The Landscape of Scientific Discussions on the Competencies 4.0 Concept in the Context of the 4th Industrial Revolution—A Bibliometric Review
Abstract
:1. Introduction and Preliminary Literature Review
- Better understanding of Industry 4.0 and Competencies 4.0 phenomenon and its consequences for education and training;
- Increased awareness and knowledge on how Industry 4.0 and especially Competencies 4.0 and the terms connected with them should be understood and interpreted;
- Establishing a long-term tool for observing the phenomenon in question;
- Further proliferation of Industry 4.0 and Competencies 4.0 concepts.
- Internet of things: advanced connectivity of systems, services and physical objects enabling object-to-object communication and data sharing;
- Cloud computing: system logic that provides a huge space for data storage;
- Autonomous robots: robots which interact with each other and collaborate with humans;
- Big data: huge amount of data obtained daily from devices connected to the Internet;
- Simulation; modelling real or virtual processes by using real-time data to represent the real world in a simulation model;
- Internet of services: services provider on the Internet with services available on demand;
- Augmented reality: reality enhanced by virtual elements;
- Cyber-physical system and human-digital interfaces: systems that integrate humans with machines;
- Additive manufacturing/3D printing: implementation of new manufacturing skills for the purpose of integrating information technologies;
- Smart factory: intelligent factory that is based on Internet of things and cyber-physical systems (see above);
- Block chain: decentralised and dispersed data base.
- Digital and technical: so-called hard competencies. Digital competencies are understood not only as programming and data analysis but as a wide range of skills—from digital solutions of problems to expertise in online privacy and cybersecurity. They include, among others, specialist competencies such as processing of big data sets, use of computing clouds and the industrial Internet of Things, integration, simulation and visualisation of processes, and evaluation of technology and its products.
- Managerial competencies: such as self and team management, creating own image, financial management, business strategies, project management, psychology of work, organisation and management, public relations, marketing and media, managerial economy, management of human resources, managerial, leadership and entrepreneurship skills training, quantitative methods and business statistics, ethics, risk management and changing management techniques in the context of social and technological change.
- Cognitive or thinking competencies: including creativity, logic reasoning, and solving complex problems.
- Social and psychosocial competencies: effective cooperation within a group, leadership, entrepreneurship, and emotional intelligence including such soft competencies as personal flexibility and interdisciplinarity.
- (a)
- Technical Competencies such as state-of-the-art knowledge, process understanding, technical skills, etc.
- (b)
- Methodological Competencies including creativity, entrepreneurial thinking, problem solving, conflict solving, decision making, analytical skills, research skills, and efficiency orientation.
- (c)
- Social Competencies such as intercultural skills, language skills, communication skills, networking skills, ability to work in a team, ability to compromise and cooperate, ability to transfer knowledge and leadership skills.
- (d)
- Personal Competencies that include flexibility, ambiguity tolerance, motivation to learn, ability to work under pressure, sustainable mindset, and compliance.
2. Analysis Design
- Query I (QI): occurrence of Industry 4.0 OR industrie 4.0 OR I4.0 OR economy 4.0 OR 4th Industrial Revolution OR fourth Industrial Revolution in the publication title in various types of publications and their distribution across countries;
- Query II (QII): occurrence of competences 4.0 OR Competencies 4.0 OR skills 4.0 accompanying Industry 4.0 OR industrie 4.0 OR I4.0 OR economy 4.0 OR 4th Industrial Revolution OR fourth Industrial Revolution in the publication title and in the abstract;
- Query III (QIII): occurrence of Competencies 4.0 in the publication title, keywords and abstract across scientific fields or subject areas in reference to most common types of publications on the basis of the following search matrix:
- ⇒
- QIII.1: Digital Competencies OR digital competences OR technical Competencies OR technical competences;
- ⇒
- QIII.2: Managerial Competencies OR managerial competences OR team management OR team coordination or leadership OR entrepreneurship;
- ⇒
- QIII.3: Cognitive Competencies OR cognitive competences OR problem solving OR complex problem solving OR creativity OR critical thinking OR flexibility OR adaptability;
- ⇒
- QIII.4: Social Competencies OR social competences OR team work OR team collaboration OR team cooperation OR cooperation within a group OR leadership OR entrepreneurship OR flexibility OR interdisciplinarity.
- Query IV (QIV): co-occurrence of Competencies 4.0 in the publication title, keywords and abstract in the most common configurations, for example: QIV.1 AND QIV.2 OR QIV.1 AND QIV.3 OR QIV.1 AND QIV.4 OR QIV.1 AND QIV.2 AND QIV.3 and so on.
- Number of publications by their types;
- Country distribution of publications.
- Number of publications and citations by year;
- Number of publications by country;
- Number of publications by type;
- Number of publications by subject area or scientific field.
- Occurrence frequency of keywords connected with the research subject matter;
- Most prolific authors and publications.
- QI and QII were carried out on the basis of Scopus in-built functionalities. Thanks to query logic of OR and AND, a set of publications was retrieved according to the methodological assumptions described above. The function OR and AND allowed to distinguish and analyse occurrence and co-occurrence frequency of defined and given terms. The function OR itself means the occurrence of at least one term in a given query whereas the function AND means the co-occurrence of two or more terms.
- Other operations connected with QI and QII were carried out in the form of data mining. In this case, the retrieval of information such as types of publications, countries of publications’ origin, year of publications, etc.
- QIII and QIV were carried out with the use of the author’s own script on the basis of data already retrieved from Scopus. The use of this script allowed searching for correlations which are not implemented in Scopus’ tools.
3. Results and Discussion
- Out of 4739 articles and conference papers on Industry 4.0, only 840 provide a discussion on Competencies 4.0 as a key element of the Industry 4.0 concept.
- During the discussions on Competencies 4.0, the stress is mainly put on broadly understood, so-called soft and transversal skills, which can be observed from data obtained for QIII.3 and QIII.4. Interestingly enough, the discussions on digital and technical competencies are rare.
- It is also interesting to note that the trend from the above observation is also reflected in the distribution of the discussions on Competencies 4.0 across the top 5 scientific fields or subject areas. Most of the discussions are held in business and technical fields rather than in social sciences.
- In most cases, the discussions on social competencies are held in conjunction with cognitive ones (sub-query QIV.10) and managerial ones (sub-query QIV.9).
- As stated before, the discussions on digital or technical competencies are rare but if they appear, they are rather combined with social competencies (sub-query QIV.5, QIV.6, QIV.7). This means that the discussions on digital and technical competencies are put in the context of the human factor, which means, in turn, the humanistic approach in the digitalised world of Industry 4.0.
- The co-occurrence of three competencies can be rarely observed but when it happens, it refers to managerial, cognitive and social competencies (sub-query QIV.14).
4. Final Remarks
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Query I | Article | Book | Book Chapter | Conference Paper | Conference Review | Data Paper | Editorial | Erratum | Letter | Note | Review | Short Survey | Undefined |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TITLE (“4th Industrial Revolution”) | 58 | 2 | 8 | 27 | 3 | 0 | 8 | 0 | 0 | 0 | 8 | 2 | 0 |
TITLE (“I4.0”) | 17 | 0 | 3 | 28 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
TITLE (“economy 4.0”) | 6 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
TITLE (“4th Industrial Revolution”) | 255 | 8 | 28 | 106 | 4 | 0 | 22 | 0 | 4 | 6 | 20 | 5 | 0 |
TITLE (“industrie 4.0”) | 334 | 2 | 5 | 144 | 0 | 0 | 35 | 0 | 0 | 33 | 9 | 26 | 0 |
TITLE (“Industry 4.0”) | 1883 | 7 | 232 | 2139 | 31 | 2 | 95 | 2 | 4 | 74 | 178 | 50 | 2 |
#1 OR #2 OR #3 OR #4 OR #5 OR #6 | 2345 | 19 | 276 | 2394 | 38 | 2 | 132 | 2 | 8 | 85 | 214 | 63 | 2 |
Query I | Best | Second Best | Third Best |
---|---|---|---|
TITLE (“4th Industrial Revolution”) | South Korea | South Africa | United Kingdom |
TITLE (“I4.0”) | Germany | Italy | Austria |
TITLE (“economy 4.0”) | Germany | Spain | Italy |
TITLE (“4th Industrial Revolution”) | South Africa | South Korea | United States |
TITLE (“industrie 4.0”) | Germany | Austria | United States |
TITLE (“Industry 4.0”) | Germany | Italy | United Kingdom |
#1 OR #2 OR #3 OR #4 OR #5 OR #6 | Germany | Italy | United Kingdom |
Query I | Germany | Italy | United Kingdom |
---|---|---|---|
TITLE (“4th Industrial Revolution”) | 11 | 5 | 13 |
TITLE (“I4.0”) | 20 | 8 | 1 |
TITLE (“economy 4.0”) | 3 | 1 | 0 |
TITLE (“fourth Industrial Revolution”) | 23 | 27 | 26 |
TITLE (“industrie 4.0”) | 469 | 4 | 7 |
TITLE (“Industry 4.0”) | 790 | 464 | 270 |
#1 OR #2 OR #3 OR #4 OR #5 OR #6 | 1049 | 504 | 314 |
Query II | |||
---|---|---|---|
Year | Number of Publications | Cumulative Number of Publications | Number of Citations |
2011 | 1 | 1 | 56 |
2012 | 3 | 4 | 14 |
2013 | 33 | 37 | 111 |
2014 | 104 | 141 | 5142 |
2015 | 260 | 401 | 7626 |
2016 | 626 | 1027 | 13,112 |
2017 | 1245 | 2272 | 20,022 |
2018 | 2211 | 4483 | 22,956 |
2019 | 3597 | 8080 | 17,182 |
2020 | 4172 | 12,252 | 8710 |
2021 | 1066 | 13,318 | 564 |
Query II | |||||
---|---|---|---|---|---|
Country | Number of Publications | Publication Type | Number of Publications | Subject Area/ Scientific Field | Number of Publications |
Germany | 2337 | Conference Paper | 6195 | Engineering | 7753 |
Italy | 1133 | Article | 5259 | Computer Science | 6386 |
United States | 800 | Book Chapter | 643 | Business, Management and Accounting | 2345 |
China | 741 | Review | 491 | Decision Sciences | 1888 |
United Kingdom | 699 | Conference Review | 346 | Social Sciences | 1546 |
Query III | ||||
---|---|---|---|---|
Scientific Field or Subject Area | Number of Publications Incl. QIII.1 2 | Number of Publications Incl. QIII.2 3 | Number of Publications Incl. QIII.3 4 | Number of Publications Incl. QIII.4 5 |
Business, Management and Accounting | 5 | 40 | 218 | 223 |
Engineering | 4 | 39 | 169 | 168 |
Environmental Science | 3 | 31 | 65 | 87 |
Decision Sciences | 2 | 25 | 56 | 60 |
Social Sciences | 2 | 15 | 46 | 53 |
Total (840) | 9 | 104 | 354 | 373 |
Query IV | ||
---|---|---|
Sub-Query No.: | Sub-Queries | Occurrences and Co-Occurrences of Queries in a Given Set of Publications 1 |
Single Queries | ||
QIV.1 | QIII.1 | 9 |
QIV.2 | QIII.2 | 104 |
QIV.3 | QIII.3 | 354 |
QIV.4 | QIII.4 | 373 |
Double Queries | ||
QIV.5 | QIII.1 and QIII.2 | 1 |
QIV.6 | QIII.1 and QIII.3 | 0 |
QIV.7 | QIII.1 and QIII.4 | 4 |
QIV.8 | QIII.2 and Q3 | 14 |
QIV.9 | Q2 and QIII.4 | 103 |
QIV.10 | QIII.3 and QIII.4 | 275 |
Triple Queries | ||
QIV.11 | QIII.1 and QIII.2 and QIII.3 | 0 |
QIV.12 | QIII.1 and QIII.2 and QIII.4 | 1 |
QIV.13 | QIII.1 and QIII.3 and QIII.4 | 0 |
QIV.14 | QIII.2 and QIII.3 and QIII.4 | 14 |
Quadruple Queries | ||
QIV.15 | QIII.1 and QIII.2 and QIII.3 and QIII.4 | 0 |
Most Frequent Keywords | |
---|---|
Keyword | Frequency |
Industry 4.0 | 6125 |
Industrial Revolutions | 1721 |
Internet of Things | 1526 |
Embedded Systems | 1234 |
Manufacture | 995 |
Artificial Intelligence | 683 |
Automation | 651 |
Cyber-Physical System | 630 |
Big Data | 612 |
Industrial Research | 581 |
Authors | Title | Source Title | Number of Citations |
---|---|---|---|
Lee, J., Bagheri, B., Kao, H.-A. | A Cyber-Physical Systems Architecture for Industry 4.0-based Manufacturing Systems | Manufacturing Letters 2015, 3, 18–23 | 1955 |
Lasi, H., Fettke, P., Kemper, H.-G., Feld, T., Hoffmann, M. | Industry 4.0 | Business and Information Systems Engineering 2014, 6(4), 239–242 | 1038 |
Hermann, M., Pentek, T., Otto, B. | Design Principles for Industrie 4.0 Scenarios | Proceedings of The 49th Annual Hawaii International Conference on System Sciences, Koloa, USA, 5–8 January 2016, pp. 3928–3937 | 982 |
Lu, Y. | Industry 4.0: A Survey on Technologies, Applications and Open Research Issues | Journal of Industrial Information Integration 2017, 6, 1–10 | 884 |
Lee, J., Kao, H.-A., Yang, S. | Service Innovation and Smart Analytics for Industry 4.0 and Big Data Environment | Procedia CIRP 2014, 16, 3–8 | 870 |
Zhong, R.Y., Xu, X., Klotz, E., Newman, S.T. | Intelligent Manufacturing in the Context of Industry 4.0: A Review | Engineering 2017, 3(5), 616–630 | 718 |
Monostori, L., Kádár, B., Bauernhansl, T., (…), Sihn, W., Ueda, K. | Cyber-Physical Systems in Manufacturing | CIRP Annals 2016, 65(2), 621–641 | 667 |
Wollschlaeger, M., Sauter, T., Jasperneite, J. | The Future of Industrial Communication: Automation Networks in the Era of the Internet of Things and Industry 4.0 | IEEE Industrial Electronics Magazine 2017, 11(1), 17–27 | 648 |
Xu, L.D., Xu, E.L., Li, L. | Industry 4.0: State of the Art and Future Trends | International Journal of Production Research 2018, 56(8), 2941–2962 | 642 |
Stock, T., Seliger, G. | Opportunities of Sustainable Manufacturing in Industry 4.0 | Procedia CIRP 2016, 40, 536–541 | 628 |
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Poszytek, P. The Landscape of Scientific Discussions on the Competencies 4.0 Concept in the Context of the 4th Industrial Revolution—A Bibliometric Review. Sustainability 2021, 13, 6709. https://doi.org/10.3390/su13126709
Poszytek P. The Landscape of Scientific Discussions on the Competencies 4.0 Concept in the Context of the 4th Industrial Revolution—A Bibliometric Review. Sustainability. 2021; 13(12):6709. https://doi.org/10.3390/su13126709
Chicago/Turabian StylePoszytek, Paweł. 2021. "The Landscape of Scientific Discussions on the Competencies 4.0 Concept in the Context of the 4th Industrial Revolution—A Bibliometric Review" Sustainability 13, no. 12: 6709. https://doi.org/10.3390/su13126709
APA StylePoszytek, P. (2021). The Landscape of Scientific Discussions on the Competencies 4.0 Concept in the Context of the 4th Industrial Revolution—A Bibliometric Review. Sustainability, 13(12), 6709. https://doi.org/10.3390/su13126709