<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0124-4639</journal-id>
<journal-title><![CDATA[Revista Universidad y Empresa]]></journal-title>
<abbrev-journal-title><![CDATA[rev.univ.empresa]]></abbrev-journal-title>
<issn>0124-4639</issn>
<publisher>
<publisher-name><![CDATA[Universidad del Rosario]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0124-46392025000100002</article-id>
<article-id pub-id-type="doi">10.12804/revistas.urosario.edu.co/empresa/a.14464</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Habilidades en analítica digital como impulsoras de la investigación innovadora en IA: implicaciones para el desarrollo avanzado de talento]]></article-title>
<article-title xml:lang="en"><![CDATA[Skills in Digital Analytics as Drivers of Innovative AI Research: Implications for Advanced Talent Development]]></article-title>
<article-title xml:lang="pt"><![CDATA[Habilidades de análise digital como impulsionadoras de pesquisas inovadoras em ia: implicações para o desenvolvimento avançado de talentos]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Corrales-Liévano]]></surname>
<given-names><![CDATA[Juan David]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Reyes-Rojas]]></surname>
<given-names><![CDATA[Juan Carlos]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Militar Nueva Granada  ]]></institution>
<addr-line><![CDATA[Bogotá ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Militar Nueva Granada  ]]></institution>
<addr-line><![CDATA[Bogotá ]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2025</year>
</pub-date>
<volume>27</volume>
<numero>48</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0124-46392025000100002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0124-46392025000100002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0124-46392025000100002&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen  Objetivo: este estudio explora la relación entre el talento en ciencia de datos y la productividad de investigación en inteligencia artificial (IA), utilizando datos del Índice Global de IA 2023 para analizar cómo las habilidades en análisis de datos impulsan la innovación en IA.  Metodología: a través de un análisis comparativo en 44 países, se identificaron patrones significativos que subrayan la importancia de las competencias avanzadas en ciencia de datos para el desarrollo y la innovación en IA.  Resultados principales: los resultados destacan correlaciones claras entre la disponibilidad de talento en ciencia de datos y la calidad y cantidad de la producción de investigación en IA, lo que sugiere que fortalecer la educación y la formación en ciencia de datos es crucial para avanzar en el progreso tecnológico en este campo.  Conclusiones: este artículo no solo proporciona evidencia empírica sobre el impacto del talento en ciencia de datos en la innovación en IA, sino que también ofrece recomendaciones para políticas y prácticas que pueden fomentar un ecosistema de IA más dinámico y productivo.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract  Objective: This study explores the relationship between data science talent and research productivity in artificial intelligence (AI), using data from the 2023 Global AI Index to analyze how data analysis skills drive AI innovation globally.  Methodology: Through a comparative analysis across 44 countries, we identified significant patterns that underscore the importance of advanced data science competencies in AI development and innovation.  Key findings: The results highlight clear correlations between the availability of data science talent and the quality and quantity of AI research output, suggesting that strengthening education and training in data science is crucial for advancing technological progress in this field.  Conclussions: This work not only provides empirical evidence on the impact of data science talent on AI innovation but also offers recommendations for policies and practices that can foster a more dynamic and productive AI ecosystem.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Resumo  Objetivo: neste estudo, exploramos a relação entre o talento em ciência de dados e a produtividade da pesquisa em inteligência artificial (IA), usando dados do Global AI Index 2023 para analisar como as habilidades de análise de dados impulsionam a inovação em IA globalmente.  Metodologia: por meio de análise comparativa em 44 países, identificamos padrõessignificativosqueressaltamaimportânciadashabilidadesavançadasemciênciadedadosparaodesenvolvimentoe inovação da IA.  Principais resultados: os resultados destacam correlações claras entre a disponibilidade de talento em ciência de dados e a qualidade e a quantidade de resultados de pesquisa em IA, o que sugere que o fortalecimento da educação e do treinamento em ciência de dados é fundamental para o avanço do progresso tecnológico na área.  Conclusões: este trabalho não só fornece evidências empíricas sobre o impacto do talento da ciência de dados na inovação da IA, mas também oferece recomendações de políticas e práticas que podem promover um ecossistema de IA mais dinâmico e produtivo.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[habilidades en analítica digital]]></kwd>
<kwd lng="es"><![CDATA[inteligencia artificial]]></kwd>
<kwd lng="es"><![CDATA[talento en ciencia de datos]]></kwd>
<kwd lng="es"><![CDATA[productividad de investigación]]></kwd>
<kwd lng="es"><![CDATA[desarrollo de talento]]></kwd>
<kwd lng="es"><![CDATA[transformación digital]]></kwd>
<kwd lng="en"><![CDATA[digital analytics skills]]></kwd>
<kwd lng="en"><![CDATA[artificial intelligence]]></kwd>
<kwd lng="en"><![CDATA[data science talent]]></kwd>
<kwd lng="en"><![CDATA[research productivity]]></kwd>
<kwd lng="en"><![CDATA[talent development]]></kwd>
<kwd lng="en"><![CDATA[digital transformation]]></kwd>
<kwd lng="pt"><![CDATA[habilidades em análise digital]]></kwd>
<kwd lng="pt"><![CDATA[inteligência artificial]]></kwd>
<kwd lng="pt"><![CDATA[talentos em ciência de dados]]></kwd>
<kwd lng="pt"><![CDATA[produtividade em pesquisa]]></kwd>
<kwd lng="pt"><![CDATA[desenvolvimento de talentos]]></kwd>
<kwd lng="pt"><![CDATA[transformação digital]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Abdullah]]></surname>
<given-names><![CDATA[A. A. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Almaqtari]]></surname>
<given-names><![CDATA[F. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The impact of artificial intelligence and Industry 4.0 on transforming accounting and auditing practices]]></article-title>
<source><![CDATA[Journal of Open Innovation: Technology, Market, and Complexity]]></source>
<year>2024</year>
<volume>10</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Appio]]></surname>
<given-names><![CDATA[F. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Frattini]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Messeni]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Politecnico]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Bari]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Neirotti]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Di Torino]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Digital transformation and innovation management: Opening up the black box motivation for the special issue]]></article-title>
<source><![CDATA[Journal of Product Innovation Management]]></source>
<year>2018</year>
<volume>38</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bag]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Pretorius]]></surname>
<given-names><![CDATA[J. H. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Gupta]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Dwivedi]]></surname>
<given-names><![CDATA[Y. K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities]]></article-title>
<source><![CDATA[Technological Forecasting and Social Change]]></source>
<year>2021</year>
<volume>163</volume>
<page-range>120420</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Berger]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Frey]]></surname>
<given-names><![CDATA[C. B.]]></given-names>
</name>
</person-group>
<source><![CDATA[Digitalization, jobs, and convergence in Europe: Strategies for closing the skills gap]]></source>
<year>2016</year>
<publisher-name><![CDATA[Oxford Martin School and University of Oxford]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bortolini]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Galizia]]></surname>
<given-names><![CDATA[F. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Mora]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Reconfigurable manufacturing systems: Literature review and research trend]]></article-title>
<source><![CDATA[Journal of Manufacturing Systems]]></source>
<year>2018</year>
<volume>49</volume>
<page-range>93-106</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dirican]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[he impacts of robotics, artificial intelligence on business and economics]]></article-title>
<source><![CDATA[Procedia - Social and Behavioral Sciences]]></source>
<year>2015</year>
<volume>195</volume>
</nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dwivedi]]></surname>
<given-names><![CDATA[Y. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Kshetri]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Hughes]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Slade]]></surname>
<given-names><![CDATA[E. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Jeyaraj]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kar]]></surname>
<given-names><![CDATA[A. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Baabdullah]]></surname>
<given-names><![CDATA[A. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Koohang]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Raghavan]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Ahuja]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Albanna]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Albashrawi]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Al-Busaidi]]></surname>
<given-names><![CDATA[A. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Balakrishnan]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Barlette]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Basu]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Bose]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Brooks]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Buhalis]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Wright]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[So what if ChatGPT wrote it?&#8221;: Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy]]></article-title>
<source><![CDATA[International Journal of Information Management]]></source>
<year>2023</year>
<volume>71</volume>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Elsaadani]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Purdy]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Hakutangwi]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[How artificial intelligence can drive diversification in the Middle East]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fredström]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Wincent]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Sjödin]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Oghazi]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Parida]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Tracking innovation diffusion: AI analysis of large-scale patent data towards an agenda for further research]]></article-title>
<source><![CDATA[Technological Forecasting and Social Change]]></source>
<year>2021</year>
<volume>165</volume>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Haefner]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Wincent]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Parida]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Gassmann]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Artificial intelligence and innovation management: A review, framework, and research agenda]]></article-title>
<source><![CDATA[Technological Forecasting and Social Change]]></source>
<year>2021</year>
<volume>162</volume>
</nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Heart]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Ben-Assuli]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Shabtai]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A review of PHR, EMR and EHR integration: A more personalized healthcare and public health policy]]></article-title>
<source><![CDATA[Health Policy and Technology]]></source>
<year>2017</year>
<volume>6</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hidayat]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Defitri]]></surname>
<given-names><![CDATA[S. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Hilman]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The impact of artificial intelligence (AI) on financial management]]></article-title>
<source><![CDATA[Management Studies and Business Journal (Productivity)]]></source>
<year>2024</year>
<volume>1</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kergroach]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Industry 4.0: New challenges and opportunities for the labour market]]></article-title>
<source><![CDATA[Foresight and STI Governance]]></source>
<year>2017</year>
<volume>11</volume>
<numero>4</numero>
<issue>4</issue>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lei]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Liang]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Ruan]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Evaluation on the impact of digital transformation on the economic resilience of the energy industry in the context of artificial intelligence]]></article-title>
<source><![CDATA[Energy Reports]]></source>
<year>2023</year>
<volume>9</volume>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Leone]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Schiavone]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Appio]]></surname>
<given-names><![CDATA[F. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Chiao]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[How does artificial intelligence enable and enhance value co-creation in industrial markets? An exploratory case study in the healthcare ecosystem]]></article-title>
<source><![CDATA[Journal of Business Research]]></source>
<year>2021</year>
<volume>129</volume>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Yuan]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Kamarthi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Moghaddam]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Jin]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data science skills and domain knowledge requirements in the manufacturing industry: A gap analysis]]></article-title>
<source><![CDATA[Journal of Manufacturing Systems]]></source>
<year>2021</year>
<volume>60</volume>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mahmud]]></surname>
<given-names><![CDATA[M. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Wong]]></surname>
<given-names><![CDATA[S. F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Digital age: The importance of 21st century skills among the undergraduates]]></article-title>
<source><![CDATA[Frontiers in Education]]></source>
<year>2022</year>
<volume>7</volume>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[McGunagle]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Zizka]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Employability skills for 21st-century STEM students: The employers&#8217; perspective]]></article-title>
<source><![CDATA[Higher Education, Skills and Work-Based Learning]]></source>
<year>2020</year>
<volume>10</volume>
<numero>3</numero>
<issue>3</issue>
</nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Micic]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Digital transformation and its influence on gdp]]></article-title>
<source><![CDATA[Economics - Innovative and Economics Research Journal]]></source>
<year>2017</year>
<volume>5</volume>
<numero>2</numero>
<issue>2</issue>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moldovan]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[State-of-the-art analysis on the knowledge and skills gaps on the topic of industry 4.0 and the requirements for work-based learning]]></article-title>
<source><![CDATA[Procedia Manufacturing]]></source>
<year>2019</year>
<volume>32</volume>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[North]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Hills]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Maher]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Farkic]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Zeilmann]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Waite]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Takano]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Prince]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Pedersen Gurholt]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Muthomi]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Njenga]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Karaka-Clarke]]></surname>
<given-names><![CDATA[T. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Houge Mackenzie]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[French]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The impact of artificial intelligence on adventure education and outdoor learning: International perspectives]]></article-title>
<source><![CDATA[Journal of Adventure Education and Outdoor Learning]]></source>
<year>2024</year>
<volume>24</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nuseir]]></surname>
<given-names><![CDATA[M. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Refae]]></surname>
<given-names><![CDATA[G. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The role of artificial intelligence, marketing strategies, and organizational capabilities in organizational performance: The moderating role of organizational behavior]]></article-title>
<source><![CDATA[Uncertain Supply Chain Management]]></source>
<year>2022</year>
<volume>10</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1457-66</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Omrani]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Rivieccio]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Fiore]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
<name>
<surname><![CDATA[Schiavone]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Agreda]]></surname>
<given-names><![CDATA[S. G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[To trust or not to trust? An assessment of trust in AI-based systems: Concerns, ethics and contexts]]></article-title>
<source><![CDATA[Technological Forecasting and Social Change]]></source>
<year>2022</year>
<volume>181</volume>
</nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pandya]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Al Janahi]]></surname>
<given-names><![CDATA[M. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The intervention of artificial intelligence in the recruitment function in UAE&#8217;s hospitality industry]]></article-title>
<source><![CDATA[Transnational Marketing Journal]]></source>
<year>2021</year>
<volume>9</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pandya]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Ruhi]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
<name>
<surname><![CDATA[Patterson]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Preparing the future workforce for 2030: The role of higher education institutions]]></article-title>
<source><![CDATA[Frontiers in Education]]></source>
<year>2023</year>
<volume>8</volume>
</nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Park]]></surname>
<given-names><![CDATA[H. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Choi]]></surname>
<given-names><![CDATA[S. O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Digital innovation adoption and its economic impact focused on path analysis at national level]]></article-title>
<source><![CDATA[Journal of Open Innovation: Technology, Market, and Complexity]]></source>
<year>2019</year>
<volume>5</volume>
<numero>3</numero>
<issue>3</issue>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pirvu]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Melania Mihai]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Nicolae]]></surname>
<given-names><![CDATA[Ecobici]]></given-names>
</name>
<name>
<surname><![CDATA[Antoniu]]></surname>
<given-names><![CDATA[M.-E.]]></given-names>
</name>
<name>
<surname><![CDATA[Chirtoc]]></surname>
<given-names><![CDATA[I. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Busan]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[How does artificial intelligence influence the socio-economic performance of companies in the European Union?]]></article-title>
<source><![CDATA[Amfiteatru Economic]]></source>
<year>2024</year>
<volume>26</volume>
<numero>66</numero>
<issue>66</issue>
<page-range>458-74</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="">
<collab>Pricewater Coopers</collab>
<source><![CDATA[US $320 billion by 2030? The potential impact of AI in the Middle East]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sahal]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Breslin]]></surname>
<given-names><![CDATA[J. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Ali]]></surname>
<given-names><![CDATA[M. I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Big data and stream processing platforms for Industry 4.0 requirements mapping for a predictive maintenance use case]]></article-title>
<source><![CDATA[Journal of Manufacturing Systems]]></source>
<year>2020</year>
<volume>54</volume>
</nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sharma]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Sakpal]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Study of Smart HR hybrid competency in industry 4.0]]></article-title>
<source><![CDATA[The Management Quest]]></source>
<year>2019</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shen]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The impact of artificial intelligence on employment: The role of virtual agglomeration]]></article-title>
<source><![CDATA[Humanities and Social Sciences Communications]]></source>
<year>2024</year>
<volume>11</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Suen]]></surname>
<given-names><![CDATA[H.-Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[J.-M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[HR professionalism in the computing environment: Predicting job performance within different HR roles]]></article-title>
<source><![CDATA[International Management Review]]></source>
<year>2013</year>
<volume>9</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tao]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Qi]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kusiak]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data-driven smart manufacturing]]></article-title>
<source><![CDATA[Journal of Manufacturing Systems]]></source>
<year>2018</year>
<volume>48</volume>
</nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Teece]]></surname>
<given-names><![CDATA[D. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world]]></article-title>
<source><![CDATA[Research Policy]]></source>
<year>2018</year>
<volume>47</volume>
<numero>8</numero>
<issue>8</issue>
</nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Thakur]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Borkar]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Rane]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Raut]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Chatterjee]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Challenges in Industry 4.0 for machine vision: A conceptual framework, a review and numerous case studies]]></article-title>
<source><![CDATA[Machine vision for industry 4.0]]></source>
<year>2022</year>
<publisher-name><![CDATA[CRC Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="">
<collab>Tortoise Media</collab>
<source><![CDATA[The Global AI Index]]></source>
<year>2023</year>
</nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Truong]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Papagiannidis]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Artificial intelligence as an enabler for innovation: A review and future research agenda]]></article-title>
<source><![CDATA[Technological Forecasting and Social Change]]></source>
<year>2022</year>
<volume>183</volume>
</nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vista]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data-driven identification of skills for the future: 21st-century skills for the 21st-century workforce]]></article-title>
<source><![CDATA[Sage Open]]></source>
<year>2020</year>
<volume>10</volume>
<numero>2</numero>
<issue>2</issue>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Xu]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Hong]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Xu]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Kuang]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhu]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhou]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Ren]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Lu]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Pei]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Shum]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data-driven learning for data rights, data pricing, and privacy computing]]></article-title>
<source><![CDATA[Engineering]]></source>
<year>2023</year>
<volume>25</volume>
</nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yan]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The impact of artificial intelligence on the labor market]]></article-title>
<source><![CDATA[International Journal of Global Economics and Management]]></source>
<year>2024</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zeba]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Dabic]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cicak]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Daim]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Yalcin]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Technology mining: Artificial intelligence in manufacturing]]></article-title>
<source><![CDATA[Technological Forecasting and Social Change]]></source>
<year>2021</year>
<volume>171</volume>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
