{"id":"https://openalex.org/W2187701028","doi":null,"title":"Bathtub dynamics revisited : does educational background matter?","display_name":"Bathtub dynamics revisited : does educational background matter?","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2187701028","mag":"2187701028"},"language":"en","primary_location":{"id":"pmh:oai:opus.reutlingen-university.de:166","doi":null,"is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bsz:rt2-opus4-1660","pdf_url":"https://publikationen.reutlingen-university.de/frontdoor/index/index/docId/166","source":{"id":"https://openalex.org/S4306400499","display_name":"Reutlingen University Academic Bibliography (Reutlingen University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I57589565","host_organization_name":"Reutlingen University","host_organization_lineage":["https://openalex.org/I57589565"],"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":"conferenceobject"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://publikationen.reutlingen-university.de/frontdoor/index/index/docId/166","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035204606","display_name":"Florian Kapmeier","orcid":"https://orcid.org/0000-0002-7567-4873","observed_orcids":["https://orcid.org/0000-0002-7567-4873"]},"institutions":[{"id":"https://openalex.org/I57589565","display_name":"Reutlingen University","ror":"https://ror.org/00q644y50","country_code":"DE","type":"education","lineage":["https://openalex.org/I57589565"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kapmeier, Florian","raw_affiliation_strings":["ESB Business School , Reutlingen University Alteburgstra\u00dfe 150 , 72762 Reutlingen , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESB Business School , Reutlingen University Alteburgstra\u00dfe 150 , 72762 Reutlingen , Germany","institution_ids":["https://openalex.org/I57589565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037696558","display_name":"Roland Maximilian Happach","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Happach, Roland Maximilian","raw_affiliation_strings":["Institute for Diversity Studies in Engineering , University of Stuttgart Pfaffenwaldring 9 , 70569 Stuttgart , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Diversity Studies in Engineering , University of Stuttgart Pfaffenwaldring 9 , 70569 Stuttgart , Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040175975","display_name":"Meike Tilebein","orcid":"https://orcid.org/0000-0001-5284-3542","observed_orcids":["https://orcid.org/0000-0001-5284-3542"]},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tilebein, Meike","raw_affiliation_strings":["Institute for Diversity Studies in Engineering , University of Stuttgart Pfaffenwaldring 9 , 70569 Stuttgart , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Diversity Studies in Engineering , University of Stuttgart Pfaffenwaldring 9 , 70569 Stuttgart , Germany","institution_ids":["https://openalex.org/I100066346"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.975600004196167,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.975600004196167,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.0031999999191612005,"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"}},{"id":"https://openalex.org/T10072","display_name":"Science Education and Pedagogy","score":0.002400000113993883,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/educational-background","display_name":"educational background","score":0.7860000133514404},{"id":"https://openalex.org/keywords/context-familiarity","display_name":"context familiarity","score":0.6539999842643738},{"id":"https://openalex.org/keywords/systems-thinking","display_name":"systems thinking","score":0.7289999723434448},{"id":"https://openalex.org/keywords/behavioral-patterns","display_name":"behavioral patterns","score":0.6320000290870667},{"id":"https://openalex.org/keywords/business-students","display_name":"business students","score":0.6840000152587891},{"id":"https://openalex.org/keywords/engineering-students","display_name":"engineering students","score":0.5910000205039978},{"id":"https://openalex.org/keywords/cover-stories","display_name":"cover stories","score":0.4959999918937683}],"concepts":[{"id":"https://openalex.org/C2777728836","wikidata":"https://www.wikidata.org/wiki/Q152095","display_name":"Bathtub","level":2,"score":0.6002437472343445},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5399373769760132},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5347617864608765},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5110715627670288},{"id":"https://openalex.org/C148837635","wikidata":"https://www.wikidata.org/wiki/Q1742397","display_name":"Sawtooth wave","level":2,"score":0.49772241711616516},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43824347853660583},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4330589473247528},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.36012396216392517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3513260781764984},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3348895311355591},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15901324152946472},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.08854562044143677},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:opus.reutlingen-university.de:166","doi":null,"is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bsz:rt2-opus4-1660","pdf_url":"https://publikationen.reutlingen-university.de/frontdoor/index/index/docId/166","source":{"id":"https://openalex.org/S4306400499","display_name":"Reutlingen University Academic Bibliography (Reutlingen University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I57589565","host_organization_name":"Reutlingen University","host_organization_lineage":["https://openalex.org/I57589565"],"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":"conferenceobject"}],"best_oa_location":{"id":"pmh:oai:opus.reutlingen-university.de:166","doi":null,"is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bsz:rt2-opus4-1660","pdf_url":"https://publikationen.reutlingen-university.de/frontdoor/index/index/docId/166","source":{"id":"https://openalex.org/S4306400499","display_name":"Reutlingen University Academic Bibliography (Reutlingen University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I57589565","host_organization_name":"Reutlingen University","host_organization_lineage":["https://openalex.org/I57589565"],"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":"conferenceobject"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2187701028.pdf","grobid_xml":"https://content.openalex.org/works/W2187701028.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W41805562","https://openalex.org/W806010045","https://openalex.org/W1543574302","https://openalex.org/W1772214095","https://openalex.org/W1937294978","https://openalex.org/W1966466266","https://openalex.org/W1980169328","https://openalex.org/W1983412113","https://openalex.org/W1991642024","https://openalex.org/W1995724078","https://openalex.org/W2009392025","https://openalex.org/W2021765444","https://openalex.org/W2025443412","https://openalex.org/W2033655056","https://openalex.org/W2045300586","https://openalex.org/W2055798432","https://openalex.org/W2061967586","https://openalex.org/W2074107258","https://openalex.org/W2080377135","https://openalex.org/W2105413315","https://openalex.org/W2105705711","https://openalex.org/W2113383833","https://openalex.org/W2122461708","https://openalex.org/W2124868162","https://openalex.org/W2130081384","https://openalex.org/W2130558129","https://openalex.org/W2134049139","https://openalex.org/W2141271160","https://openalex.org/W2141851260","https://openalex.org/W2153846436","https://openalex.org/W2170761410","https://openalex.org/W2170899200","https://openalex.org/W2395635890"],"related_works":["https://openalex.org/W7063745867","https://openalex.org/W7019010092","https://openalex.org/W6889407714","https://openalex.org/W6990716632","https://openalex.org/W437195329","https://openalex.org/W6945368581","https://openalex.org/W6941461412","https://openalex.org/W2972437995","https://openalex.org/W2946804171","https://openalex.org/W2795346003"],"abstract_inverted_index":{"Prior":[0],"studies":[1],"ascribed":[2],"people\u2019s":[3],"poor":[4],"performance":[5],"in":[6,34,58,71],"dealing":[7],"with":[8,27],"basic":[9],"systems":[10],"concepts":[11],"to":[12,126,175,184],"different":[13],"causes.":[14],"While":[15],"results":[16],"indicate":[17],"that,":[18],"among":[19],"other":[20],"things,":[21],"domain":[22,116,161],"specific":[23],"experience":[24],"and":[25,86,98,117,190],"familiarity":[26,193],"the":[28,53,66,72,82,87,92,108,110,114,118,122,127,134,185,191],"problem":[29,67,73],"context":[30,68,192],"play":[31],"a":[32,153,164],"role":[33,54],"this":[35,37,45],"stock-flow-(SF-)performance,":[36],"has":[38],"not":[39],"yet":[40],"been":[41],"fully":[42],"clarified.":[43],"In":[44],"article,":[46],"we":[47,101],"present":[48],"an":[49],"experiment":[50],"that":[51,62],"examines":[52],"of":[55,137,187],"educational":[56,79],"background":[57],"SF-performance.":[59],"We":[60,131],"hypothesize":[61],"SF-performance":[63],"increases":[64],"when":[65],"is":[69],"embedded":[70],"solver\u2019s":[74],"knowledge":[75,160],"domain,":[76,124],"indicated":[77],"by":[78,95,178],"background.":[80],"Using":[81],"square":[83],"wave":[84],"pattern":[85,89,157,166],"sawtooth":[88],"tasks":[90],"from":[91,113,121,158,167],"initial":[93],"study":[94],"Booth":[96],"Sweeney":[97],"Sterman":[99],"(2000),":[100],"design":[102],"two":[103],"additional":[104],"cover":[105],"stories":[106],"for":[107],"former,":[109],"Vehicle":[111],"story":[112,120],"engineering":[115],"Application":[119],"business":[123,140],"next":[125],"original":[128],"Bathtub":[129],"story.":[130],"then":[132],"test":[133],"three":[135],"sets":[136],"questions":[138],"on":[139,152,163],"students.":[141],"Results":[142],"mainly":[143],"support":[144],"our":[145],"hypothesis.":[146],"Interestingly,":[147],"participants":[148],"even":[149],"do":[150],"better":[151],"more":[154,168],"complex":[155],"behavioral":[156],"their":[159],"than":[162],"simpler":[165],"distant":[169],"domains.":[170],"Although":[171],"these":[172],"findings":[173],"have":[174],"be":[176],"confirmed":[177],"further":[179],"studies,":[180],"they":[181],"contribute":[182],"both":[183],"methodology":[186],"future":[188],"surveys":[189],"discussion.":[194]},"counts_by_year":[],"updated_date":"2026-10-01T08:54:57.152042","created_date":"2025-10-10T00:00:00"}