{"id":"https://openalex.org/W4416583101","doi":"https://doi.org/10.1109/dsaa65442.2025.11248023","title":"CA-HIL: A Competency-Aware Framework for Bridging Automation and Human Expertise in Data Science Projects","display_name":"CA-HIL: A Competency-Aware Framework for Bridging Automation and Human Expertise in Data Science Projects","publication_year":2025,"publication_date":"2025-10-09","ids":{"openalex":"https://openalex.org/W4416583101","doi":"https://doi.org/10.1109/dsaa65442.2025.11248023"},"language":null,"primary_location":{"id":"doi:10.1109/dsaa65442.2025.11248023","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa65442.2025.11248023","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 12th International Conference on Data Science and Advanced Analytics (DSAA)","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/A5049575442","display_name":"Maike Holtkemper","orcid":"https://orcid.org/0009-0009-1569-6139"},"institutions":[{"id":"https://openalex.org/I120691247","display_name":"University of Hagen","ror":"https://ror.org/04tkkr536","country_code":"DE","type":"education","lineage":["https://openalex.org/I120691247"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Maike Holtkemper","raw_affiliation_strings":["University of Hagen,Chair of Data Science,Hagen,Germany"],"affiliations":[{"raw_affiliation_string":"University of Hagen,Chair of Data Science,Hagen,Germany","institution_ids":["https://openalex.org/I120691247"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039809923","display_name":"Christian Beecks","orcid":"https://orcid.org/0009-0000-9028-629X"},"institutions":[{"id":"https://openalex.org/I120691247","display_name":"University of Hagen","ror":"https://ror.org/04tkkr536","country_code":"DE","type":"education","lineage":["https://openalex.org/I120691247"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Beecks","raw_affiliation_strings":["University of Hagen,Chair of Data Science,Hagen,Germany"],"affiliations":[{"raw_affiliation_string":"University of Hagen,Chair of Data Science,Hagen,Germany","institution_ids":["https://openalex.org/I120691247"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5049575442"],"corresponding_institution_ids":["https://openalex.org/I120691247"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37699681,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.5989999771118164,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.5989999771118164,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.13019999861717224,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.05739999935030937,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/automation","display_name":"Automation","score":0.7466999888420105},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.5419999957084656},{"id":"https://openalex.org/keywords/accountability","display_name":"Accountability","score":0.4968999922275543},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.4602999985218048},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.45660001039505005},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.43689998984336853},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.426800012588501}],"concepts":[{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.7466999888420105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5645999908447266},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.5419999957084656},{"id":"https://openalex.org/C2776007630","wikidata":"https://www.wikidata.org/wiki/Q2798912","display_name":"Accountability","level":2,"score":0.4968999922275543},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4828999936580658},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.4602999985218048},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.45660001039505005},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.43689998984336853},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.426800012588501},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.42649999260902405},{"id":"https://openalex.org/C196879817","wikidata":"https://www.wikidata.org/wiki/Q872685","display_name":"Data governance","level":4,"score":0.3824999928474426},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3675999939441681},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.36640000343322754},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3382999897003174},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.31349998712539673},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.3050000071525574},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.30379998683929443},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.29190000891685486},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2757999897003174},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.27570000290870667},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.26829999685287476},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.25459998846054077},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.25380000472068787},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsaa65442.2025.11248023","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa65442.2025.11248023","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 12th International Conference on Data Science and Advanced Analytics (DSAA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W1501005121","https://openalex.org/W2020937027","https://openalex.org/W2091273686","https://openalex.org/W2128886782","https://openalex.org/W2300445845","https://openalex.org/W2947123069","https://openalex.org/W2971951525","https://openalex.org/W2978535238","https://openalex.org/W2985543011","https://openalex.org/W2985793077","https://openalex.org/W2996468815","https://openalex.org/W3006528928","https://openalex.org/W3009511127","https://openalex.org/W3021274480","https://openalex.org/W3046143716","https://openalex.org/W3106823280","https://openalex.org/W3118615836","https://openalex.org/W3119090990","https://openalex.org/W3119940315","https://openalex.org/W3134075462","https://openalex.org/W3134437806","https://openalex.org/W3137708951","https://openalex.org/W3149006422","https://openalex.org/W3166727241","https://openalex.org/W3169736213","https://openalex.org/W3172545305","https://openalex.org/W3175042864","https://openalex.org/W3190995216","https://openalex.org/W3191852751","https://openalex.org/W3193366935","https://openalex.org/W3197566510","https://openalex.org/W3204791388","https://openalex.org/W3206292363","https://openalex.org/W3209338519","https://openalex.org/W3215415459","https://openalex.org/W4200347907","https://openalex.org/W4200423288","https://openalex.org/W4200511930","https://openalex.org/W4207049093","https://openalex.org/W4210693780","https://openalex.org/W4213145388","https://openalex.org/W4213308398","https://openalex.org/W4226106502","https://openalex.org/W4288359825","https://openalex.org/W4291909695","https://openalex.org/W4291910525","https://openalex.org/W4292289324","https://openalex.org/W4297070767","https://openalex.org/W4298326701","https://openalex.org/W4312221468","https://openalex.org/W4313195842","https://openalex.org/W4316657823","https://openalex.org/W4318147668","https://openalex.org/W4319586445","https://openalex.org/W4319586503","https://openalex.org/W4319783026","https://openalex.org/W4321473427","https://openalex.org/W4321504526","https://openalex.org/W4321854335","https://openalex.org/W4366771523","https://openalex.org/W4367727899","https://openalex.org/W4381329178","https://openalex.org/W4382024737","https://openalex.org/W4385270429","https://openalex.org/W4387730240","https://openalex.org/W4388212563","https://openalex.org/W4389505882","https://openalex.org/W4389687726","https://openalex.org/W4390727167","https://openalex.org/W4400412195","https://openalex.org/W4400909760","https://openalex.org/W4400909988","https://openalex.org/W4404107888","https://openalex.org/W4404317142","https://openalex.org/W4406460942","https://openalex.org/W4409195256"],"related_works":[],"abstract_inverted_index":{"Automation":[0],"frameworks":[1,20,56],"support":[2],"data":[3,11,166],"science":[4,167],"projects":[5],"by":[6,57,74],"automating":[7],"tasks":[8],"such":[9,131],"as":[10,132],"preprocessing,":[12],"feature":[13],"engineering,":[14],"model":[15],"selection,":[16],"and":[17,31,44,95,135,151],"deployment.":[18],"These":[19],"reduce":[21],"manual":[22],"workload":[23],"but":[24,60],"create":[25],"challenges":[26],"for":[27,66,163],"maintaining":[28],"trustworthy,":[29],"fair,":[30],"responsible":[32,165],"analytics.":[33],"Trustworthy":[34],"analytics":[35],"require":[36],"human":[37,63,99,140,175],"competencies":[38,64,100],"to":[39,88,102,127,137],"ensure":[40],"explainability,":[41],"fairness":[42],"auditing,":[43],"ethical":[45,176],"compliance,":[46],"particularly":[47],"where":[48],"automation":[49,86,129,168],"alone":[50],"is":[51],"insufficient.":[52],"Existing":[53],"taxonomies":[54],"classify":[55],"technical":[58,172],"scope":[59],"ignore":[61],"the":[62,72,92,97,107,120],"necessary":[65],"critical":[67],"oversight.":[68],"This":[69,156],"paper":[70],"addresses":[71],"gap":[73],"proposing":[75],"a":[76,110,159],"Competency-Aware":[77],"Human-in-the-Loop":[78],"(CA-HIL)":[79],"Framework.":[80],"The":[81,123,142],"CA-HIL":[82,126],"Framework":[83],"systematically":[84],"maps":[85],"stages":[87],"intervention":[89,147],"points,":[90],"defines":[91],"associated":[93],"risks,":[94],"identifies":[96],"specific":[98],"required":[101],"mitigate":[103],"these":[104],"risks.":[105],"Following":[106],"PRISMA":[108],"methodology,":[109],"systematic":[111],"literature":[112],"review":[113],"(SLR)":[114],"of":[115],"2241":[116],"research":[117],"articles":[118],"supports":[119],"framework's":[121],"development.":[122],"evaluation":[124],"applies":[125],"leading":[128],"systems":[130,169],"TPOT,":[133],"Auto-Prep,":[134],"AutoDS":[136],"identify":[138],"in-dispensable":[139],"interventions.":[141],"findings":[143],"demonstrate":[144],"how":[145],"competency-aware":[146],"enhances":[148],"transparency,":[149],"fairness,":[150],"accountability":[152],"in":[153],"automated":[154],"workflows.":[155],"study":[157],"provides":[158],"structured,":[160],"evidence-based":[161],"approach":[162],"designing":[164],"that":[170],"bridge":[171],"efficiency":[173],"with":[174],"responsibility.":[177]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-11-25T00:00:00"}