Skills Prediction for the South African Food and Beverages Manufacturing Sector

The high unemployment rate, especially among the youth in South Africa, necessitates addressing the skills requirements to meet the labour market demands. In South Africa, the Sector Education and Training Authorities are mandated to identify and provide the skills demanded. A quantitative approach...

Full description

Saved in:
Bibliographic Details
Published inGILE journal of skills development Vol. 5; no. 1
Main Authors Megashnee Munsamy, Arnesh Telukdarie
Format Journal Article
LanguageEnglish
Published Pact4Youth Association 01.04.2025
Subjects
Online AccessGet full text
ISSN2732-3781
DOI10.52398/gjsd.2025.v5.i1.pp4-25

Cover

Loading…
Abstract The high unemployment rate, especially among the youth in South Africa, necessitates addressing the skills requirements to meet the labour market demands. In South Africa, the Sector Education and Training Authorities are mandated to identify and provide the skills demanded. A quantitative approach of big data analytics is proposed for predicting the future skills of the South African food and beverages manufacturing sector. The source of big data is skills-related publications from the Elsevier Scopus database, for the period 1999 to 2020. Natural language processing, and word representation technique was applied to quantify and analyse year-on-year change of author and index keywords, subject areas and number of publications towards the determination of the future skills requirement. The analysis identified four vital skills: (1) entrepreneurship inclusive of digital skills; (2) data analytics inclusive of AI, simulation, and modelling; (3) digital tools and technologies implementation, and operation; and (4) sustainable operations skills of advanced process control, and energy, water, and resource optimisation. The identified skills were comparatively analysed with the World Economic Forum predictions for skills requirements for 2025, with the results aligning to the findings and validating the approach. The approach is applicable to any Sector Education Training Authority in South Africa. This enables enhanced skills planning to better prepare the South African workforce, especially youth, given the persistent challenges to completion of Grade 12 leading to access to higher education. It is acknowledged that youth with tertiary qualifications have a better chance of employment than those without, thus skills planning initiatives is essential. The skills gap cannot be instantaneously addressed but requires a long-term strategic effort from all stakeholders in the skills ecosystem. As a starting point in youth skills development, short courses to workshops to workplace training is a feasible option.
AbstractList The high unemployment rate, especially among the youth in South Africa, necessitates addressing the skills requirements to meet the labour market demands. In South Africa, the Sector Education and Training Authorities are mandated to identify and provide the skills demanded. A quantitative approach of big data analytics is proposed for predicting the future skills of the South African food and beverages manufacturing sector. The source of big data is skills-related publications from the Elsevier Scopus database, for the period 1999 to 2020. Natural language processing, and word representation technique was applied to quantify and analyse year-on-year change of author and index keywords, subject areas and number of publications towards the determination of the future skills requirement. The analysis identified four vital skills: (1) entrepreneurship inclusive of digital skills; (2) data analytics inclusive of AI, simulation, and modelling; (3) digital tools and technologies implementation, and operation; and (4) sustainable operations skills of advanced process control, and energy, water, and resource optimisation. The identified skills were comparatively analysed with the World Economic Forum predictions for skills requirements for 2025, with the results aligning to the findings and validating the approach. The approach is applicable to any Sector Education Training Authority in South Africa. This enables enhanced skills planning to better prepare the South African workforce, especially youth, given the persistent challenges to completion of Grade 12 leading to access to higher education. It is acknowledged that youth with tertiary qualifications have a better chance of employment than those without, thus skills planning initiatives is essential. The skills gap cannot be instantaneously addressed but requires a long-term strategic effort from all stakeholders in the skills ecosystem. As a starting point in youth skills development, short courses to workshops to workplace training is a feasible option.
Author Megashnee Munsamy
Arnesh Telukdarie
Author_xml – sequence: 1
  fullname: Megashnee Munsamy
  organization: University of Johannesburg
– sequence: 2
  fullname: Arnesh Telukdarie
  organization: University of Johannesburg
BookMark eNotjFtPwjAYQBujiYj8BvsHNnul3SMSURIMJujz8q2XUZwt6TYS_714eTon5-HcoMuYokPojpJSMl7p-_bQ25IRJsuTLAMtj0dRMHmBJkxxVnCl6TWa9f2BEMJ0xbUiE7TdfYSu6_FrdjaYIaSIfcp42Du8S-Owxwufg4GIVylZDNHiB3dyGVrX4xeIowczjDnEFu-cGVK-RVceut7N_jlF76vHt-Vzsdk-rZeLTWEplbIQxjnCteZzcFQbIZuKMi4VteC9UWCpZdYY7aSkqgLBNG00NOcmbMOrhk_R-u9rExzqYw6fkL_qBKH-DSm3NeQhmM7VQom59BUw-LG51EY5BZwKys93Svg3hZpgQw
ContentType Journal Article
DBID DOA
DOI 10.52398/gjsd.2025.v5.i1.pp4-25
DatabaseName DOAJ Directory of Open Access Journals
DatabaseTitleList
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
EISSN 2732-3781
ExternalDocumentID oai_doaj_org_article_47465f9a2a4746658c7e7a3141355110
GroupedDBID AAFWJ
AFPKN
ALMA_UNASSIGNED_HOLDINGS
GROUPED_DOAJ
M~E
ID FETCH-LOGICAL-d1155-4cee038836ae18c45b9123571daffc7ad1d2dcc8e55179a4281b8ab2dc4db39b3
IEDL.DBID DOA
IngestDate Wed Aug 27 01:22:51 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed false
IsScholarly false
Issue 1
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-d1155-4cee038836ae18c45b9123571daffc7ad1d2dcc8e55179a4281b8ab2dc4db39b3
OpenAccessLink https://doaj.org/article/47465f9a2a4746658c7e7a3141355110
ParticipantIDs doaj_primary_oai_doaj_org_article_47465f9a2a4746658c7e7a3141355110
PublicationCentury 2000
PublicationDate 2025-04-01
PublicationDateYYYYMMDD 2025-04-01
PublicationDate_xml – month: 04
  year: 2025
  text: 2025-04-01
  day: 01
PublicationDecade 2020
PublicationTitle GILE journal of skills development
PublicationYear 2025
Publisher Pact4Youth Association
Publisher_xml – name: Pact4Youth Association
SSID ssj0002893870
Score 1.9064676
Snippet The high unemployment rate, especially among the youth in South Africa, necessitates addressing the skills requirements to meet the labour market demands. In...
SourceID doaj
SourceType Open Website
SubjectTerms 4IR
big data analytics
digital skill
food and beverage
skills prediction
Title Skills Prediction for the South African Food and Beverages Manufacturing Sector
URI https://doaj.org/article/47465f9a2a4746658c7e7a3141355110
Volume 5
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELZQJxYEAsRbHljdKrEdJyNFjSqkAlKp1C06P4JaqrTqg5Hfzl3coRsLSxR5sJI7677P9t13jD1CXQQlXSKCN0Eo7xzGQRVEFizUWe6LFKjeefSaDSfqZaqnB62-KCcsygNHw_WUUZmuC0iB3hAvnQkGZILBF8E-Flch5h1spubx-kziSowJXZo07nqf8w0pg6a6-627MwxQKyWoQfaBVH-LKeUpO9mTQf4UP-KMHYXmnL2Nv2aLxYa_r-kOhezGkVhyJGq87XfHY2ufhpfLpefQeN4PuB4xLmz4CJodlSq0tYd83J7IX7BJOfh4Hop92wPhkZ5poRC3SKNFZhCS3CltCypoNYmHunYGfOJTtGkeNMlrAe4fEpuDxTHlrSysvGSdZtmEK8aldkh_auMsHe94Y4HUezxyAq9cCvU169PfV6uobFGR1nQ7gB6o9h6o_vLAzX9McsuOyTcxJ-aOdbbrXbhHuN_ah9az-Bz9DH4B9xqoeA
linkProvider Directory of Open Access Journals
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Skills+Prediction+for+the+South+African+Food+and+Beverages+Manufacturing+Sector&rft.jtitle=GILE+journal+of+skills+development&rft.au=Megashnee+Munsamy&rft.au=Arnesh+Telukdarie&rft.date=2025-04-01&rft.pub=Pact4Youth+Association&rft.eissn=2732-3781&rft.volume=5&rft.issue=1&rft_id=info:doi/10.52398%2Fgjsd.2025.v5.i1.pp4-25&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_47465f9a2a4746658c7e7a3141355110