{"id":"https://openalex.org/W7140162853","doi":"https://doi.org/10.1016/j.procs.2026.03.187","title":"A dark side of artificial intelligence in projects: Preliminary insights from the consulting industry","display_name":"A dark side of artificial intelligence in projects: Preliminary insights from the consulting industry","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7140162853","doi":"https://doi.org/10.1016/j.procs.2026.03.187"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2026.03.187","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.03.187","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2026.03.187","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Timur Narbaev","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Timur Narbaev","raw_affiliation_strings":["Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Meruyert Kussaiyn","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Meruyert Kussaiyn","raw_affiliation_strings":["Kazakh-British Technical University, Tole bi street 59, 050000 Almaty, Kazakhstan","Satbayev University, Satbayev street 22, 050013 Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazakh-British Technical University, Tole bi street 59, 050000 Almaty, Kazakhstan","institution_ids":[]},{"raw_affiliation_string":"Satbayev University, Satbayev street 22, 050013 Almaty, Kazakhstan","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Bakhtiyar Sultan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bakhtiyar Sultan","raw_affiliation_strings":["Kazakh-British Technical University, Tole bi street 59, 050000 Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazakh-British Technical University, Tole bi street 59, 050000 Almaty, Kazakhstan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.62014848,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"278","issue":null,"first_page":"1918","last_page":"1925"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10395","display_name":"Construction Project Management and Performance","score":0.5699999928474426,"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/T10395","display_name":"Construction Project Management and Performance","score":0.5699999928474426,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.06759999692440033,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.05570000037550926,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/transparency","display_name":"Transparency (behavior)","score":0.832099974155426},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5863000154495239},{"id":"https://openalex.org/keywords/great-rift","display_name":"Great Rift","score":0.5234000086784363},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.47440001368522644},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.44609999656677246},{"id":"https://openalex.org/keywords/human-resources","display_name":"Human resources","score":0.421099990606308},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.3928999900817871},{"id":"https://openalex.org/keywords/human-resource-management","display_name":"Human resource management","score":0.38679999113082886}],"concepts":[{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.832099974155426},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.703499972820282},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5863000154495239},{"id":"https://openalex.org/C99394141","wikidata":"https://www.wikidata.org/wiki/Q1085203","display_name":"Great Rift","level":2,"score":0.5234000086784363},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5042999982833862},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.47440001368522644},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.44609999656677246},{"id":"https://openalex.org/C107645774","wikidata":"https://www.wikidata.org/wiki/Q5467169","display_name":"Human resources","level":2,"score":0.421099990606308},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3928999900817871},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38749998807907104},{"id":"https://openalex.org/C202372285","wikidata":"https://www.wikidata.org/wiki/Q1056396","display_name":"Human resource management","level":2,"score":0.38679999113082886},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3224000036716461},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.311599999666214},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.3061000108718872},{"id":"https://openalex.org/C174107131","wikidata":"https://www.wikidata.org/wiki/Q191591","display_name":"Emotional intelligence","level":2,"score":0.30379998683929443},{"id":"https://openalex.org/C15952604","wikidata":"https://www.wikidata.org/wiki/Q179012","display_name":"Project management","level":2,"score":0.30140000581741333},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.27160000801086426},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2026.03.187","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.03.187","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2026.03.187","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.03.187","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5831643342971802,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322726","display_name":"Ministry of Education and Science of the Republic of Kazakhstan","ror":"https://ror.org/03pj6ge82"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1979290264","https://openalex.org/W3130319702","https://openalex.org/W3135335795","https://openalex.org/W3137544425","https://openalex.org/W3155756338","https://openalex.org/W4205373479","https://openalex.org/W4312850746","https://openalex.org/W4366188816","https://openalex.org/W4385576305","https://openalex.org/W4387057780","https://openalex.org/W4390730847","https://openalex.org/W4401020657","https://openalex.org/W4401033209","https://openalex.org/W4405543322","https://openalex.org/W4408805925","https://openalex.org/W4411841012","https://openalex.org/W4412395746","https://openalex.org/W4412758196","https://openalex.org/W4413073045"],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,29,41,53,124,144,177],"face":[2],"of":[3,31,56,72,74,88,106,123,136,149],"increasing":[4],"project":[5,17,21,67],"uncertainty,":[6],"organizations":[7],"are":[8],"turning":[9],"to":[10,14,43,45],"artificial":[11],"intelligence":[12],"(AI)":[13],"enhance":[15],"their":[16],"management":[18],"(PM),":[19],"including":[20],"forecasting,":[22],"resource":[23],"allocation,":[24],"and":[25,40,47,60,69,91,129,143,159,182],"risk":[26],"management.":[27],"However,":[28],"effectiveness":[30],"such":[32],"solutions":[33],"depends":[34],"on":[35,63],"AI":[36,57,89,92,107,163],"transparency,":[37],"user":[38],"trust,":[39],"ability":[42],"adapt":[44],"complex":[46],"changing":[48],"conditions.":[49],"This":[50,173],"study":[51,175],"examines":[52],"\u201cdark":[54],"side\u201d":[55],"in":[58,78,104],"PM":[59],"is":[61],"based":[62],"interviews":[64],"with":[65,111],"experienced":[66],"managers":[68],"a":[70,75,82],"survey":[71],"employees":[73],"consulting":[76],"organization":[77],"Kazakhstan.":[79],"It":[80],"finds":[81],"weak":[83],"positive":[84],"correlation":[85],"between":[86],"perceptions":[87,105],"efficiency":[90,132],"transparency":[93,108,127],"(r":[94],"=":[95],"0.2342),":[96],"as":[97,99],"well":[98],"no":[100],"statistically":[101],"significant":[102],"differences":[103],"across":[109],"professionals":[110],"different":[112],"experience":[113],"levels.":[114],"The":[115],"most":[116],"critical":[117],"risks":[118,167],"were":[119],"AI-driven":[120,150],"errors":[121],"(58.8%":[122],"respondents),":[125],"low":[126,130],"(49.0%),":[128],"work":[131],"(41.2%).":[133],"Also,":[134],"31.4%":[135],"participants":[137],"expressed":[138],"concerns":[139],"about":[140],"biased":[141],"decisions":[142],"need":[145,178],"for":[146,179],"manual":[147],"corrections":[148],"decisions.":[151],"These":[152],"results":[153],"confirm":[154],"that":[155],"without":[156],"explainability":[157],"mechanisms":[158],"ongoing":[160],"human":[161],"oversight,":[162],"may":[164],"not":[165],"reduce":[166],"but":[168],"can":[169],"actually":[170],"exacerbate":[171],"them.":[172],"preliminary":[174],"highlights":[176],"further":[180],"cross-industry":[181],"larger-scale":[183],"empirical":[184],"studies.":[185]},"counts_by_year":[],"updated_date":"2026-04-25T08:17:42.794288","created_date":"2026-03-25T00:00:00"}