{"id":"https://openalex.org/W7109214619","doi":"https://doi.org/10.1007/s40558-025-00347-x","title":"Beyond choice architecture: toward understanding the role of the decoy effect in sustainable tourism recommender systems","display_name":"Beyond choice architecture: toward understanding the role of the decoy effect in sustainable tourism recommender systems","publication_year":2025,"publication_date":"2025-12-06","ids":{"openalex":"https://openalex.org/W7109214619","doi":"https://doi.org/10.1007/s40558-025-00347-x"},"language":"en","primary_location":{"id":"doi:10.1007/s40558-025-00347-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40558-025-00347-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40558-025-00347-x.pdf","source":{"id":"https://openalex.org/S184463352","display_name":"Information Technology & Tourism","issn_l":"1098-3058","issn":["1098-3058","1943-4294"],"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":"Information Technology & Tourism","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/s40558-025-00347-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Diana Chvirova","orcid":null},"institutions":[{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I54009628","display_name":"University of Bayreuth","ror":"https://ror.org/0234wmv40","country_code":"DE","type":"education","lineage":["https://openalex.org/I54009628"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Diana Chvirova","raw_affiliation_strings":["Fraunhofer Institute for Applied Information Technology, FIM Research Center for Information Management, Augsburg, Germany","University of Bayreuth, Bayreuth, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Applied Information Technology, FIM Research Center for Information Management, Augsburg, Germany","institution_ids":["https://openalex.org/I4210110507"]},{"raw_affiliation_string":"University of Bayreuth, Bayreuth, Germany","institution_ids":["https://openalex.org/I54009628"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Robert Keller","orcid":null},"institutions":[{"id":"https://openalex.org/I2802623092","display_name":"Kempten University of Applied Sciences","ror":"https://ror.org/02m4p8096","country_code":"DE","type":"education","lineage":["https://openalex.org/I2802623092"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robert Keller","raw_affiliation_strings":["Kempten University of Applied Sciences, Kempten (Allg\u00e4u), Germany"],"affiliations":[{"raw_affiliation_string":"Kempten University of Applied Sciences, Kempten (Allg\u00e4u), Germany","institution_ids":["https://openalex.org/I2802623092"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lotta St\u00f6be","orcid":null},"institutions":[{"id":"https://openalex.org/I2802623092","display_name":"Kempten University of Applied Sciences","ror":"https://ror.org/02m4p8096","country_code":"DE","type":"education","lineage":["https://openalex.org/I2802623092"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lotta St\u00f6be","raw_affiliation_strings":["Kempten University of Applied Sciences, Kempten (Allg\u00e4u), Germany"],"affiliations":[{"raw_affiliation_string":"Kempten University of Applied Sciences, Kempten (Allg\u00e4u), Germany","institution_ids":["https://openalex.org/I2802623092"]}]},{"author_position":"last","author":{"id":null,"display_name":"Linda Wolf","orcid":null},"institutions":[{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I54009628","display_name":"University of Bayreuth","ror":"https://ror.org/0234wmv40","country_code":"DE","type":"education","lineage":["https://openalex.org/I54009628"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Linda Wolf","raw_affiliation_strings":["Fraunhofer Institute for Applied Information Technology, FIM Research Center for Information Management, Augsburg, Germany","University of Bayreuth, Bayreuth, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Applied Information Technology, FIM Research Center for Information Management, Augsburg, Germany","institution_ids":["https://openalex.org/I4210110507"]},{"raw_affiliation_string":"University of Bayreuth, Bayreuth, Germany","institution_ids":["https://openalex.org/I54009628"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210110507","https://openalex.org/I54009628"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3190},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.70915479,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"28","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10609","display_name":"Digital Marketing and Social Media","score":0.05460000038146973,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T12392","display_name":"Sharing Economy and Platforms","score":0.02419999986886978,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/tourism","display_name":"Tourism","score":0.7530999779701233},{"id":"https://openalex.org/keywords/visitor-pattern","display_name":"Visitor pattern","score":0.7358999848365784},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.5281000137329102},{"id":"https://openalex.org/keywords/destinations","display_name":"Destinations","score":0.527899980545044},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5123999714851379},{"id":"https://openalex.org/keywords/sustainable-tourism","display_name":"Sustainable tourism","score":0.4797999858856201},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.421099990606308},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4187999963760376},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.33390000462532043}],"concepts":[{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.7530999779701233},{"id":"https://openalex.org/C48947383","wikidata":"https://www.wikidata.org/wiki/Q830719","display_name":"Visitor pattern","level":2,"score":0.7358999848365784},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.5281000137329102},{"id":"https://openalex.org/C2776687071","wikidata":"https://www.wikidata.org/wiki/Q5265193","display_name":"Destinations","level":3,"score":0.527899980545044},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.5260999798774719},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5123999714851379},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5022000074386597},{"id":"https://openalex.org/C2778734068","wikidata":"https://www.wikidata.org/wiki/Q1344240","display_name":"Sustainable tourism","level":3,"score":0.4797999858856201},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.421099990606308},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4187999963760376},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.39410001039505005},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.38100001215934753},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C2781155252","wikidata":"https://www.wikidata.org/wiki/Q2270945","display_name":"Co-creation","level":2,"score":0.32910001277923584},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.32850000262260437},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.3278999924659729},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3163999915122986},{"id":"https://openalex.org/C31173074","wikidata":"https://www.wikidata.org/wiki/Q2632514","display_name":"Attractiveness","level":2,"score":0.3075000047683716},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2874000072479248},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.28439998626708984},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2824000120162964},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.27950000762939453},{"id":"https://openalex.org/C33199155","wikidata":"https://www.wikidata.org/wiki/Q2277143","display_name":"Sharing economy","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.2705000042915344},{"id":"https://openalex.org/C23213687","wikidata":"https://www.wikidata.org/wiki/Q301468","display_name":"Consumer behaviour","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C2779498785","wikidata":"https://www.wikidata.org/wiki/Q4330222","display_name":"Public value","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C17632256","wikidata":"https://www.wikidata.org/wiki/Q1076968","display_name":"Digital media","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C2779179475","wikidata":"https://www.wikidata.org/wiki/Q3545649","display_name":"Decoy","level":3,"score":0.2565999925136566},{"id":"https://openalex.org/C2992285014","wikidata":"https://www.wikidata.org/wiki/Q570116","display_name":"Tourist destinations","level":4,"score":0.2524000108242035}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40558-025-00347-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40558-025-00347-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40558-025-00347-x.pdf","source":{"id":"https://openalex.org/S184463352","display_name":"Information Technology & Tourism","issn_l":"1098-3058","issn":["1098-3058","1943-4294"],"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":"Information Technology & Tourism","raw_type":"journal-article"},{"id":"pmh:oai:econstor.eu:10419/335513","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/335513","pdf_url":null,"source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1007/s40558-025-00347-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40558-025-00347-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40558-025-00347-x.pdf","source":{"id":"https://openalex.org/S184463352","display_name":"Information Technology & Tourism","issn_l":"1098-3058","issn":["1098-3058","1943-4294"],"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":"Information Technology & Tourism","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.7003117203712463}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7109214619.pdf"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W974480840","https://openalex.org/W1510672157","https://openalex.org/W1600481623","https://openalex.org/W1763552200","https://openalex.org/W1881113879","https://openalex.org/W1971916001","https://openalex.org/W1979290264","https://openalex.org/W1984901719","https://openalex.org/W1985438984","https://openalex.org/W1990916761","https://openalex.org/W2007276065","https://openalex.org/W2035395222","https://openalex.org/W2045507107","https://openalex.org/W2046637613","https://openalex.org/W2056753197","https://openalex.org/W2060154895","https://openalex.org/W2061896154","https://openalex.org/W2068088950","https://openalex.org/W2096016260","https://openalex.org/W2102303925","https://openalex.org/W2112786892","https://openalex.org/W2117503214","https://openalex.org/W2122331641","https://openalex.org/W2125799932","https://openalex.org/W2134280431","https://openalex.org/W2143672878","https://openalex.org/W2152614943","https://openalex.org/W2153578526","https://openalex.org/W2177382657","https://openalex.org/W2196482522","https://openalex.org/W2249370764","https://openalex.org/W2396457900","https://openalex.org/W2482516837","https://openalex.org/W2497080131","https://openalex.org/W2507332899","https://openalex.org/W2738316428","https://openalex.org/W2751557273","https://openalex.org/W2777931023","https://openalex.org/W2809558073","https://openalex.org/W2885151954","https://openalex.org/W2889040762","https://openalex.org/W2901153290","https://openalex.org/W2901793307","https://openalex.org/W2910023381","https://openalex.org/W2953457166","https://openalex.org/W2971430029","https://openalex.org/W3010530865","https://openalex.org/W3125531654","https://openalex.org/W3125976894","https://openalex.org/W3192963099","https://openalex.org/W3197996030","https://openalex.org/W4213029239","https://openalex.org/W4213145388","https://openalex.org/W4226280022","https://openalex.org/W4244376393","https://openalex.org/W4251187645","https://openalex.org/W4254636261","https://openalex.org/W4256005559","https://openalex.org/W4283029523","https://openalex.org/W4286665017","https://openalex.org/W4298289297","https://openalex.org/W4353081311","https://openalex.org/W4386838687","https://openalex.org/W4400261185","https://openalex.org/W4405267695"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"The":[1,65,103],"increasing":[2],"strain":[3],"of":[4,22,29,49,108,133,143],"overtourism":[5],"on":[6],"popular":[7],"destinations":[8],"calls":[9],"for":[10,115,130],"data-driven":[11],"strategies":[12,137],"that":[13,68,84],"can":[14,61],"subtly":[15],"influence":[16],"tourist":[17,144],"behavior":[18],"without":[19],"limiting":[20],"freedom":[21],"choice.":[23],"This":[24],"study":[25,54,104],"investigates":[26],"the":[27,33,81,106,140],"use":[28],"digital":[30,136],"nudges,":[31],"particularly":[32],"decoy":[34],"effect,":[35],"within":[36],"recommender":[37,111],"systems":[38,112],"to":[39,138],"guide":[40],"visitor":[41,123],"flows":[42],"spatially":[43],"or":[44],"temporally.":[45],"Through":[46],"a":[47,88,97,128],"series":[48],"focus":[50],"group-based":[51],"experiments,":[52],"this":[53],"examines":[55],"how":[56],"introducing":[57],"asymmetrically":[58],"dominated":[59],"options":[60],"alter":[62],"destination":[63],"preferences.":[64],"results":[66],"suggest":[67],"spatial":[69],"steering":[70],"benefits":[71],"more":[72,121],"consistently":[73],"from":[74],"decoy-based":[75],"interventions":[76],"than":[77],"temporal":[78],"steering.":[79],"Furthermore,":[80],"findings":[82],"reveal":[83],"while":[85],"nudging":[86],"has":[87],"measurable":[89],"impact,":[90],"individual":[91],"factors":[92],"and":[93],"personal":[94],"preferences":[95],"play":[96],"substantial":[98],"role":[99],"in":[100],"shaping":[101],"decisions.":[102],"underscores":[105],"value":[107],"behaviorally":[109],"informed":[110],"as":[113],"tools":[114],"promoting":[116],"sustainable":[117],"tourism":[118],"by":[119],"facilitating":[120],"balanced":[122],"flows.":[124],"It":[125],"concludes":[126],"with":[127],"call":[129],"further":[131],"development":[132],"adaptive,":[134],"user-aware":[135],"address":[139],"multifaceted":[141],"nature":[142],"decision-making.":[145]},"counts_by_year":[],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-12-06T00:00:00"}