Uncovering the skillsets required in computer science jobs using social network analysis

The rapid growth of technology and computer science, which has led to a surge in demand for skilled professionals in this field. The skill set required for computer science jobs has evolved rapidly, creating challenges for those already in the workforce who need to adapt their skills quickly to meet...

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Published in:	Education and information technologies Vol. 29; no. 10; pp. 12759 - 12780
Main Author:	Maghsoudi, Mehrdad
Format:	Journal Article
Language:	English
Published:	New York Springer US 01.07.2024 Springer Nature B.V
Subjects:	Business Skills Communication Communication Skills Communications networks Computer Appl. in Social and Behavioral Sciences Computer Science Computers and Education Education Educational Technology Embedded systems Information Systems Applications (incl.Internet) Labor market Network Analysis Programming Languages Skills Social network analysis Social networks User Interfaces and Human Computer Interaction Social Network Analysis Computer Science Jobs Skillsets Required Community analysis Hard and Soft Skills
ISSN:	1360-2357, 1573-7608
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Abstract	The rapid growth of technology and computer science, which has led to a surge in demand for skilled professionals in this field. The skill set required for computer science jobs has evolved rapidly, creating challenges for those already in the workforce who need to adapt their skills quickly to meet industry demands. To stay ahead of the curve, it is essential to understand the hottest skills needed in the field. The article introduces a new method for analyzing job advertisements using social network analysis to identify the most critical skills required by employers in the market. In this research, to form the communication network of skills, first 5763 skills were collected from the LinkedIn social network, then the relationship between skills was collected and searched in 7777 computer science job advertisements, and finally, the balanced communication network of skills was formed. The study analyzes the formed communication network of skills in the computer science job market and identifies four distinct communities of skills: Generalists, Infrastructure and Security, Software Development, and Embedded Systems. The findings reveal that employers value both hard and soft skills, such as programming languages and teamwork. Communication skills were found to be the most important skill in the labor market. Additionally, certain skills were highlighted based on their centrality indices, including communication, English, SQL, Git, and business skills, among others. The study provides valuable insights into the current state of the computer science job market and can help guide individuals and organizations in making informed decisions about skills acquisition and hiring practices.
AbstractList	The rapid growth of technology and computer science, which has led to a surge in demand for skilled professionals in this field. The skill set required for computer science jobs has evolved rapidly, creating challenges for those already in the workforce who need to adapt their skills quickly to meet industry demands. To stay ahead of the curve, it is essential to understand the hottest skills needed in the field. The article introduces a new method for analyzing job advertisements using social network analysis to identify the most critical skills required by employers in the market.In this research, to form the communication network of skills, first 5763 skills were collected from the LinkedIn social network, then the relationship between skills was collected and searched in 7777 computer science job advertisements, and finally, the balanced communication network of skills was formed. The study analyzes the formed communication network of skills in the computer science job market and identifies four distinct communities of skills: Generalists, Infrastructure and Security, Software Development, and Embedded Systems. The findings reveal that employers value both hard and soft skills, such as programming languages and teamwork. Communication skills were found to be the most important skill in the labor market. Additionally, certain skills were highlighted based on their centrality indices, including communication, English, SQL, Git, and business skills, among others. The study provides valuable insights into the current state of the computer science job market and can help guide individuals and organizations in making informed decisions about skills acquisition and hiring practices. The rapid growth of technology and computer science, which has led to a surge in demand for skilled professionals in this field. The skill set required for computer science jobs has evolved rapidly, creating challenges for those already in the workforce who need to adapt their skills quickly to meet industry demands. To stay ahead of the curve, it is essential to understand the hottest skills needed in the field. The article introduces a new method for analyzing job advertisements using social network analysis to identify the most critical skills required by employers in the market. In this research, to form the communication network of skills, first 5763 skills were collected from the LinkedIn social network, then the relationship between skills was collected and searched in 7777 computer science job advertisements, and finally, the balanced communication network of skills was formed. The study analyzes the formed communication network of skills in the computer science job market and identifies four distinct communities of skills: Generalists, Infrastructure and Security, Software Development, and Embedded Systems. The findings reveal that employers value both hard and soft skills, such as programming languages and teamwork. Communication skills were found to be the most important skill in the labor market. Additionally, certain skills were highlighted based on their centrality indices, including communication, English, SQL, Git, and business skills, among others. The study provides valuable insights into the current state of the computer science job market and can help guide individuals and organizations in making informed decisions about skills acquisition and hiring practices.
Author	Maghsoudi, Mehrdad
Author_xml	– sequence: 1 givenname: Mehrdad orcidid: 0000-0002-1896-1825 surname: Maghsoudi fullname: Maghsoudi, Mehrdad email: M_Maghsoudi@sbu.ac.ir organization: Department of Industrial and Information Management, Faculty of Management and Accounting, Shahid Beheshti University
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Cites_doi	10.1002/jcop.22881 10.1016/j.jik.2022.100190 10.1017/CBO9781139088510 10.5055/jem.0623 10.1016/j.ibusrev.2019.101633 10.1002/pan3.10116 10.1007/s11042-022-12345-w 10.1016/j.comcom.2021.10.009 10.1057/eps.2016.16 10.1142/S0218194017500255 10.1073/pnas.0601602103 10.1016/j.ipm.2020.102370 10.1177/0950422221990990 10.2196/33364 10.1016/j.cities.2022.103794 10.1007/s11356-021-13989-1 10.1080/13678868.2020.1818513 10.1186/s40537-022-00576-5 10.1061/(ASCE)ME.1943-5479.0000830 10.1016/j.physa.2021.126480 10.1108/JBIM-02-2020-0101 10.1080/13639080.2023.2174954 10.1108/OIR-04-2021-0208 10.1016/j.procs.2019.09.051 10.1108/HESWBL-05-2020-0093 10.1108/LHT-01-2019-0028 10.1080/08874417.2020.1783724 10.1111/glob.12319 10.1109/ACCESS.2019.2924075 10.1177/1523422318814487 10.1016/j.trc.2018.12.013 10.1080/08832323.2018.1520685 10.1016/j.eswa.2022.117853 10.1007/s11042-022-12910-3 10.1016/j.jclepro.2023.136587 10.1108/978-1-80071-326-020211016 10.3390/buildings13020522 10.1145/3341525.3387360
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References	Mazurek, Gorska, Korzynski, Silva (CR21) 2022; 62 Packer, Schmidt, Bailey (CR24) 2020; 2 Su, Lin, Chen, Lai (CR31) 2020; 38 HabibAgahi, Kermani, Maghsoudi (CR14) 2022; 206 Guevara, Salazar, Garvin (CR12) 2020; 36 Alhayan, Pennington, Ayouni (CR2) 2023; 47 CR35 Zafarani, Abbasi, Liu (CR41) 2014 Srinivasan, Thangaraj (CR30) 2021; 11 Ainslie, Huffman (CR1) 2019; 21 Su, Togay, Côté (CR32) 2021; 24 Verma, Yurov, Lane, Yurova (CR37) 2019; 94 Alkureishi, Choo, Rahman, Ho, Benning-Shorb, Lenti, Velázquez Sánchez, Zhu, Shah, Lee (CR5) 2021; 8 Varone, Ingold, Jourdain, Schneider (CR36) 2017; 16 Lotf, Azgomi, Dishabi (CR18) 2022; 586 Tanhapour, Safaei, Shakibian (CR33) 2022; 81 Javed, Shahzad, ur Rehman, Zikria, Razzak, Jalil, Xu (CR15) 2022; 129 Alibasic, Upadhyay, Simsekler, Kurfess, Woon, Omar (CR3) 2022; 9 Yap, Luo, Cats, van Oort, Hoogendoorn (CR40) 2019; 98 Xu, MacDonnell, Wang, Elias (CR39) 2023; 51 Newman (CR23) 2006; 103 Snell, Morris (CR29) 2022 Doherty, Stephens (CR10) 2023; 36 Mohammad Akhriza, Ma, Li (CR22) 2017; 27 CR27 Gurcan, Cagiltay (CR13) 2019; 7 Chen, Srivastava, Parizi, Aloqaily, Al Ridhawi (CR7) 2020; 57 Gou, Wu (CR11) 2022; 181 CR25 Alqahtani, Alothaim (CR6) 2022; 81 Maghsoudi, Jalilvand Khosravi, Salavatian (CR19) 2023; 38 Ryan, Dahinden (CR26) 2021; 21 Aljohani, Aslam, Khadidos, Hassan (CR4) 2022; 7 CR20 Kermani, Maghsoudi, Hamedani, Bozorgipour (CR16) 2022; 20 Smit, Dikken, Schuurmans, de Wit, Bleijenberg (CR28) 2020; 10 Toth, Naude, Henneberg, Diaz Ruiz (CR34) 2021; 36 Kurt, Kurt (CR17) 2020; 29 Verma, Lamsal, Verma (CR38) 2022; 36 Cicek, Akyuz, Celik (CR8) 2019; 158 Ding, Liu, Yuan (CR9) 2021; 28 K Cicek (12304_CR8) 2019; 158 G Mazurek (12304_CR21) 2022; 62 LC Smit (12304_CR28) 2020; 10 J Guevara (12304_CR12) 2020; 36 ME Newman (12304_CR23) 2006; 103 F Varone (12304_CR36) 2017; 16 M Maghsoudi (12304_CR19) 2023; 38 L Ryan (12304_CR26) 2021; 21 PJ Ainslie (12304_CR1) 2019; 21 MR HabibAgahi (12304_CR14) 2022; 206 AR Javed (12304_CR15) 2022; 129 Z Toth (12304_CR34) 2021; 36 12304_CR25 12304_CR27 A Verma (12304_CR37) 2019; 94 F Alhayan (12304_CR2) 2023; 47 Q Chen (12304_CR7) 2020; 57 MA Kermani (12304_CR16) 2022; 20 Z Ding (12304_CR9) 2021; 28 H Packer (12304_CR24) 2020; 2 12304_CR20 JJ Lotf (12304_CR18) 2022; 586 S Snell (12304_CR29) 2022 M Tanhapour (12304_CR33) 2022; 81 Y Kurt (12304_CR17) 2020; 29 R Zafarani (12304_CR41) 2014 S Srinivasan (12304_CR30) 2021; 11 O Doherty (12304_CR10) 2023; 36 12304_CR35 NR Aljohani (12304_CR4) 2022; 7 M Xu (12304_CR39) 2023; 51 MA Alkureishi (12304_CR5) 2021; 8 F Gou (12304_CR11) 2022; 181 F Gurcan (12304_CR13) 2019; 7 M Yap (12304_CR40) 2019; 98 A Alibasic (12304_CR3) 2022; 9 G Alqahtani (12304_CR6) 2022; 81 Y-S Su (12304_CR31) 2020; 38 T Mohammad Akhriza (12304_CR22) 2017; 27 Z Su (12304_CR32) 2021; 24 A Verma (12304_CR38) 2022; 36
References_xml	– volume: 51 start-page: 84 issue: 1 year: 2023 end-page: 102 ident: CR39 article-title: Exploring social-emotional learning, school climate, and social network analysis publication-title: Journal of Community Psychology doi: 10.1002/jcop.22881 – volume: 7 start-page: 100190 issue: 3 year: 2022 ident: CR4 article-title: Bridging the skill gap between the acquired university curriculum and the requirements of the job market: A data-driven analysis of scientific literature publication-title: Journal of Innovation & Knowledge doi: 10.1016/j.jik.2022.100190 – year: 2014 ident: CR41 publication-title: Social media mining: An introduction doi: 10.1017/CBO9781139088510 – volume: 20 start-page: 249 issue: 3 year: 2022 end-page: 266 ident: CR16 article-title: Analyzing the interorganizational collaborations in crisis management in coping with COVID-19 using social network analysis: Case of Iran publication-title: Journal of Emergency Management doi: 10.5055/jem.0623 – volume: 29 start-page: 101633 issue: 2 year: 2020 ident: CR17 article-title: Social network analysis in international business research: An assessment of the current state of play and future research directions publication-title: International Business Review doi: 10.1016/j.ibusrev.2019.101633 – volume: 2 start-page: 797 issue: 3 year: 2020 end-page: 810 ident: CR24 article-title: Social networks and seafood sustainability governance: Exploring the relationship between social capital and the performance of fishery improvement projects publication-title: People and Nature doi: 10.1002/pan3.10116 – volume: 81 start-page: 9567 issue: 7 year: 2022 end-page: 9605 ident: CR6 article-title: Predicting emotions in online social networks: Challenges and opportunities publication-title: Multimedia Tools and Applications doi: 10.1007/s11042-022-12345-w – volume: 181 start-page: 143 year: 2022 end-page: 155 ident: CR11 article-title: Triad link prediction method based on the evolutionary analysis with IoT in opportunistic social networks publication-title: Computer Communications doi: 10.1016/j.comcom.2021.10.009 – volume: 16 start-page: 322 year: 2017 end-page: 336 ident: CR36 article-title: Studying policy advocacy through social network analysis publication-title: European Political Science doi: 10.1057/eps.2016.16 – volume: 27 start-page: 675 issue: 05 year: 2017 end-page: 698 ident: CR22 article-title: Revealing the gap between skills of students and the evolving skills required by the industry of information and communication technology publication-title: International Journal of Software Engineering and Knowledge Engineering doi: 10.1142/S0218194017500255 – volume: 103 start-page: 8577 issue: 23 year: 2006 end-page: 8582 ident: CR23 article-title: Modularity and community structure in networks publication-title: Proceedings of the National Academy of Sciences doi: 10.1073/pnas.0601602103 – volume: 10 start-page: e039681 issue: 11 year: 2020 ident: CR28 article-title: Value of social network analysis for developing and evaluating complex healthcare interventions: A scoping review publication-title: British Medical Journal Open – volume: 57 start-page: 102370 issue: 6 year: 2020 ident: CR7 article-title: An incentive-aware blockchain-based solution for internet of fake media things publication-title: Information Processing & Management doi: 10.1016/j.ipm.2020.102370 – ident: CR35 – volume: 36 start-page: 63 issue: 1 year: 2022 end-page: 73 ident: CR38 article-title: An investigation of skill requirements in artificial intelligence and machine learning job advertisements publication-title: Industry and Higher Education doi: 10.1177/0950422221990990 – volume: 8 start-page: e33364 issue: 4 year: 2021 ident: CR5 article-title: Digitally disconnected: Qualitative study of patient perspectives on the digital divide and potential solutions publication-title: JMIR Human Factors doi: 10.2196/33364 – volume: 129 start-page: 103794 year: 2022 ident: CR15 article-title: Future smart cities requirements, emerging technologies, applications, challenges, and future aspects publication-title: Cities doi: 10.1016/j.cities.2022.103794 – volume: 28 start-page: 30499 issue: 24 year: 2021 end-page: 30527 ident: CR9 article-title: A text mining-based thematic model for analyzing construction and demolition waste management studies publication-title: Environmental Science and Pollution Research doi: 10.1007/s11356-021-13989-1 – ident: CR25 – volume: 24 start-page: 341 issue: 3 year: 2021 end-page: 352 ident: CR32 article-title: Artificial intelligence: A destructive and yet creative force in the skilled labour market publication-title: Human Resource Development International doi: 10.1080/13678868.2020.1818513 – volume: 9 start-page: 32 issue: 1 year: 2022 ident: CR3 article-title: Evaluation of the trends in jobs and skill-sets using data analytics: A case study publication-title: Journal of Big Data doi: 10.1186/s40537-022-00576-5 – ident: CR27 – volume: 36 start-page: 04020058 issue: 5 year: 2020 ident: CR12 article-title: Social network analysis of road PPP equity markets in Canada, Chile, and the United States publication-title: Journal of Management in Engineering doi: 10.1061/(ASCE)ME.1943-5479.0000830 – volume: 586 start-page: 126480 year: 2022 ident: CR18 article-title: An improved influence maximization method for social networks based on genetic algorithm publication-title: Physica A: Statistical Mechanics and Its Applications doi: 10.1016/j.physa.2021.126480 – volume: 36 start-page: 1300 issue: 8 year: 2021 end-page: 1321 ident: CR34 article-title: The strategic role of corporate online references: Building social capital through signaling in business networks publication-title: Journal of Business & Industrial Marketing doi: 10.1108/JBIM-02-2020-0101 – year: 2022 ident: CR29 publication-title: Managing human resources – volume: 36 start-page: 186 issue: 3 year: 2023 end-page: 201 ident: CR10 article-title: Hard and soft skill needs: Higher education and the Fintech sector publication-title: Journal of Education and Work doi: 10.1080/13639080.2023.2174954 – volume: 47 start-page: 41 issue: 1 year: 2023 end-page: 58 ident: CR2 article-title: Twitter use by the dementia community during COVID-19: A user classification and social network analysis publication-title: Online Information Review doi: 10.1108/OIR-04-2021-0208 – volume: 158 start-page: 270 year: 2019 end-page: 274 ident: CR8 article-title: Future Skills Requirements Analysis in Maritime Industry publication-title: Procedia Computer Science doi: 10.1016/j.procs.2019.09.051 – volume: 11 start-page: 1224 issue: 5 year: 2021 end-page: 1235 ident: CR30 article-title: Essential employable skill sets in management graduates for finance job roles in India publication-title: Higher Education, Skills and Work-Based Learning doi: 10.1108/HESWBL-05-2020-0093 – volume: 38 start-page: 420 issue: 2 year: 2020 end-page: 433 ident: CR31 article-title: Bibliometric study of social network analysis literature publication-title: Library Hi Tech doi: 10.1108/LHT-01-2019-0028 – volume: 62 start-page: 259 issue: 2 year: 2022 end-page: 266 ident: CR21 article-title: Social Networking Sites and Researcher’s Success publication-title: Journal of Computer Information Systems doi: 10.1080/08874417.2020.1783724 – volume: 21 start-page: 459 issue: 3 year: 2021 end-page: 469 ident: CR26 article-title: Qualitative network analysis for migration studies: Beyond metaphors and epistemological pitfalls publication-title: Global Networks doi: 10.1111/glob.12319 – volume: 7 start-page: 82541 year: 2019 end-page: 82552 ident: CR13 article-title: Big Data Software Engineering: Analysis of Knowledge Domains and Skill Sets Using LDA-Based Topic Modeling publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2924075 – volume: 21 start-page: 35 issue: 1 year: 2019 end-page: 48 ident: CR1 article-title: Human resource development and expanding STEM career learning opportunities: Exploration, internships, and externships publication-title: Advances in Developing Human Resources doi: 10.1177/1523422318814487 – volume: 98 start-page: 433 year: 2019 end-page: 448 ident: CR40 article-title: Where shall we sync? Clustering passenger flows to identify urban public transport hubs and their key synchronization priorities publication-title: Transportation Research Part C: Emerging Technologies doi: 10.1016/j.trc.2018.12.013 – volume: 94 start-page: 243 issue: 4 year: 2019 end-page: 250 ident: CR37 article-title: An investigation of skill requirements for business and data analytics positions: A content analysis of job advertisements publication-title: Journal of Education for Business doi: 10.1080/08832323.2018.1520685 – volume: 38 start-page: 1067 issue: 3 year: 2023 end-page: 1094 ident: CR19 article-title: Analyzing the Ecosystem of Iranian websites for Watching and Downloading videos based on User Behavior publication-title: Iranian Journal of Information Processing and Management – ident: CR20 – volume: 206 start-page: 117853 year: 2022 ident: CR14 article-title: On the Co-authorship network analysis in the Process Mining research Community: A social network analysis perspective publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.117853 – volume: 81 start-page: 27601 issue: 19 year: 2022 end-page: 27628 ident: CR33 article-title: Personal health record system based on social network analysis publication-title: Multimedia Tools and Applications doi: 10.1007/s11042-022-12910-3 – ident: 12304_CR20 doi: 10.1016/j.jclepro.2023.136587 – volume: 47 start-page: 41 issue: 1 year: 2023 ident: 12304_CR2 publication-title: Online Information Review doi: 10.1108/OIR-04-2021-0208 – volume: 36 start-page: 63 issue: 1 year: 2022 ident: 12304_CR38 publication-title: Industry and Higher Education doi: 10.1177/0950422221990990 – volume: 10 start-page: e039681 issue: 11 year: 2020 ident: 12304_CR28 publication-title: British Medical Journal Open – volume: 181 start-page: 143 year: 2022 ident: 12304_CR11 publication-title: Computer Communications doi: 10.1016/j.comcom.2021.10.009 – volume: 8 start-page: e33364 issue: 4 year: 2021 ident: 12304_CR5 publication-title: JMIR Human Factors doi: 10.2196/33364 – volume: 38 start-page: 1067 issue: 3 year: 2023 ident: 12304_CR19 publication-title: Iranian Journal of Information Processing and Management – volume: 36 start-page: 04020058 issue: 5 year: 2020 ident: 12304_CR12 publication-title: Journal of Management in Engineering doi: 10.1061/(ASCE)ME.1943-5479.0000830 – volume: 11 start-page: 1224 issue: 5 year: 2021 ident: 12304_CR30 publication-title: Higher Education, Skills and Work-Based Learning doi: 10.1108/HESWBL-05-2020-0093 – volume: 9 start-page: 32 issue: 1 year: 2022 ident: 12304_CR3 publication-title: Journal of Big Data doi: 10.1186/s40537-022-00576-5 – ident: 12304_CR27 doi: 10.1108/978-1-80071-326-020211016 – volume: 20 start-page: 249 issue: 3 year: 2022 ident: 12304_CR16 publication-title: Journal of Emergency Management doi: 10.5055/jem.0623 – volume: 81 start-page: 27601 issue: 19 year: 2022 ident: 12304_CR33 publication-title: Multimedia Tools and Applications doi: 10.1007/s11042-022-12910-3 – volume: 7 start-page: 100190 issue: 3 year: 2022 ident: 12304_CR4 publication-title: Journal of Innovation & Knowledge doi: 10.1016/j.jik.2022.100190 – volume: 206 start-page: 117853 year: 2022 ident: 12304_CR14 publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.117853 – volume: 103 start-page: 8577 issue: 23 year: 2006 ident: 12304_CR23 publication-title: Proceedings of the National Academy of Sciences doi: 10.1073/pnas.0601602103 – volume: 98 start-page: 433 year: 2019 ident: 12304_CR40 publication-title: Transportation Research Part C: Emerging Technologies doi: 10.1016/j.trc.2018.12.013 – volume: 27 start-page: 675 issue: 05 year: 2017 ident: 12304_CR22 publication-title: International Journal of Software Engineering and Knowledge Engineering doi: 10.1142/S0218194017500255 – volume: 129 start-page: 103794 year: 2022 ident: 12304_CR15 publication-title: Cities doi: 10.1016/j.cities.2022.103794 – volume: 36 start-page: 1300 issue: 8 year: 2021 ident: 12304_CR34 publication-title: Journal of Business & Industrial Marketing doi: 10.1108/JBIM-02-2020-0101 – volume: 586 start-page: 126480 year: 2022 ident: 12304_CR18 publication-title: Physica A: Statistical Mechanics and Its Applications doi: 10.1016/j.physa.2021.126480 – volume: 21 start-page: 35 issue: 1 year: 2019 ident: 12304_CR1 publication-title: Advances in Developing Human Resources doi: 10.1177/1523422318814487 – volume: 62 start-page: 259 issue: 2 year: 2022 ident: 12304_CR21 publication-title: Journal of Computer Information Systems doi: 10.1080/08874417.2020.1783724 – volume: 38 start-page: 420 issue: 2 year: 2020 ident: 12304_CR31 publication-title: Library Hi Tech doi: 10.1108/LHT-01-2019-0028 – volume: 24 start-page: 341 issue: 3 year: 2021 ident: 12304_CR32 publication-title: Human Resource Development International doi: 10.1080/13678868.2020.1818513 – ident: 12304_CR35 doi: 10.3390/buildings13020522 – volume: 2 start-page: 797 issue: 3 year: 2020 ident: 12304_CR24 publication-title: People and Nature doi: 10.1002/pan3.10116 – volume: 81 start-page: 9567 issue: 7 year: 2022 ident: 12304_CR6 publication-title: Multimedia Tools and Applications doi: 10.1007/s11042-022-12345-w – volume: 16 start-page: 322 year: 2017 ident: 12304_CR36 publication-title: European Political Science doi: 10.1057/eps.2016.16 – volume: 29 start-page: 101633 issue: 2 year: 2020 ident: 12304_CR17 publication-title: International Business Review doi: 10.1016/j.ibusrev.2019.101633 – volume: 51 start-page: 84 issue: 1 year: 2023 ident: 12304_CR39 publication-title: Journal of Community Psychology doi: 10.1002/jcop.22881 – volume: 158 start-page: 270 year: 2019 ident: 12304_CR8 publication-title: Procedia Computer Science doi: 10.1016/j.procs.2019.09.051 – volume-title: Managing human resources year: 2022 ident: 12304_CR29 – volume: 57 start-page: 102370 issue: 6 year: 2020 ident: 12304_CR7 publication-title: Information Processing & Management doi: 10.1016/j.ipm.2020.102370 – volume: 94 start-page: 243 issue: 4 year: 2019 ident: 12304_CR37 publication-title: Journal of Education for Business doi: 10.1080/08832323.2018.1520685 – ident: 12304_CR25 doi: 10.1145/3341525.3387360 – volume: 21 start-page: 459 issue: 3 year: 2021 ident: 12304_CR26 publication-title: Global Networks doi: 10.1111/glob.12319 – volume: 36 start-page: 186 issue: 3 year: 2023 ident: 12304_CR10 publication-title: Journal of Education and Work doi: 10.1080/13639080.2023.2174954 – volume: 28 start-page: 30499 issue: 24 year: 2021 ident: 12304_CR9 publication-title: Environmental Science and Pollution Research doi: 10.1007/s11356-021-13989-1 – volume-title: Social media mining: An introduction year: 2014 ident: 12304_CR41 doi: 10.1017/CBO9781139088510 – volume: 7 start-page: 82541 year: 2019 ident: 12304_CR13 publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2924075
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Snippet	The rapid growth of technology and computer science, which has led to a surge in demand for skilled professionals in this field. The skill set required for...
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SubjectTerms	Business Skills Communication Communication Skills Communications networks Computer Appl. in Social and Behavioral Sciences Computer Science Computers and Education Education Educational Technology Embedded systems Information Systems Applications (incl.Internet) Labor market Network Analysis Programming Languages Skills Social network analysis Social networks User Interfaces and Human Computer Interaction
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