{"id":"https://openalex.org/W4392858641","doi":"https://doi.org/10.1145/3626253.3635556","title":"Data Science Mastery Learning Using Parsons Problems-Inspired Table Transformations","display_name":"Data Science Mastery Learning Using Parsons Problems-Inspired Table Transformations","publication_year":2024,"publication_date":"2024-03-14","ids":{"openalex":"https://openalex.org/W4392858641","doi":"https://doi.org/10.1145/3626253.3635556"},"language":"en","primary_location":{"id":"doi:10.1145/3626253.3635556","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626253.3635556","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 55th ACM Technical Symposium on Computer Science Education V. 2","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/A5103199560","display_name":"Jacob Seungwon Choe","orcid":"https://orcid.org/0009-0008-5566-7263"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]},{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jacob Seungwon Choe","raw_affiliation_strings":["UC Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"UC Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048302700","display_name":"M. Lee","orcid":"https://orcid.org/0000-0002-0863-7415"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]},{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew G. Lee","raw_affiliation_strings":["UC Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"UC Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071341600","display_name":"Siddharth Marathe","orcid":"https://orcid.org/0009-0009-5379-9083"},"institutions":[{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]},{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Siddharth A. Marathe","raw_affiliation_strings":["UC Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"UC Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088855767","display_name":"Armando Fox","orcid":"https://orcid.org/0000-0002-6096-4931"},"institutions":[{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]},{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Armando Fox","raw_affiliation_strings":["UC Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"UC Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057967687","display_name":"Dan Garcia","orcid":"https://orcid.org/0000-0003-3514-9481"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]},{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dan Garcia","raw_affiliation_strings":["UC Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"UC Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090187471","display_name":"Narges Norouzi","orcid":"https://orcid.org/0000-0001-9861-7540"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]},{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Narges Norouzi","raw_affiliation_strings":["UC Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"UC Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5103199560"],"corresponding_institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":0.7536,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68684929,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1604","last_page":"1605"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.9937000274658203,"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":0.9937000274658203,"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":0.9926000237464905,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/table","display_name":"Table (database)","score":0.7918859720230103},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.757091760635376},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.6685104966163635},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5463207364082336},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.4343319535255432},{"id":"https://openalex.org/keywords/data-transformation","display_name":"Data transformation","score":0.43386292457580566},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.423242449760437},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33782023191452026},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19725564122200012},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.16322579979896545}],"concepts":[{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.7918859720230103},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.757091760635376},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.6685104966163635},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5463207364082336},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.4343319535255432},{"id":"https://openalex.org/C150670458","wikidata":"https://www.wikidata.org/wiki/Q4272815","display_name":"Data transformation","level":3,"score":0.43386292457580566},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.423242449760437},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33782023191452026},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19725564122200012},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.16322579979896545},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C135572916","wikidata":"https://www.wikidata.org/wiki/Q193351","display_name":"Data warehouse","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3626253.3635556","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626253.3635556","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 55th ACM Technical Symposium on Computer Science Education V. 2","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8799999952316284,"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":7,"referenced_works":["https://openalex.org/W2794512438","https://openalex.org/W3163689862","https://openalex.org/W4281783332","https://openalex.org/W4323037130","https://openalex.org/W4381546096","https://openalex.org/W4381546658","https://openalex.org/W4382652718"],"related_works":["https://openalex.org/W1492261612","https://openalex.org/W2374519217","https://openalex.org/W2012941781","https://openalex.org/W2159704347","https://openalex.org/W2156949561","https://openalex.org/W2393271921","https://openalex.org/W2089133691","https://openalex.org/W2586460527","https://openalex.org/W2041526955","https://openalex.org/W2048936104"],"abstract_inverted_index":{"Table":[0],"transformations":[1,25],"are":[2],"a":[3,39,77,81,89,129,138,159,171],"critical":[4],"skill":[5],"to":[6,10,28,64,75,157,166,175,195],"master":[7],"in":[8,56,80,112],"order":[9],"fluently":[11],"work":[12,68],"with":[13,162],"data.":[14],"In":[15],"introductory":[16],"data":[17,163],"science":[18,164],"courses,":[19],"however,":[20],"students":[21,66,165],"have":[22],"found":[23],"these":[24],"particularly":[26],"challenging":[27],"learn.":[29],"One":[30],"complex":[31],"transformation":[32,79,96],"is":[33,61,107],"the":[34,70,94,126,149,191],"pivot":[35,78,95,130,177],"transformation,":[36],"which":[37,113],"reorganizes":[38],"table":[40,117],"based":[41],"on":[42,182,190],"aggregation":[43],"and":[44,49,72,120,142,151,184,187],"summarizing":[45],"along":[46],"selected":[47],"columns":[48],"rows.":[50],"Current":[51],"assessments":[52],"test":[53],"student":[54,197],"understanding":[55],"static":[57],"scenarios.":[58],"Thus,":[59],"there":[60],"an":[62],"opportunity":[63],"help":[65],"explicitly":[67],"through":[69],"steps":[71],"variables":[73],"needed":[74],"express":[76],"randomizable":[82],"manner.":[83],"As":[84],"such,":[85],"we":[86],"explore":[87],"whether":[88,168],"dynamic":[90],"digital":[91],"assessment":[92],"for":[93],"can":[97,122,134,152],"effectively":[98],"achieve":[99],"mastery":[100],"learning":[101],"towards":[102],"this":[103],"skill.":[104],"Our":[105],"design":[106],"inspired":[108],"by":[109],"Parsons":[110],"problems,":[111],"answer":[114],"components":[115],"(pivot":[116],"output":[118,127],"labels":[119],"values)":[121],"be":[123,135,153],"composed":[124],"into":[125],"of":[128],"transformation.":[131],"A":[132],"question":[133],"derived":[136],"from":[137],"small":[139],"randomized":[140,143],"dataset,":[141],"Pandas":[144],"code":[145],"that":[146],"operates":[147],"upon":[148],"dataset":[150],"autograded.":[154],"We":[155],"plan":[156],"conduct":[158],"pilot":[160],"study":[161],"investigate":[167],"1)":[169],"using":[170],"programmable":[172],"online":[173,192],"platform":[174,193],"practice":[176],"tables":[178],"helps":[179],"improve":[180],"performance":[181],"exams,":[183],"2)":[185],"randomization":[186],"instant":[188],"feedback":[189],"contribute":[194],"improved":[196],"learning.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
