{"id":"https://openalex.org/W7224511193","doi":"https://doi.org/10.1080/15391523.2026.2737299","title":"Bridging computer science and data science in preservice teacher education through integration design","display_name":"Bridging computer science and data science in preservice teacher education through integration design","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224511193","doi":"https://doi.org/10.1080/15391523.2026.2737299"},"language":"en","primary_location":{"id":"doi:10.1080/15391523.2026.2737299","doi":"https://doi.org/10.1080/15391523.2026.2737299","is_oa":false,"landing_page_url":"https://doi.org/10.1080/15391523.2026.2737299","pdf_url":null,"source":{"id":"https://openalex.org/S4210183620","display_name":"Journal of Research on Technology in Education","issn_l":"1539-1523","issn":["1539-1523","1945-0818"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-1","norway-1","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Research on Technology in Education","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5077732945","display_name":"Lin Chu","orcid":"https://orcid.org/0000-0002-4148-8554","observed_orcids":["https://orcid.org/0000-0002-4148-8554"]},"institutions":[{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Lin Chu","raw_affiliation_strings":["Indiana University"],"raw_orcid":"https://orcid.org/0000-0002-4148-8554","affiliations":[{"raw_affiliation_string":"Indiana University","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061949003","display_name":"Anne Todd Ottenbreit-Leftwich","orcid":"https://orcid.org/0000-0002-4055-314X","observed_orcids":["https://orcid.org/0000-0002-4055-314X"]},"institutions":[{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anne Ottenbreit-Leftwich","raw_affiliation_strings":["Indiana University"],"raw_orcid":"https://orcid.org/0000-0002-4055-314X","affiliations":[{"raw_affiliation_string":"Indiana University","institution_ids":["https://openalex.org/I592451"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5077732945"],"corresponding_institution_ids":["https://openalex.org/I592451"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.86402392,"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":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.4553000032901764,"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":0.4553000032901764,"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/T12338","display_name":"Digital literacy in education","score":0.2921999990940094,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T11875","display_name":"Statistics Education and Methodologies","score":0.12929999828338623,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/data-science-education","display_name":"data science education","score":0.9290000200271606},{"id":"https://openalex.org/keywords/pre-service-teachers","display_name":"pre-service teachers","score":0.8629999756813049},{"id":"https://openalex.org/keywords/computer-science-education","display_name":"computer science education","score":0.8140000104904175},{"id":"https://openalex.org/keywords/ai-literacy","display_name":"AI literacy","score":0.9549999833106995},{"id":"https://openalex.org/keywords/teacher-data-use","display_name":"teacher data use","score":0.9990000128746033},{"id":"https://openalex.org/keywords/educational-intervention","display_name":"educational intervention","score":0.6269999742507935},{"id":"https://openalex.org/keywords/secondary-school-teachers","display_name":"secondary school teachers","score":0.9620000123977661}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.6934000253677368},{"id":"https://openalex.org/C2780805685","wikidata":"https://www.wikidata.org/wiki/Q1374230","display_name":"Teacher education","level":2,"score":0.6539000272750854},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.6032000184059143},{"id":"https://openalex.org/C2778048005","wikidata":"https://www.wikidata.org/wiki/Q7692612","display_name":"Technology integration","level":3,"score":0.5684000253677368},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49570000171661377},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4943000078201294},{"id":"https://openalex.org/C44877443","wikidata":"https://www.wikidata.org/wiki/Q2485457","display_name":"Science education","level":2,"score":0.4722000062465668},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.44769999384880066},{"id":"https://openalex.org/C159456220","wikidata":"https://www.wikidata.org/wiki/Q667334","display_name":"Instructional design","level":2,"score":0.4212999939918518},{"id":"https://openalex.org/C77379859","wikidata":"https://www.wikidata.org/wiki/Q2064596","display_name":"Scientific literacy","level":3,"score":0.3937000036239624},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3824999928474426},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.36579999327659607},{"id":"https://openalex.org/C2779318504","wikidata":"https://www.wikidata.org/wiki/Q1438035","display_name":"Research design","level":2,"score":0.350600004196167},{"id":"https://openalex.org/C547764534","wikidata":"https://www.wikidata.org/wiki/Q8236","display_name":"Literacy","level":2,"score":0.33719998598098755},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.33559998869895935},{"id":"https://openalex.org/C3017531719","wikidata":"https://www.wikidata.org/wiki/Q1374230","display_name":"Teacher preparation","level":3,"score":0.33379998803138733},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C192531217","wikidata":"https://www.wikidata.org/wiki/Q595868","display_name":"Computer literacy","level":2,"score":0.32100000977516174},{"id":"https://openalex.org/C156393514","wikidata":"https://www.wikidata.org/wiki/Q6934800","display_name":"Multimethodology","level":2,"score":0.31060001254081726},{"id":"https://openalex.org/C2909807104","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Computer-Assisted Instruction","level":2,"score":0.30959999561309814},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C53173841","wikidata":"https://www.wikidata.org/wiki/Q1897444","display_name":"Action research","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C119883117","wikidata":"https://www.wikidata.org/wiki/Q679789","display_name":"Information literacy","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C2986817661","wikidata":"https://www.wikidata.org/wiki/Q185698","display_name":"Research methodology","level":3,"score":0.2644999921321869},{"id":"https://openalex.org/C2984419406","wikidata":"https://www.wikidata.org/wiki/Q2485457","display_name":"Science learning","level":3,"score":0.25839999318122864},{"id":"https://openalex.org/C2983454672","wikidata":"https://www.wikidata.org/wiki/Q14623204","display_name":"Secondary education","level":2,"score":0.2572000026702881}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/15391523.2026.2737299","doi":"https://doi.org/10.1080/15391523.2026.2737299","is_oa":false,"landing_page_url":"https://doi.org/10.1080/15391523.2026.2737299","pdf_url":null,"source":{"id":"https://openalex.org/S4210183620","display_name":"Journal of Research on Technology in Education","issn_l":"1539-1523","issn":["1539-1523","1945-0818"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-1","norway-1","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Research on Technology in Education","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.9901999831199646}],"study_designs":[{"display_name":"Clinical Trial","id":"https://openalex.org/study-designs/clinical-trial"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332953","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W225634235","https://openalex.org/W1687473687","https://openalex.org/W2018037215","https://openalex.org/W2086235321","https://openalex.org/W2100029531","https://openalex.org/W2182797642","https://openalex.org/W2339183141","https://openalex.org/W2343159509","https://openalex.org/W2413080797","https://openalex.org/W2546190874","https://openalex.org/W2589533760","https://openalex.org/W2736042069","https://openalex.org/W2796037711","https://openalex.org/W2801860740","https://openalex.org/W2915254736","https://openalex.org/W2929139003","https://openalex.org/W3004323098","https://openalex.org/W3046316808","https://openalex.org/W3047126347","https://openalex.org/W3081640450","https://openalex.org/W3188479972","https://openalex.org/W3203116135","https://openalex.org/W3212207906","https://openalex.org/W4206378998","https://openalex.org/W4232818056","https://openalex.org/W4280549083","https://openalex.org/W4281746126","https://openalex.org/W4284994862","https://openalex.org/W4285393626","https://openalex.org/W4295132046","https://openalex.org/W4307366303","https://openalex.org/W4307410137","https://openalex.org/W4318483795","https://openalex.org/W4323645297","https://openalex.org/W4375858857","https://openalex.org/W4379802180","https://openalex.org/W4385062900","https://openalex.org/W4385269673","https://openalex.org/W4389199266","https://openalex.org/W4389320487","https://openalex.org/W4391600041","https://openalex.org/W4392767952","https://openalex.org/W4399488454","https://openalex.org/W4400191106","https://openalex.org/W4409183116","https://openalex.org/W4414175295","https://openalex.org/W4415654640","https://openalex.org/W7135070684","https://openalex.org/W7166579964"],"related_works":["https://openalex.org/W7166691328","https://openalex.org/W4323526363","https://openalex.org/W1628955397","https://openalex.org/W4321510445","https://openalex.org/W3214674379","https://openalex.org/W7204189643","https://openalex.org/W7160293755","https://openalex.org/W311717080","https://openalex.org/W4416469664","https://openalex.org/W2520895638"],"abstract_inverted_index":{"This":[0],"study":[1,35],"investigated":[2],"preservice":[3,48,77],"teachers\u2019":[4,49],"perception":[5],"and":[6,14,27,40,51,59],"attitudes":[7,50],"toward":[8],"data":[9,16,73],"science":[10,26,74],"education,":[11],"AI":[12],"literacy,":[13],"teacher":[15,78],"use":[17],"following":[18],"a":[19,31,44,68],"three-week":[20],"instructional":[21],"intervention":[22],"grounded":[23],"in":[24,47,76],"computer":[25],"integration":[28,70],"design.":[29],"Using":[30],"mixed-methods":[32],"approach,":[33],"the":[34,57],"analyzed":[36],"questionnaire":[37],"data,":[38],"artifacts,":[39],"interviews.":[41],"Results":[42],"showed":[43],"significant":[45],"improvement":[46],"literacy":[52],"with":[53],"some":[54],"differences":[55],"between":[56],"PreK-elementary":[58],"secondary":[60],"groups.":[61],"The":[62],"findings":[63],"provided":[64],"practical":[65],"justification":[66],"for":[67,72],"CS-grounded":[69],"design":[71],"education":[75],"training.":[79]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-30T00:00:00"}