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The digital divide in light of sustainable development: An approach through advanced machine learning techniques

Author

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  • Hidalgo, Antonio
  • Gabaly, Samuel
  • Morales-Alonso, Gustavo
  • Urueña, Alberto

Abstract

The growing use of ICT in the workplace has meant that the labor market demands new skills and digital capabilities, either in the production of goods and services or in the need for workers with complementary skills. Concerns about unequal access to new technologies, integrated within the concept of digital divide, has been a topic of study since the use of the Internet began to be generalized among the population. Traditionally, research into the inequalities arising from the emergence of digital technologies has incorporated socioeconomic variables, especially gender, age, educational level, income, and habitat. This study uses advanced data analysis techniques to analyze the main socioeconomic digital skills drivers of the Spanish population. This information allows us to identify whether the population has training needs in relation to their digital competences, which will have a positive influence on improving the level of sustainable development of the country.

Suggested Citation

  • Hidalgo, Antonio & Gabaly, Samuel & Morales-Alonso, Gustavo & Urueña, Alberto, 2020. "The digital divide in light of sustainable development: An approach through advanced machine learning techniques," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    • Handle: RePEc:eee:tefoso:v:150:y:2020:i:c:s0040162519310637
    DOI: 10.1016/j.techfore.2019.119754
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    Cited by:

    1. Guandalini, Ilaria, 2022. "Sustainability through digital transformation: A systematic literature review for research guidance," Journal of Business Research, Elsevier, vol. 148(C), pages 456-471.
    2. Teklemariam, Mekuria Haile, 2021. "Developing a tailored strategy for mobile applications’ adoption across diffusion levels: A panel data analysis," Technology in Society, Elsevier, vol. 66(C).
    3. Lingmont, Derek N.J. & Alexiou, Andreas, 2020. "The contingent effect of job automating technology awareness on perceived job insecurity: Exploring the moderating role of organizational culture," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    4. Serenella Caravella & Valeria Cirillo & Francesco Crespi & Dario Guarascio & Mirko Menghini, 2023. "The diffusion of digital skills across EU regions: structural drivers and polarisation dynamics," Regional Studies, Regional Science, Taylor & Francis Journals, vol. 10(1), pages 820-844, December.
    5. van Kessel, Robin & Wong, Brian Li Han & Rubinic, Ivan & Czabanowska, Katarzyna, 2021. "Is Europe prepared to go digital? Making the case for developing digital capacity: an exploratory analysis of Eurostat survey data," SocArXiv cfkxd, Center for Open Science.
    6. Ueno, Akiko & Dennis, Charles & Dafoulas, Georgios A., 2023. "Digital exclusion and relative digital deprivation: Exploring factors and moderators of internet non-use in the UK," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    7. Engås, Karen G. & Raja, Jawwad Z. & Neufang, Isabelle Fabienne, 2023. "Decoding technological frames: An exploratory study of access to and meaningful engagement with digital technologies in agriculture," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    8. Hermann Ndoya & Simplice A. Asongu, 2022. "Digital divide, globalization and income inequality in sub-Saharan African countries: analysing cross-country heterogeneity," Social Responsibility Journal, Emerald Group Publishing Limited, vol. 20(1), pages 1-19, October.
    9. Zhu, Zhuo-Yue & Xie, Hong-Ming & Chen, Liang, 2023. "ICT industry innovation: Knowledge structure and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    10. Gianluca Elia & Alessandro Margherita & Claudio Petti, 2020. "Building responses to sustainable development challenges: A multistakeholder collaboration framework and application to climate change," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2465-2478, September.
    11. Luan, Bingjiang & Zou, Hong & Huang, Junbing, 2023. "Digital divide and household energy poverty in China," Energy Economics, Elsevier, vol. 119(C).
    12. Edward J. Oughton & Jatin Mathur, 2020. "Predicting cell phone adoption metrics using satellite imagery," Papers 2006.07311, arXiv.org, revised Jun 2021.
    13. Martínez-Gautier, Daniel & Garrido-Yserte, Rubén & Gallo-Rivera, María-Teresa, 2021. "Educational performance and ICTs: Availability, use, misuse and context," Journal of Business Research, Elsevier, vol. 135(C), pages 173-182.
    14. Shivam Gupta & Jakob Rhyner, 2022. "Mindful Application of Digitalization for Sustainable Development: The Digitainability Assessment Framework," Sustainability, MDPI, vol. 14(5), pages 1-23, March.
    15. Mehwish Naseer & Wu Zhang & Wenhao Zhu, 2020. "Early Prediction of a Team Performance in the Initial Assessment Phases of a Software Project for Sustainable Software Engineering Education," Sustainability, MDPI, vol. 12(11), pages 1-17, June.
    16. Wang, Di & Zhou, Tao & Wang, Mengmeng, 2021. "Information and communication technology (ICT), digital divide and urbanization: Evidence from Chinese cities," Technology in Society, Elsevier, vol. 64(C).
    17. Herrera, Gabriel Paes & Constantino, Michel & Su, Jen-Je & Naranpanawa, Athula, 2023. "The use of ICTs and income distribution in Brazil: A machine learning explanation using SHAP values," Telecommunications Policy, Elsevier, vol. 47(8).
    18. Bruno, Giuseppe & Diglio, Antonio & Piccolo, Carmela & Pipicelli, Eduardo, 2023. "A reduced Composite Indicator for Digital Divide measurement at the regional level: An application to the Digital Economy and Society Index (DESI)," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    19. Adeleke, Richard & Iyanda, Ayodeji Emmanuel & Chris-Emenyonu, Chinonso, 2024. "Analyzing the relationship between the experience of intimate partner violence and female internet use in Nigeria," Telecommunications Policy, Elsevier, vol. 48(4).
    20. Lythreatis, Sophie & Singh, Sanjay Kumar & El-Kassar, Abdul-Nasser, 2022. "The digital divide: A review and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    21. Swapnil Singh & Uma Shankar Singh & Malgorzata Nermend, 2022. "Sustainability in a Digitized Era Analyzing the Moderation Effect of Social Strata and Digital Capital Dependence on Digital Divide," Sustainability, MDPI, vol. 14(21), pages 1-22, November.
    22. Rikito Hori & Makoto Fujii, 2021. "Impact of Using ICT for Learning Purposes on Self-Efficacy and Persistence: Evidence from Pisa 2018," Sustainability, MDPI, vol. 13(11), pages 1-12, June.

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