{"id":"https://openalex.org/W4416042212","doi":"https://doi.org/10.1007/s10951-025-00857-w","title":"Machine learning in project schedule creation: a systematic literature review","display_name":"Machine learning in project schedule creation: a systematic literature review","publication_year":2025,"publication_date":"2025-11-08","ids":{"openalex":"https://openalex.org/W4416042212","doi":"https://doi.org/10.1007/s10951-025-00857-w"},"language":"en","primary_location":{"id":"doi:10.1007/s10951-025-00857-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10951-025-00857-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10951-025-00857-w.pdf","source":{"id":"https://openalex.org/S91278097","display_name":"Journal of Scheduling","issn_l":"1094-6136","issn":["1094-6136","1099-1425"],"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":"Journal of Scheduling","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/s10951-025-00857-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120311071","display_name":"Maciej Koszykowski","orcid":"https://orcid.org/0009-0000-2299-4120"},"institutions":[{"id":"https://openalex.org/I3019271933","display_name":"Nicolaus Copernicus University","ror":"https://ror.org/0102mm775","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019271933"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Maciej Koszykowski","raw_affiliation_strings":["Doctoral School of Social Sciences, Nicolaus Copernicus University in Toru\u0144, Collegium Humanisticum, Ul. W. Bojarskiego 1, 87-100, Toru\u0144, Poland"],"raw_orcid":"https://orcid.org/0009-0000-2299-4120","affiliations":[{"raw_affiliation_string":"Doctoral School of Social Sciences, Nicolaus Copernicus University in Toru\u0144, Collegium Humanisticum, Ul. W. Bojarskiego 1, 87-100, Toru\u0144, Poland","institution_ids":["https://openalex.org/I3019271933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036373465","display_name":"Witold Orzeszko","orcid":"https://orcid.org/0000-0001-7473-7775"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Witold Orzeszko","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-7473-7775","affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5120311071"],"corresponding_institution_ids":["https://openalex.org/I3019271933"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37657805,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"29","issue":"1","first_page":"21","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10395","display_name":"Construction Project Management and Performance","score":0.489300012588501,"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":0.489300012588501,"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/T12177","display_name":"Resource-Constrained Project Scheduling","score":0.18289999663829803,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.0357000008225441,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.8109999895095825},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.6312999725341797},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.57669997215271},{"id":"https://openalex.org/keywords/project-management","display_name":"Project management","score":0.4932999908924103},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4650999903678894}],"concepts":[{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.8109999895095825},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7681000232696533},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.6312999725341797},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.57669997215271},{"id":"https://openalex.org/C15952604","wikidata":"https://www.wikidata.org/wiki/Q179012","display_name":"Project management","level":2,"score":0.4932999908924103},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4650999903678894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40880000591278076},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3758000135421753},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35580000281333923},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.34060001373291016},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.33079999685287476},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3052000105381012},{"id":"https://openalex.org/C58565012","wikidata":"https://www.wikidata.org/wiki/Q2112558","display_name":"Project planning","level":3,"score":0.30300000309944153},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.2865000069141388},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2831999957561493},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2800000011920929},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2768000066280365},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2676999866962433},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10951-025-00857-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10951-025-00857-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10951-025-00857-w.pdf","source":{"id":"https://openalex.org/S91278097","display_name":"Journal of Scheduling","issn_l":"1094-6136","issn":["1094-6136","1099-1425"],"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":"Journal of Scheduling","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10951-025-00857-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10951-025-00857-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10951-025-00857-w.pdf","source":{"id":"https://openalex.org/S91278097","display_name":"Journal of Scheduling","issn_l":"1094-6136","issn":["1094-6136","1099-1425"],"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":"Journal of Scheduling","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416042212.pdf","grobid_xml":"https://content.openalex.org/works/W4416042212.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W88893317","https://openalex.org/W121359431","https://openalex.org/W163254787","https://openalex.org/W197745023","https://openalex.org/W299188562","https://openalex.org/W1542322690","https://openalex.org/W1992546045","https://openalex.org/W1995970169","https://openalex.org/W2001771035","https://openalex.org/W2037664399","https://openalex.org/W2040107327","https://openalex.org/W2049953238","https://openalex.org/W2066484252","https://openalex.org/W2073914516","https://openalex.org/W2075532300","https://openalex.org/W2079317829","https://openalex.org/W2082167830","https://openalex.org/W2086167240","https://openalex.org/W2251410821","https://openalex.org/W2279565007","https://openalex.org/W2315783906","https://openalex.org/W2362712727","https://openalex.org/W2546354293","https://openalex.org/W2555573961","https://openalex.org/W2559303750","https://openalex.org/W2571487773","https://openalex.org/W2621911925","https://openalex.org/W2768709441","https://openalex.org/W2770963638","https://openalex.org/W2772402907","https://openalex.org/W2786119081","https://openalex.org/W2885338942","https://openalex.org/W2900231206","https://openalex.org/W2900886562","https://openalex.org/W2902075181","https://openalex.org/W2921737895","https://openalex.org/W2922406886","https://openalex.org/W2951053251","https://openalex.org/W2963568637","https://openalex.org/W2968965016","https://openalex.org/W2974755857","https://openalex.org/W2989644209","https://openalex.org/W2995066234","https://openalex.org/W3041601928","https://openalex.org/W3080470883","https://openalex.org/W3112746394","https://openalex.org/W3119404263","https://openalex.org/W3125505924","https://openalex.org/W3127116764","https://openalex.org/W3130319702","https://openalex.org/W3146730906","https://openalex.org/W3153987522","https://openalex.org/W3168215860","https://openalex.org/W3168411822","https://openalex.org/W3174699415","https://openalex.org/W3180152229","https://openalex.org/W3198066352","https://openalex.org/W3198350258","https://openalex.org/W3199010298","https://openalex.org/W3210952671","https://openalex.org/W3212948123","https://openalex.org/W3216525422","https://openalex.org/W4205373479","https://openalex.org/W4212928484","https://openalex.org/W4213031900","https://openalex.org/W4220767802","https://openalex.org/W4230753863","https://openalex.org/W4244035327","https://openalex.org/W4255187272","https://openalex.org/W4285080161","https://openalex.org/W4285080613","https://openalex.org/W4285801926","https://openalex.org/W4293635841","https://openalex.org/W4310934749","https://openalex.org/W4384915840"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Addressing":[1],"the":[2,12,51,68,77,83,90,137,171,182,192],"growing":[3],"demand":[4],"for":[5,18,44,162,196],"autonomous":[6],"project":[7,19,48,56,84,175],"scheduling,":[8,176],"this":[9,37,203],"study":[10,70],"explores":[11],"use":[13],"of":[14,76,80,133,139],"machine":[15],"learning":[16],"(ML)":[17],"schedule":[20,85,96,106,140,164,200],"creation.":[21,141],"It":[22],"is":[23,40,67,179],"a":[24,41,73],"well-known":[25],"fact":[26],"that":[27,46,71,167],"ML":[28,39,53,91,134,169,198],"surpasses":[29],"human":[30],"capabilities":[31],"in":[32,55,82,94,104,112,136,147,181],"analyzing":[33],"extensive":[34],"data.":[35],"For":[36],"reason,":[38],"promising":[42],"domain":[43,138],"organizations":[45],"gather":[47],"experience.":[49],"However,":[50],"current":[52,78,131],"adoption":[54],"management":[57],"remains":[58],"limited,":[59],"lacking":[60],"systematic":[61],"studies":[62],"demonstrating":[63],"its":[64],"potential.":[65],"This":[66],"first":[69],"presents":[72],"comprehensive":[74],"review":[75],"state":[79],"knowledge":[81],"creation":[86,97,107,201],"area.":[87],"We":[88,142],"summarize":[89],"techniques":[92],"used":[93],"each":[95],"area":[98],"and":[99,129,152],"investigate":[100],"their":[101],"demonstrated":[102],"potential":[103,127,172],"improving":[105],"processes.":[108],"Moreover,":[109],"we":[110,122,156],"analyze":[111],"which":[113],"industries":[114],"such":[115],"methods":[116],"are":[117],"most":[118,193],"often":[119],"used.":[120],"Furthermore,":[121],"explore":[123],"anticipated":[124],"advancements,":[125],"highlight":[126],"benefits,":[128],"address":[130],"limitations":[132],"applications":[135],"also":[143],"uncover":[144],"key":[145],"gaps":[146],"research,":[148],"discuss":[149],"related":[150],"challenges,":[151],"emerging":[153],"trends.":[154],"Additionally,":[155],"elaborate":[157],"on":[158],"practical":[159,194],"implementation":[160],"strategies":[161],"ML-based":[163],"creation,":[165],"emphasizing":[166],"while":[168],"has":[170],"to":[173,190],"enhance":[174],"full":[177],"automation":[178],"unlikely":[180],"near":[183],"future.":[184],"Instead,":[185],"automating":[186],"specific":[187],"subprocesses":[188],"appears":[189],"be":[191],"approach":[195],"integrating":[197],"into":[199],"at":[202],"stage.":[204]},"counts_by_year":[],"updated_date":"2026-03-17T06:59:57.516163","created_date":"2025-11-08T00:00:00"}
