki/Q5153317","display_name":"Common core","level":3,"score":0.43389999866485596},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.382999986410141},{"id":"https://openalex.org/C3018640582","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Core curriculum","level":3,"score":0.3779999911785126},{"id":"https://openalex.org/C44877443","wikidata":"https://www.wikidata.org/wiki/Q2485457","display_name":"Science education","level":2,"score":0.35920000076293945},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.31459999084472656},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.3077000081539154},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2590999901294708}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3770761.3777235","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777235","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3770761.3777235","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777235","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.8536662459373474,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1983981789","https://openalex.org/W2053154970","https://openalex.org/W3047126347","https://openalex.org/W4293227694","https://openalex.org/W4390607027","https://openalex.org/W4401235947"],"related_works":[],"abstract_inverted_index":{"As":[0],"data":[1],"science":[2,30],"(DS)":[3],"grows":[4],"in":[5,49,99,231,241],"importance":[6],"across":[7],"disciplines,":[8],"its":[9],"integration":[10],"into":[11,61],"K-12":[12,96],"education":[13,66,98,243],"remains":[14],"fragmented,":[15],"especially":[16],"when":[17],"the":[18,45,62,73,84,100,109,158,161,182,224],"high":[19,78,110],"school":[20,79,111],"curricula":[21,122],"are":[22],"already":[23],"packed.":[24],"Embedding":[25],"DS":[26,48,59,80,116,121,135,171,205,212,230,239],"within":[27,181],"existing":[28],"computer":[29],"(CS)":[31],"courses":[32],"offers":[33],"a":[34,91,104],"practical":[35],"solution":[36],"by":[37],"leveraging":[38],"overlapping":[39],"skills":[40],"and":[41,123,134,186,226],"content.":[42],"To":[43,146],"make":[44],"case":[46],"for":[47,137],"CS":[50,65,97,232],"classrooms,":[51,233],"an":[52,152],"important":[53],"step":[54],"is":[55],"to":[56,75,114,237],"examine":[57],"how":[58],"fits":[60],"landscape":[63],"of":[64,131,169,228],"through":[67,144,244],"educational":[68],"standards.":[69],"This":[70,220],"study":[71],"explores":[72],"extent":[74],"which":[76],"core":[77],"topics":[81,172],"align":[82,173],"with":[83,174],"Computer":[85],"Science":[86],"Teachers":[87],"Association":[88],"(CSTA)":[89],"standards,":[90],"widely":[92],"adopted":[93],"framework":[94],"guiding":[95],"U.S.":[101],"We":[102],"conducted":[103],"qualitative":[105],"document":[106],"analysis":[107,221],"comparing":[108],"CSTA":[112,132,178],"standards":[113,200],"61":[115],"subtopics":[117],"synthesized":[118],"from":[119],"leading":[120],"frameworks.":[124,163],"Two":[125],"researchers":[126],"independently":[127],"coded":[128],"each":[129],"pair":[130],"standard":[133],"subtopic":[136],"explicit":[138],"or":[139,198],"implicit":[140],"connections,":[141],"resolving":[142],"discrepancies":[143],"consensus.":[145],"visualize":[147],"alignment":[148,193],"patterns,":[149],"we":[150],"developed":[151],"interactive":[153],"Sankey":[154],"diagram":[155],"that":[156,167,201],"maps":[157],"connection":[159],"between":[160,204],"two":[162],"Our":[164],"findings":[165],"show":[166],"16":[168],"17":[170],"at":[175,207],"least":[176],"one":[177],"standard,":[179],"primarily":[180],"''Data":[183],"&":[184,188],"Analysis''":[185],"''Algorithms":[187],"Programming''":[189],"concept":[190],"areas.":[191],"However,":[192],"often":[194],"relies":[195],"on":[196],"broad":[197],"open-ended":[199],"flatten":[202],"distinctions":[203],"practices":[206],"various":[208],"level.":[209],"Meanwhile,":[210],"critical":[211],"areas":[213],"such":[214],"as":[215],"machine":[216],"learning":[217],"remain":[218],"unaddressed.":[219],"reveals":[222],"both":[223],"promise":[225],"limitations":[227],"embedding":[229],"informing":[234],"future":[235],"efforts":[236],"integrate":[238],"meaningfully":[240],"K\u201312":[242],"standards-based":[245],"curriculum":[246],"design.":[247]},"counts_by_year":[],"updated_date":"2026-02-15T05:58:04.055770","created_date":"2026-02-14T00:00:00"}
