{"id":"https://openalex.org/W7118183053","doi":"https://doi.org/10.3390/a19010041","title":"Cross-Impact Analysis with Crowdsourcing for Constructing Consistent Scenarios","display_name":"Cross-Impact Analysis with Crowdsourcing for Constructing Consistent Scenarios","publication_year":2026,"publication_date":"2026-01-04","ids":{"openalex":"https://openalex.org/W7118183053","doi":"https://doi.org/10.3390/a19010041"},"language":"en","primary_location":{"id":"doi:10.3390/a19010041","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a19010041","pdf_url":"https://www.mdpi.com/1999-4893/19/1/41/pdf","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/19/1/41/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121957216","display_name":"Robyn C. Thompson","orcid":null},"institutions":[{"id":"https://openalex.org/I177181097","display_name":"Durban University of Technology","ror":"https://ror.org/0303y7a51","country_code":"ZA","type":"education","lineage":["https://openalex.org/I177181097"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Robyn C. Thompson","raw_affiliation_strings":["Information Communications Technology and Society Research Group, Durban University of Technology, Durban 4001, South Africa"],"raw_orcid":"https://orcid.org/0000-0002-6679-5040","affiliations":[{"raw_affiliation_string":"Information Communications Technology and Society Research Group, Durban University of Technology, Durban 4001, South Africa","institution_ids":["https://openalex.org/I177181097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050825757","display_name":"Oludayo O. Olugbara","orcid":"https://orcid.org/0000-0003-1633-7583"},"institutions":[{"id":"https://openalex.org/I177181097","display_name":"Durban University of Technology","ror":"https://ror.org/0303y7a51","country_code":"ZA","type":"education","lineage":["https://openalex.org/I177181097"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Oludayo O. Olugbara","raw_affiliation_strings":["Media Information and Communication Technologies Sector Education and Training Authority (MICTSETA) Fourth Industrial Revolution Centre of Excellence, Durban University of Technology, Durban 4001, South Africa"],"raw_orcid":"https://orcid.org/0000-0003-1633-7583","affiliations":[{"raw_affiliation_string":"Media Information and Communication Technologies Sector Education and Training Authority (MICTSETA) Fourth Industrial Revolution Centre of Excellence, Durban University of Technology, Durban 4001, South Africa","institution_ids":["https://openalex.org/I177181097"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121913596","display_name":"Alveen Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alveen Singh","raw_affiliation_strings":["Department of Computer Science, School of Engineering, Physics and Computer Science, University of Hertfordshire, College Campus Lane, Hatfield AL10 9AB, Hertfordshire, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, School of Engineering, Physics and Computer Science, University of Hertfordshire, College Campus Lane, Hatfield AL10 9AB, Hertfordshire, UK","institution_ids":["https://openalex.org/I141584323"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5121957216"],"corresponding_institution_ids":["https://openalex.org/I177181097"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":5.3439,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89109816,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"19","issue":"1","first_page":"41","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10119","display_name":"Sustainability and Climate Change Governance","score":0.47360000014305115,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10119","display_name":"Sustainability and Climate Change Governance","score":0.47360000014305115,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12503","display_name":"Social Acceptance of Renewable Energy","score":0.0674000009894371,"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/T12227","display_name":"Environmental and Social Impact Assessments","score":0.03009999915957451,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/crowdsourcing","display_name":"Crowdsourcing","score":0.7513999938964844},{"id":"https://openalex.org/keywords/interdependence","display_name":"Interdependence","score":0.6212000250816345},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5094000101089478},{"id":"https://openalex.org/keywords/scenario-analysis","display_name":"Scenario analysis","score":0.49320000410079956},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.49079999327659607},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.45969998836517334},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.39329999685287476},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.37310001254081726}],"concepts":[{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.7513999938964844},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.692300021648407},{"id":"https://openalex.org/C185874996","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Interdependence","level":2,"score":0.6212000250816345},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.5849000215530396},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5094000101089478},{"id":"https://openalex.org/C18785705","wikidata":"https://www.wikidata.org/wiki/Q1931373","display_name":"Scenario analysis","level":2,"score":0.49320000410079956},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.49079999327659607},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.45969998836517334},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.39329999685287476},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39250001311302185},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.37310001254081726},{"id":"https://openalex.org/C202033279","wikidata":"https://www.wikidata.org/wiki/Q1931373","display_name":"Scenario planning","level":2,"score":0.359499990940094},{"id":"https://openalex.org/C517642484","wikidata":"https://www.wikidata.org/wiki/Q2388514","display_name":"Intelligence analysis","level":2,"score":0.3553999960422516},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.3301999866962433},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3240000009536743},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C189216375","wikidata":"https://www.wikidata.org/wiki/Q1127759","display_name":"Cognitive bias","level":3,"score":0.28839999437332153},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.2802000045776367},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.26969999074935913},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2574999928474426},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.257099986076355},{"id":"https://openalex.org/C150420422","wikidata":"https://www.wikidata.org/wiki/Q5141238","display_name":"Cognitive resource theory","level":3,"score":0.25679999589920044},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.25360000133514404}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/a19010041","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a19010041","pdf_url":"https://www.mdpi.com/1999-4893/19/1/41/pdf","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5544ba2ab35246d09aeefcff09f5808e","is_oa":true,"landing_page_url":"https://doaj.org/article/5544ba2ab35246d09aeefcff09f5808e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 19, Iss 1, p 41 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/a19010041","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a19010041","pdf_url":"https://www.mdpi.com/1999-4893/19/1/41/pdf","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309965","display_name":"Durban University of Technology","ror":"https://ror.org/0303y7a51"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7118183053.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1791587663","https://openalex.org/W1935436120","https://openalex.org/W1966450187","https://openalex.org/W1971143298","https://openalex.org/W2012411120","https://openalex.org/W2013924799","https://openalex.org/W2047236526","https://openalex.org/W2048623760","https://openalex.org/W2050298230","https://openalex.org/W2078154098","https://openalex.org/W2088124966","https://openalex.org/W2094814153","https://openalex.org/W2292342791","https://openalex.org/W2294804952","https://openalex.org/W2490271119","https://openalex.org/W2551658670","https://openalex.org/W2586678752","https://openalex.org/W2788690905","https://openalex.org/W3022490334","https://openalex.org/W3024673603","https://openalex.org/W3047488602","https://openalex.org/W3048314997","https://openalex.org/W3092599002","https://openalex.org/W3093637141","https://openalex.org/W3126226315","https://openalex.org/W3176421184","https://openalex.org/W3193430237","https://openalex.org/W4253725572","https://openalex.org/W4292202311","https://openalex.org/W4296045114","https://openalex.org/W4297329993","https://openalex.org/W4361249133","https://openalex.org/W4366526289","https://openalex.org/W4383162624","https://openalex.org/W4386602496","https://openalex.org/W4390704534","https://openalex.org/W4395010508","https://openalex.org/W4396896344","https://openalex.org/W4402582407"],"related_works":[],"abstract_inverted_index":{"Cross-impact":[0],"analysis":[1,46,106,115,125,129],"is":[2,102,120],"frequently":[3],"used":[4],"in":[5,54,71,136],"scenario-analogous":[6],"studies":[7],"to":[8,32,162,253,265],"identify":[9],"critical":[10],"factors":[11,139,263],"influencing":[12],"ecological":[13],"change,":[14],"strategic":[15],"planning,":[16],"technology":[17],"foresight,":[18],"resource":[19],"allocation,":[20],"risk":[21],"mitigation,":[22],"cost":[23],"optimization,":[24],"and":[25,40,69,94,107,126,140,167,178,194,218,236,247,261,269],"decision":[26],"support.":[27,249],"Scenarios":[28],"enable":[29],"different":[30],"organizations":[31],"comprehend":[33],"prevailing":[34],"situations,":[35],"prepare":[36],"for":[37,51,86,109,191,205,214],"probable":[38],"futures,":[39],"mitigate":[41,164],"conceivable":[42],"risks.":[43],"Unfortunately,":[44],"cross-impact":[45,105,114,127],"methods":[47],"are":[48],"often":[49],"criticized":[50],"their":[52],"difficulty":[53],"handling":[55],"complex":[56,137],"interactions,":[57],"cognitive":[58,165],"bias,":[59],"time-intensiveness,":[60],"heavy":[61],"reliance":[62],"on":[63,104,122],"a":[64,83,133,145,158,170,181,188,202,254],"limited":[65],"pool":[66],"of":[67,117,147,157,160,184,223,233,243,258,271],"experts,":[68],"inconsistency":[70],"assigning":[72],"judgment,":[73],"which":[74,239],"can":[75,227],"affect":[76],"the":[77,118,154,199,209,221,267],"expected":[78],"outcomes.":[79],"This":[80],"paper":[81],"introduces":[82],"novel":[84],"method":[85,101,119,175,200],"constructing":[87,110,215],"consistent":[88,111,142,216],"scenarios":[89,143,217],"that":[90,220],"addresses":[91],"these":[92],"criticisms":[93],"those":[95],"associated":[96],"with":[97,180],"scenario":[98,207],"methods.":[99],"The":[100,113,150,174],"based":[103,121],"crowdsourcing":[108,151],"scenarios.":[112],"component":[116],"advanced":[123],"impact":[124],"balance":[128],"to,":[130],"respectively,":[131],"provide":[132],"time-efficient":[134],"reduction":[135],"interdependent":[138],"construct":[141],"from":[144],"set":[146],"reduced":[148],"factors.":[149],"element":[152],"leverages":[153],"cumulative":[155],"intelligence":[156],"group":[159],"experts":[161],"help":[163],"bias":[166],"transparently":[168],"give":[169],"more":[171,255],"inclusive":[172],"analysis.":[173],"was":[176],"implemented":[177],"validated":[179],"practical":[182],"case":[183],"renewable":[185,224],"energy":[186,225,273],"adoption,":[187],"vital":[189],"challenge":[190],"socioeconomic":[192],"progress":[193],"climate":[195],"change":[196],"resilience.":[197],"While":[198],"provides":[201],"sturdy":[203],"foundation":[204],"writing":[206],"narratives,":[208],"result":[210],"confirms":[211],"its":[212],"robustness":[213],"suggests":[219],"future":[222],"adoption":[226],"be":[228],"enhanced":[229],"through":[230],"careful":[231],"cogitation":[232],"best-case,":[234],"base-case,":[235],"worst-case":[237],"scenarios,":[238],"include":[240],"varying":[241],"states":[242],"perceived":[244,248],"value,":[245],"awareness,":[246],"These":[250],"findings":[251],"contribute":[252],"nuanced":[256],"understanding":[257],"how":[259],"socio-cognitive":[260],"institutional":[262],"interact":[264],"influence":[266],"pace":[268],"direction":[270],"sustainable":[272],"transitions.":[274]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2026-01-05T00:00:00"}
