{"id":"https://openalex.org/W4402134504","doi":"https://doi.org/10.3390/bdcc8090101","title":"Contextual Intelligence: An AI Approach to Manufacturing Skills\u2019 Forecasting","display_name":"Contextual Intelligence: An AI Approach to Manufacturing Skills\u2019 Forecasting","publication_year":2024,"publication_date":"2024-09-02","ids":{"openalex":"https://openalex.org/W4402134504","doi":"https://doi.org/10.3390/bdcc8090101"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc8090101","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc8090101","pdf_url":"https://www.mdpi.com/2504-2289/8/9/101/pdf?version=1725248252","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"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":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-2289/8/9/101/pdf?version=1725248252","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042856685","display_name":"Xolani Maphisa","orcid":null},"institutions":[{"id":"https://openalex.org/I24027795","display_name":"University of Johannesburg","ror":"https://ror.org/04z6c2n17","country_code":"ZA","type":"education","lineage":["https://openalex.org/I24027795"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Xolani Maphisa","raw_affiliation_strings":["Johannesburg Business School, University of Johannesburg, Johannesburg 2092, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johannesburg Business School, University of Johannesburg, Johannesburg 2092, South Africa","institution_ids":["https://openalex.org/I24027795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106933467","display_name":"Mpho Godfrey Nkadimeng","orcid":null},"institutions":[{"id":"https://openalex.org/I24027795","display_name":"University of Johannesburg","ror":"https://ror.org/04z6c2n17","country_code":"ZA","type":"education","lineage":["https://openalex.org/I24027795"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Mpho Nkadimeng","raw_affiliation_strings":["Johannesburg Business School, University of Johannesburg, Johannesburg 2092, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johannesburg Business School, University of Johannesburg, Johannesburg 2092, South Africa","institution_ids":["https://openalex.org/I24027795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071445913","display_name":"Arnesh Telukdarie","orcid":"https://orcid.org/0000-0003-0057-3493"},"institutions":[{"id":"https://openalex.org/I24027795","display_name":"University of Johannesburg","ror":"https://ror.org/04z6c2n17","country_code":"ZA","type":"education","lineage":["https://openalex.org/I24027795"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Arnesh Telukdarie","raw_affiliation_strings":["Johannesburg Business School, University of Johannesburg, Johannesburg 2092, South Africa"],"raw_orcid":"https://orcid.org/0000-0003-0057-3493","affiliations":[{"raw_affiliation_string":"Johannesburg Business School, University of Johannesburg, Johannesburg 2092, South Africa","institution_ids":["https://openalex.org/I24027795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5071445913"],"corresponding_institution_ids":["https://openalex.org/I24027795"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.3331,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62584826,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"8","issue":"9","first_page":"101","last_page":"101"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9674000144004822,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9674000144004822,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9449999928474426,"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"}},{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9157000184059143,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46054404973983765},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.41304725408554077},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38128840923309326},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3737829923629761},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.36612483859062195},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.356459379196167},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.3220377564430237}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46054404973983765},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.41304725408554077},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38128840923309326},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3737829923629761},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.36612483859062195},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.356459379196167},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.3220377564430237}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/bdcc8090101","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc8090101","pdf_url":"https://www.mdpi.com/2504-2289/8/9/101/pdf?version=1725248252","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"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":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:72222fae671d41dfac5202fa8842ffdb","is_oa":true,"landing_page_url":"https://doaj.org/article/72222fae671d41dfac5202fa8842ffdb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing, Vol 8, Iss 9, p 101 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bdcc8090101","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc8090101","pdf_url":"https://www.mdpi.com/2504-2289/8/9/101/pdf?version=1725248252","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"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":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402134504.pdf"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W132173676","https://openalex.org/W1493325986","https://openalex.org/W2038350427","https://openalex.org/W2045693123","https://openalex.org/W2052959184","https://openalex.org/W2075366908","https://openalex.org/W2118432223","https://openalex.org/W2136737278","https://openalex.org/W2183506476","https://openalex.org/W2292253466","https://openalex.org/W2470992907","https://openalex.org/W2517572945","https://openalex.org/W2525342248","https://openalex.org/W2526781987","https://openalex.org/W2560319175","https://openalex.org/W2589137920","https://openalex.org/W2590078953","https://openalex.org/W2750021257","https://openalex.org/W2751282100","https://openalex.org/W2890112222","https://openalex.org/W2925715343","https://openalex.org/W2936343203","https://openalex.org/W2948490758","https://openalex.org/W2949476234","https://openalex.org/W2952992820","https://openalex.org/W2982396421","https://openalex.org/W2985098161","https://openalex.org/W2988203602","https://openalex.org/W2991157178","https://openalex.org/W3005102752","https://openalex.org/W3009843608","https://openalex.org/W3044527983","https://openalex.org/W3046886259","https://openalex.org/W3105114834","https://openalex.org/W3111071679","https://openalex.org/W3124124240","https://openalex.org/W3134429157","https://openalex.org/W3135699536","https://openalex.org/W3160350047","https://openalex.org/W3186747256","https://openalex.org/W4206439534","https://openalex.org/W4224949042","https://openalex.org/W4298826872","https://openalex.org/W4300352395","https://openalex.org/W4309562779","https://openalex.org/W4377700907","https://openalex.org/W4380051655","https://openalex.org/W4407279031","https://openalex.org/W6686498326","https://openalex.org/W6727580612","https://openalex.org/W6730401236","https://openalex.org/W6769882022"],"related_works":["https://openalex.org/W3188962172","https://openalex.org/W2772917594","https://openalex.org/W4306742369","https://openalex.org/W4303457083","https://openalex.org/W2131146434","https://openalex.org/W2951359407","https://openalex.org/W4376623224","https://openalex.org/W3136979370","https://openalex.org/W4387849428","https://openalex.org/W2058170566"],"abstract_inverted_index":{"The":[0,20,120],"manufacturing":[1,31,62,71,77,83],"industry":[2,150],"is":[3],"skill-intensive":[4],"and":[5,18,75,80,114,137,152],"plays":[6],"a":[7,26,65,99],"pivotal":[8],"role":[9],"in":[10,162],"South":[11,60],"Africa\u2019s":[12],"economy,":[13],"reflecting":[14],"the":[15,30,37,41,45,51,55,59,73,81,87,159],"nation\u2019s":[16],"progress":[17],"development.":[19],"advent":[21],"of":[22,39,44,54,58,90,131,140],"technology":[23],"has":[24],"initiated":[25],"transformative":[27],"era":[28,164],"within":[29],"sector.":[32,85],"Workforce":[33],"skills":[34],"are":[35,110,116,147],"at":[36],"heart":[38],"ensuring":[40],"sustained":[42],"growth":[43,161],"industry.":[46],"This":[47],"study":[48],"delves":[49],"into":[50],"skill-related":[52],"aspects":[53],"occupational":[56,101],"landscape":[57],"African":[61],"sector,":[63],"with":[64],"particular":[66],"focus":[67],"on":[68],"two":[69],"important":[70],"sectors:":[72],"food":[74],"beverage":[76],"(FoodBev)":[78],"sector":[79],"chemical":[82],"(CHIETA)":[84],"Leveraging":[86],"forecasting":[88,102],"prowess":[89],"Autoregressive":[91],"Integrated":[92],"Moving":[93],"Average":[94],"(ARIMA),":[95],"this":[96],"paper":[97],"outlines":[98],"sectorial":[100],"modeling":[103],"exercise":[104],"to":[105,118,157],"reveal":[106],"which":[107,115],"job":[108],"roles":[109],"poised":[111],"for":[112,128,135,143,149],"expansion":[113],"expected":[117],"decline.":[119],"approach":[121],"predicted":[122],"future":[123],"skills\u2019":[124],"demand":[125],"80%":[126],"accuracy":[127],"473":[129],"out":[130,139],"713":[132],"(66%)":[133],"occupations":[134],"FoodBev":[136],"474":[138],"522":[141],"(91%)":[142],"CHIETA.":[144],"These":[145],"insights":[146],"invaluable":[148],"stakeholders":[151],"educational":[153],"institutions,":[154],"providing":[155],"guidance":[156],"support":[158],"sector\u2019s":[160],"an":[163],"marked":[165],"by":[166],"technological":[167],"advancement.":[168]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
