{"id":"https://openalex.org/W4416983471","doi":"https://doi.org/10.1007/s12369-025-01321-7","title":"Smart Nudging in Education: The Impact of Voice-Based Robots on Value Co-Creation","display_name":"Smart Nudging in Education: The Impact of Voice-Based Robots on Value Co-Creation","publication_year":2025,"publication_date":"2025-11-01","ids":{"openalex":"https://openalex.org/W4416983471","doi":"https://doi.org/10.1007/s12369-025-01321-7"},"language":"en","primary_location":{"id":"doi:10.1007/s12369-025-01321-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12369-025-01321-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12369-025-01321-7.pdf","source":{"id":"https://openalex.org/S168738021","display_name":"International Journal of Social Robotics","issn_l":"1875-4791","issn":["1875-4791","1875-4805"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Social Robotics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12369-025-01321-7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090174755","display_name":"Cristina Mele","orcid":"https://orcid.org/0000-0002-8353-8150"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Cristina Mele","raw_affiliation_strings":["Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy"],"raw_orcid":"https://orcid.org/0000-0002-8353-8150","affiliations":[{"raw_affiliation_string":"Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043195958","display_name":"Tiziana Russo Spena","orcid":"https://orcid.org/0000-0002-1732-6029"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tiziana Russo-Spena","raw_affiliation_strings":["Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035954826","display_name":"Irene Di Bernardo","orcid":"https://orcid.org/0000-0001-9203-7692"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Irene Di Bernardo","raw_affiliation_strings":["Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050602644","display_name":"Angelo Ranieri","orcid":"https://orcid.org/0000-0002-3570-701X"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Ranieri","raw_affiliation_strings":["Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, Management and Institution, University of Naples \u201cFederico II\u201d, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5090174755"],"corresponding_institution_ids":["https://openalex.org/I71267560"],"apc_list":{"value":2890,"currency":"EUR","value_usd":3690},"apc_paid":{"value":2890,"currency":"EUR","value_usd":3690},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19619726,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"11","first_page":"2461","last_page":"2477"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.384799987077713,"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/T12128","display_name":"AI in Service Interactions","score":0.384799987077713,"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/T14207","display_name":"Higher Education Practises and Engagement","score":0.11259999871253967,"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/T10709","display_name":"Social Robot Interaction and HRI","score":0.031099999323487282,"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/robot","display_name":"Robot","score":0.727400004863739},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.609499990940094},{"id":"https://openalex.org/keywords/robotics","display_name":"Robotics","score":0.5468999743461609},{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.5131999850273132},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.4399999976158142},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4246000051498413},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.4244999885559082}],"concepts":[{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.727400004863739},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.609499990940094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5789999961853027},{"id":"https://openalex.org/C34413123","wikidata":"https://www.wikidata.org/wiki/Q170978","display_name":"Robotics","level":3,"score":0.5468999743461609},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.5131999850273132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.512499988079071},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.490200012922287},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4399999976158142},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4246000051498413},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4244999885559082},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4117000102996826},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.36000001430511475},{"id":"https://openalex.org/C28704281","wikidata":"https://www.wikidata.org/wiki/Q180165","display_name":"Mechatronics","level":2,"score":0.3393000066280365},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.31279999017715454},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3100000023841858},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.2799000144004822},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27390000224113464},{"id":"https://openalex.org/C194943564","wikidata":"https://www.wikidata.org/wiki/Q1129049","display_name":"Participant observation","level":2,"score":0.26010000705718994}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12369-025-01321-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12369-025-01321-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12369-025-01321-7.pdf","source":{"id":"https://openalex.org/S168738021","display_name":"International Journal of Social Robotics","issn_l":"1875-4791","issn":["1875-4791","1875-4805"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Social Robotics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s12369-025-01321-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12369-025-01321-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12369-025-01321-7.pdf","source":{"id":"https://openalex.org/S168738021","display_name":"International Journal of Social Robotics","issn_l":"1875-4791","issn":["1875-4791","1875-4805"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Social Robotics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309590","display_name":"Universit\u00e0 degli Studi di Napoli Federico II","ror":"https://ror.org/05290cv24"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416983471.pdf","grobid_xml":"https://content.openalex.org/works/W4416983471.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W259910964","https://openalex.org/W1534687714","https://openalex.org/W1607113994","https://openalex.org/W1988872962","https://openalex.org/W1989649530","https://openalex.org/W2035630347","https://openalex.org/W2037955071","https://openalex.org/W2039086000","https://openalex.org/W2061813197","https://openalex.org/W2075518962","https://openalex.org/W2102025151","https://openalex.org/W2109476181","https://openalex.org/W2128792405","https://openalex.org/W2166190112","https://openalex.org/W2260323921","https://openalex.org/W2331925520","https://openalex.org/W2463592278","https://openalex.org/W2465905408","https://openalex.org/W2543863952","https://openalex.org/W2681978431","https://openalex.org/W2750796583","https://openalex.org/W2763386700","https://openalex.org/W2770744146","https://openalex.org/W2772979648","https://openalex.org/W2782023566","https://openalex.org/W2808003960","https://openalex.org/W2887114937","https://openalex.org/W2902135070","https://openalex.org/W2952687746","https://openalex.org/W3003747785","https://openalex.org/W3008828973","https://openalex.org/W3028263882","https://openalex.org/W3033437051","https://openalex.org/W3036970705","https://openalex.org/W3040263757","https://openalex.org/W3080596436","https://openalex.org/W3088366746","https://openalex.org/W3097693500","https://openalex.org/W3114232407","https://openalex.org/W3123463080","https://openalex.org/W3162503898","https://openalex.org/W3172082569","https://openalex.org/W3176212242","https://openalex.org/W3179064949","https://openalex.org/W3184900232","https://openalex.org/W3191986402","https://openalex.org/W3192766343","https://openalex.org/W4205693154","https://openalex.org/W4210439427","https://openalex.org/W4210585234","https://openalex.org/W4214674421","https://openalex.org/W4235911109","https://openalex.org/W4243626155","https://openalex.org/W4249142478","https://openalex.org/W4282829579","https://openalex.org/W4283398683","https://openalex.org/W4283639707","https://openalex.org/W4284891441","https://openalex.org/W4287092180","https://openalex.org/W4288925147","https://openalex.org/W4306942161","https://openalex.org/W4308798315","https://openalex.org/W4310438308","https://openalex.org/W4313064084","https://openalex.org/W4382727848","https://openalex.org/W4388095513","https://openalex.org/W4388103056","https://openalex.org/W4389565618","https://openalex.org/W4392655821","https://openalex.org/W4404119697","https://openalex.org/W4414036238"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1,124],"investigates":[2],"the":[3,33,49,81,123,127],"role":[4],"of":[5],"voice-based":[6,50,82],"educational":[7,130],"robots":[8,98],"in":[9,28,111,145],"fostering":[10],"value":[11,116,142],"co-creation":[12,143],"focusing":[13],"on":[14,36,129],"how":[15,136],"their":[16],"personalised":[17],"and":[18,25,61,74,92,106,114],"adaptive":[19,95],"interactions":[20],"affect":[21],"students\u2019":[22],"learning":[23,86],"practices":[24],"outcomes.":[26,117],"Grounded":[27],"a":[29,120],"theory-driven":[30],"abductive":[31],"methodology,":[32],"research":[34],"draws":[35],"data":[37],"from":[38],"three":[39],"empirical":[40],"studies":[41],"involving":[42],"270":[43],"undergraduate":[44],"students":[45],"who":[46],"engaged":[47],"with":[48],"robot":[51,83],"Abii.":[52],"Data":[53],"collection":[54],"methods":[55],"included":[56],"student":[57,104],"diaries,":[58],"focus":[59],"groups,":[60],"participant":[62],"observations,":[63],"analysed":[64],"through":[65],"an":[66],"integrated":[67],"approach":[68],"combining":[69],"narrative":[70],"analysis,":[71],"text":[72],"mining,":[73],"sentiment":[75],"analysis.":[76],"The":[77],"findings":[78],"reveal":[79],"that":[80],"significantly":[84],"enhances":[85],"by":[87],"providing":[88],"personalised,":[89],"real-time":[90],"feedback":[91],"facilitating":[93],"interactive,":[94],"experiences.":[96],"These":[97],"broaden":[99],"access":[100],"to":[101,126],"resources,":[102],"extend":[103],"engagement,":[105],"augment":[107],"learner":[108],"agency,":[109],"resulting":[110],"both":[112],"hedonic":[113],"utilitarian":[115],"By":[118],"adopting":[119],"service-oriented":[121],"lens,":[122],"contributes":[125],"literature":[128],"technology,":[131],"offering":[132],"fresh":[133],"insights":[134],"into":[135],"voice-enabled":[137],"smart":[138],"nudging":[139],"can":[140],"reshape":[141],"processes":[144],"education.":[146]},"counts_by_year":[],"updated_date":"2026-03-13T14:20:09.374765","created_date":"2025-12-04T00:00:00"}