{"id":"https://openalex.org/W4416157515","doi":"https://doi.org/10.1145/3770762.3772544","title":"Understanding Student Interaction with AI-Powered Next-Step Hints: Strategies and Challenges","display_name":"Understanding Student Interaction with AI-Powered Next-Step Hints: Strategies and Challenges","publication_year":2026,"publication_date":"2026-02-13","ids":{"openalex":"https://openalex.org/W4416157515","doi":"https://doi.org/10.1145/3770762.3772544"},"language":"en","primary_location":{"id":"doi:10.1145/3770762.3772544","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770762.3772544","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.1","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3770762.3772544","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074151977","display_name":"Anastasiia Birillo","orcid":"https://orcid.org/0000-0003-2269-8211"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anastasiia Birillo","raw_affiliation_strings":["JetBrains Research, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0003-2269-8211","affiliations":[{"raw_affiliation_string":"JetBrains Research, Belgrade, Serbia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120595391","display_name":"Aleksei Rostovskii","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aleksei Rostovskii","raw_affiliation_strings":["JetBrains Research, Berlin, Germany"],"raw_orcid":"https://orcid.org/0009-0008-8608-5186","affiliations":[{"raw_affiliation_string":"JetBrains Research, Berlin, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013316832","display_name":"Yaroslav Golubev","orcid":"https://orcid.org/0000-0001-7009-635X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yaroslav Golubev","raw_affiliation_strings":["JetBrains Research, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0001-7009-635X","affiliations":[{"raw_affiliation_string":"JetBrains Research, Belgrade, Serbia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052659996","display_name":"Hieke Keuning","orcid":"https://orcid.org/0000-0001-5778-7519"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Hieke Keuning","raw_affiliation_strings":["Utrecht University, Utrecht, Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-5778-7519","affiliations":[{"raw_affiliation_string":"Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"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":0.00266408,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"134","last_page":"140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.7347000241279602,"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/T10533","display_name":"Teaching and Learning Programming","score":0.7347000241279602,"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":0.10610000044107437,"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/T11122","display_name":"Online Learning and Analytics","score":0.025200000032782555,"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/process","display_name":"Process (computing)","score":0.6039999723434448},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5921000242233276},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4251999855041504},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.30169999599456787}],"concepts":[{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6039999723434448},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5921000242233276},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5809999704360962},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4251999855041504},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4194999933242798},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3614000082015991},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3522000014781952},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24400000274181366},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2312999963760376}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3770762.3772544","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770762.3772544","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.1","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2511.06362","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2511.06362","pdf_url":"https://arxiv.org/pdf/2511.06362","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"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":null,"raw_type":"text"},{"id":"pmh:oai:dspace.library.uu.nl:1874/483534","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/483534","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Part of book"}],"best_oa_location":{"id":"doi:10.1145/3770762.3772544","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770762.3772544","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.1","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Automated":[0],"feedback":[1,23],"generation":[2],"plays":[3],"a":[4,61],"crucial":[5],"role":[6],"in":[7,12,52],"enhancing":[8],"personalized":[9],"learning":[10,55,138],"experiences":[11],"computer":[13],"science":[14],"education.":[15],"Among":[16],"different":[17],"types":[18],"of":[19,107],"feedback,":[20],"next-step":[21,49],"hint":[22,50,71,134],"is":[24],"particularly":[25],"important,":[26],"as":[27,97],"it":[28],"provides":[29],"students":[30,44,65,89],"with":[31,46,87,114],"actionable":[32],"steps":[33],"to":[34,104],"progress":[35],"towards":[36],"solving":[37,66],"programming":[38],"tasks.":[39],"This":[40],"study":[41],"investigates":[42],"how":[43],"interact":[45],"an":[47,53],"AI-driven":[48],"system":[51],"in-IDE":[54],"environment.":[56],"We":[57,74],"gathered":[58],"and":[59,79,125],"analyzed":[60],"dataset":[62],"from":[63],"34":[64],"Kotlin":[67],"tasks,":[68],"containing":[69],"detailed":[70],"interaction":[72,83],"logs.":[73],"applied":[75],"process":[76],"mining":[77],"techniques":[78],"identified":[80],"16":[81],"common":[82],"scenarios.":[84],"Semi-structured":[85],"interviews":[86],"6":[88],"revealed":[90],"strategies":[91],"for":[92,122,136],"managing":[93],"unhelpful":[94],"hints,":[95],"such":[96],"adapting":[98],"partial":[99],"hints":[100],"or":[101],"modifying":[102],"code":[103],"generate":[105],"variations":[106],"the":[108],"same":[109],"hint.":[110],"These":[111],"findings,":[112],"combined":[113],"our":[115],"publicly":[116],"available":[117],"dataset,":[118],"offer":[119],"valuable":[120],"opportunities":[121],"future":[123],"research":[124],"provide":[126],"key":[127],"insights":[128],"into":[129],"student":[130],"behavior,":[131],"helping":[132],"improve":[133],"design":[135],"enhanced":[137],"support.":[139]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-11-12T00:00:00"}