{"id":"https://openalex.org/W7167407828","doi":"https://doi.org/10.1145/3803400.3809369","title":"Interaction Patterns With Data Science AI Tutor In Project-Based Learning","display_name":"Interaction Patterns With Data Science AI Tutor In Project-Based Learning","publication_year":2026,"publication_date":"2026-07-06","ids":{"openalex":"https://openalex.org/W7167407828","doi":"https://doi.org/10.1145/3803400.3809369"},"language":null,"primary_location":{"id":"doi:10.1145/3803400.3809369","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803400.3809369","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 31st ACM Conference on Innovation and Technology in Computer Science Education V. 1","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3803400.3809369","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117808357","display_name":"Yannik Langer","orcid":null},"institutions":[{"id":"https://openalex.org/I41121874","display_name":"Heilbronn University","ror":"https://ror.org/04g5gcg95","country_code":"DE","type":"education","lineage":["https://openalex.org/I41121874"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yannik Langer","raw_affiliation_strings":["Heilbronn University of Applied Sciences, Heilbronn, Germany"],"raw_orcid":"https://orcid.org/0009-0004-3327-1955","affiliations":[{"raw_affiliation_string":"Heilbronn University of Applied Sciences, Heilbronn, Germany","institution_ids":["https://openalex.org/I41121874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004681823","display_name":"Leon Ciechanowski","orcid":"https://orcid.org/0000-0002-4569-7222"},"institutions":[{"id":"https://openalex.org/I111398093","display_name":"Kozminski University","ror":"https://ror.org/033wpf256","country_code":"PL","type":"education","lineage":["https://openalex.org/I111398093"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Leon Ciechanowski","raw_affiliation_strings":["Kozminski University, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-4569-7222","affiliations":[{"raw_affiliation_string":"Kozminski University, Warsaw, Poland","institution_ids":["https://openalex.org/I111398093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078330965","display_name":"Matteo Casserini","orcid":null},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Matteo Casserini","raw_affiliation_strings":["University of Applied Sciences and Arts of Southern Switzerland (SUPSI), Lugano, Switzerland"],"raw_orcid":"https://orcid.org/0009-0002-2930-6655","affiliations":[{"raw_affiliation_string":"University of Applied Sciences and Arts of Southern Switzerland (SUPSI), Lugano, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091583320","display_name":"Kinga Skorupska","orcid":"https://orcid.org/0000-0002-9005-0348"},"institutions":[{"id":"https://openalex.org/I3017851245","display_name":"Polish-Japanese Academy of Information Technology","ror":"https://ror.org/01v542j61","country_code":"PL","type":"education","lineage":["https://openalex.org/I3017851245"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Kinga Skorupska","raw_affiliation_strings":["Polish-Japanese Academy of Information Technology, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-9005-0348","affiliations":[{"raw_affiliation_string":"Polish-Japanese Academy of Information Technology, Warsaw, Poland","institution_ids":["https://openalex.org/I3017851245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092596242","display_name":"Arkadiusz Modzelewski","orcid":"https://orcid.org/0009-0003-1169-831X"},"institutions":[{"id":"https://openalex.org/I4210136276","display_name":"NASK National Research Institute","ror":"https://ror.org/03ajsaw82","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210136276"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Arkadiusz Modzelewski","raw_affiliation_strings":["NASK - National Research Institute, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0009-0003-1169-831X","affiliations":[{"raw_affiliation_string":"NASK - National Research Institute, Warsaw, Poland","institution_ids":["https://openalex.org/I4210136276"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047115531","display_name":"Carsten Lanquillon","orcid":"https://orcid.org/0000-0002-9319-1437"},"institutions":[{"id":"https://openalex.org/I41121874","display_name":"Heilbronn University","ror":"https://ror.org/04g5gcg95","country_code":"DE","type":"education","lineage":["https://openalex.org/I41121874"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carsten Lanquillon","raw_affiliation_strings":["Heilbronn University of Applied Sciences, Heilbronn, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9319-1437","affiliations":[{"raw_affiliation_string":"Heilbronn University of Applied Sciences, Heilbronn, Germany","institution_ids":["https://openalex.org/I41121874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030146543","display_name":"Adam Wierzbicki","orcid":"https://orcid.org/0000-0003-0075-7030"},"institutions":[{"id":"https://openalex.org/I3017851245","display_name":"Polish-Japanese Academy of Information Technology","ror":"https://ror.org/01v542j61","country_code":"PL","type":"education","lineage":["https://openalex.org/I3017851245"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Adam Wierzbicki","raw_affiliation_strings":["Polish-Japanese Academy of Information Technology, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0003-0075-7030","affiliations":[{"raw_affiliation_string":"Polish-Japanese Academy of Information Technology, Warsaw, Poland","institution_ids":["https://openalex.org/I3017851245"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.89937759,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"541","last_page":"547"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.13689999282360077,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.13689999282360077,"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/T10533","display_name":"Teaching and Learning Programming","score":0.07919999957084656,"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/T11122","display_name":"Online Learning and Analytics","score":0.040699999779462814,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/tutor","display_name":"TUTOR","score":0.4952000081539154},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.32100000977516174},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.31209999322891235},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.25119999051094055}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5490999817848206},{"id":"https://openalex.org/C2778371403","wikidata":"https://www.wikidata.org/wiki/Q7672049","display_name":"TUTOR","level":2,"score":0.4952000081539154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4408000111579895},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.32100000977516174},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3109000027179718},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3000999987125397},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28139999508857727},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2646999955177307},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3803400.3809369","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803400.3809369","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 31st ACM Conference on Innovation and Technology in Computer Science Education V. 1","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3803400.3809369","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803400.3809369","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 31st ACM Conference on Innovation and Technology in Computer Science Education V. 1","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.47673067450523376,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1590143015","https://openalex.org/W1978013334","https://openalex.org/W2078335290","https://openalex.org/W2171982853","https://openalex.org/W4308947461","https://openalex.org/W4388095513","https://openalex.org/W4396833177","https://openalex.org/W4404073174","https://openalex.org/W4404640425","https://openalex.org/W4407313425","https://openalex.org/W4409378537","https://openalex.org/W4410362031","https://openalex.org/W4412056434"],"related_works":[],"abstract_inverted_index":{"Our":[0],"goal":[1],"is":[2],"to":[3,88,123,152,155],"support":[4],"project-based":[5],"learning":[6],"in":[7,46,91],"data":[8,18,103,115],"science":[9,19,104,116,158],"education.":[10],"We":[11,108,144],"scaffold":[12],"project":[13],"solutions":[14,30],"for":[15,66,78],"four":[16],"common":[17],"problems:":[20],"binary":[21],"classification,":[22,24],"multi-class":[23],"regression":[25],"and":[26,81,84,131,148],"clustering,":[27],"using":[28,61,128],"template":[29],"implemented":[31],"as":[32],"Jupyter":[33,72,96],"notebooks":[34],"that":[35],"can":[36],"be":[37,89],"run":[38],"on":[39],"any":[40,92],"dataset":[41],"provided":[42],"by":[43],"a":[44,62,71,86,95,125,133],"student":[45],"line":[47],"with":[48,70],"formatting":[49],"guidelines.":[50],"For":[51],"data-specific":[52],"steps":[53],"(like":[54],"feature":[55],"engineering),":[56],"we":[57],"extend":[58],"our":[59],"templates":[60,147],"custom":[63],"Python":[64,149],"library":[65,75,150],"integrating":[67],"an":[68,101],"LLM":[69],"notebook.":[73,97],"The":[74],"works":[76],"both":[77],"open-source":[79],"models":[80],"paid":[82],"APIs,":[83],"allows":[85],"chatbot":[87],"integrated":[90],"cell":[93],"of":[94,113,136],"Together,":[98],"these":[99,138],"form":[100],"interactive":[102],"AI":[105],"tutor":[106],"(DSAIT).":[107],"study":[109],"the":[110,142,146,156],"interaction":[111],"patterns":[112,139],"24":[114],"students":[117],"from":[118],"two":[119],"universities":[120],"who":[121],"attempted":[122],"solve":[124],"Kaggle":[126],"challenge":[127],"DSAIT's":[129],"assistance,":[130],"conduct":[132],"temporal":[134],"analysis":[135],"how":[137],"evolved":[140],"during":[141],"task.":[143],"provide":[145],"used":[151],"implement":[153],"DSAIT":[154],"computer":[157],"education":[159],"community.":[160]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-07-06T00:00:00"}