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Development and psychometric properties of the Digital Difficulties Scale (DDS): An instrument to measure who is disadvantaged to fulfill basic needs by experiencing difficulties in using a smartphone or computer

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  • Sarah Anrijs
  • Koen Ponnet
  • Lieven De Marez

Abstract

Today, some individuals may be at a disadvantage by experiencing difficulties in using a smartphone or computer to reach specific outcomes (e.g., looking for a job, searching for information on insurances) or in general (e.g., not knowing how to change the settings of an app or website). The aim of this study is to develop and examine the psychometric properties of a new instrument, called the Digital Difficulties Scale (DDS). A multi-phase method was performed to develop the questionnaire in the period from January 2019 to November 2019. The item pool was generated based on a literature review, informal observations and interviews. Then, this item pool was presented both to experts (n = 6) and non-experts (n = 492) to assess content and face validity. In a second stage, construct validity (both exploratory and confirmatory), convergent and divergent validity, internal consistency, and test-retest reliability of the questionnaire were tested. These analyses were based on a representative sample (n = 1000), and an independent sample for test-retest reliability (n = 44). Twenty-four items were generated and refined during content and face validity assessment. The exploratory factor analysis revealed three factors (Specific Digital Difficulties, General Digital Difficulties, and Worries about Future Digital Difficulties) containing sixteen items, together explaining 73.03% of the observed variance. The confirmatory factor analysis proved adequate model fitness. Both convergent and divergent validity were good, and internal consistency was excellent, with Cronbach’s alphas ranging between .93 and .97. Finally, our instrument demonstrated good test-retest reliability, with interclass correlation coefficients between .73 and .86. Consequently, the DDS can be used both in future research and practice, as it is a valid and reliable instrument to measure who is disadvantaged to fulfill basic needs by experiencing difficulties in using a smartphone or computer.

Suggested Citation

  • Sarah Anrijs & Koen Ponnet & Lieven De Marez, 2020. "Development and psychometric properties of the Digital Difficulties Scale (DDS): An instrument to measure who is disadvantaged to fulfill basic needs by experiencing difficulties in using a smartphone or computer," PLOS ONE, Public Library of Science, vol. 15(5), pages 1-15, May.
    • Handle: RePEc:plo:pone00:0233891
    DOI: 10.1371/journal.pone.0233891
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    References listed on IDEAS

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    1. Isabella Mingo & Roberta Bracciale, 2018. "The Matthew Effect in the Italian Digital Context: The Progressive Marginalisation of the “Poor”," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(2), pages 629-659, January.
    2. Hick, Rod, 2016. "Material poverty and multiple deprivation in Britain: the distinctiveness of multidimensional assessment," Journal of Public Policy, Cambridge University Press, vol. 36(2), pages 277-308, June.
    3. M. Humbani & M. Wiese, 2018. "A Cashless Society for All: Determining Consumers’ Readiness to Adopt Mobile Payment Services," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 409-429, July.
    4. Alexander J.A.M. Van Deursen & Ellen J. Helsper & Rebecca Eynon, 2016. "Development and validation of the Internet Skills Scale (ISS)," LSE Research Online Documents on Economics 64485, London School of Economics and Political Science, LSE Library.
    5. Correa, Teresa & Pavez, Isabel & Contreras, Javier, 2017. "Beyond access: A relational and resource-based model of household Internet adoption in isolated communities," Telecommunications Policy, Elsevier, vol. 41(9), pages 757-768.
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    2. Karolien van Nunen & Genserik Reniers & Koen Ponnet, 2022. "Measuring Safety Culture Using an Integrative Approach: The Development of a Comprehensive Conceptual Framework and an Applied Safety Culture Assessment Instrument," IJERPH, MDPI, vol. 19(20), pages 1-39, October.

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