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Published in: Information Systems Frontiers 4/2018

27-09-2016

An approach to evaluate large-scale ICT training interventions

Authors: Silvana Rossy de Brito, Aleksandra do Socorro da Silva, Eulália Carvalho da Mata, Nandamudi Lankalapalli Vijaykumar, Cláudio Alex Jorge da Rocha, Maurílio de Abreu Monteiro, João Crisóstomo Weyl Albuquerque Costa, Carlos Renato Lisboa Francês

Published in: Information Systems Frontiers | Issue 4/2018

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Abstract

Despite advances in the quality and availability of information and communication technologies (ICT), the level of access and skill in using these resources remains unequal. This is particularly evident in developing countries. To reduce the gap between these levels of ICT use, organizations (both public and private) invest in the expansion of infrastructure by providing ICT access and ICT training. In this study, we demonstrate that there is a gap in current approaches to monitor and evaluate large-scale ICT training interventions. Thus, we propose an approach based on social network analysis and data mining techniques, and apply it to an online training program conducted in different regions of Brazil. The results allow us to examine different aspects of the program, such as the region of participants, the institutions driving the intervention, local indicators of telecommunications infrastructure, and local socioeconomic conditions.

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Literature
go back to reference Ashraf, M., Hanisch, J., & Swatman, P. (2009). ICT intervention in the ‘Chandanbari’ Village of Bangladesh: Results from a field study. Information Systems Frontiers, 11, 155–166. doi:10.1007/s10796–008–9133-0. Ashraf, M., Hanisch, J., & Swatman, P. (2009). ICT intervention in the ‘Chandanbari’ Village of Bangladesh: Results from a field study. Information Systems Frontiers, 11, 155–166. doi:10.​1007/​s10796–008–9133-0.
go back to reference Batagelj, V. (2012). Social network analysis, large-scale. In R. A. Meyers (Ed.), Computational complexity: theory, techniques, and applications (pp. 2878–2897). New York: Springer.CrossRef Batagelj, V. (2012). Social network analysis, large-scale. In R. A. Meyers (Ed.), Computational complexity: theory, techniques, and applications (pp. 2878–2897). New York: Springer.CrossRef
go back to reference Berend, A. (2013). Technology appropriation revisited: mediation theory as a new philosophy of technology for information systems research. (Thesis) University of Twente. Berend, A. (2013). Technology appropriation revisited: mediation theory as a new philosophy of technology for information systems research. (Thesis) University of Twente.
go back to reference Berger, A., & Croll, J. (2012). Training in basic Internet skills for special target groups in non-formal educational settings - conclusions from three pilot projects. Research in Learning Technology, 20(4). doi:10.3402/rlt.v20i0.18700. Berger, A., & Croll, J. (2012). Training in basic Internet skills for special target groups in non-formal educational settings - conclusions from three pilot projects. Research in Learning Technology, 20(4). doi:10.​3402/​rlt.​v20i0.​18700.
go back to reference Braa, J., Monteiro, E., & Sahay, S. (2004). Networks of action: sustainable health information systems across developing countries. MIS Quarterly, 28(3), 337–362.CrossRef Braa, J., Monteiro, E., & Sahay, S. (2004). Networks of action: sustainable health information systems across developing countries. MIS Quarterly, 28(3), 337–362.CrossRef
go back to reference BRAC (2003). BRAC Project proposal-2: 2004–2009. Dhaka: Bangladesh rural advancement committee. BRAC (2003). BRAC Project proposal-2: 2004–2009. Dhaka: Bangladesh rural advancement committee.
go back to reference Brito, S. R., Silva, A. S., Martins, D. L., Vijaykumar, N. L., Rocha, C. A. J., Costa, J. C. W. A., & Francês, C. R. L. (2013). Employing online social networks to monitor and evaluate training of digital inclusion agents. Social Network Analysis and Mining, 3(3), 497–519.CrossRef Brito, S. R., Silva, A. S., Martins, D. L., Vijaykumar, N. L., Rocha, C. A. J., Costa, J. C. W. A., & Francês, C. R. L. (2013). Employing online social networks to monitor and evaluate training of digital inclusion agents. Social Network Analysis and Mining, 3(3), 497–519.CrossRef
go back to reference Chang, S.-I., Yen, D. C., Chang, I.-C., & Chou, J.-C. (2012). Study of the digital divide evaluation model for government agencies–a Taiwanese local government’s perspective. Information Systems Frontiers, 14(3), 693–709. doi:10.1007/s10796–011-9297-x.CrossRef Chang, S.-I., Yen, D. C., Chang, I.-C., & Chou, J.-C. (2012). Study of the digital divide evaluation model for government agencies–a Taiwanese local government’s perspective. Information Systems Frontiers, 14(3), 693–709. doi:10.​1007/​s10796–011-9297-x.CrossRef
go back to reference Chen, Z. (2001). Data mining and uncertain reasoning: an integrated approach. USA: John Wiley & Sons. Chen, Z. (2001). Data mining and uncertain reasoning: an integrated approach. USA: John Wiley & Sons.
go back to reference Cruz-Jesus, F., Oliveira, T., Bacao, F., & Irani, Z. (2016). Assessing the pattern between economic and digital development of countries. Information Systems Frontiers. doi:10.1007/s10796–016–9634-1. Cruz-Jesus, F., Oliveira, T., Bacao, F., & Irani, Z. (2016). Assessing the pattern between economic and digital development of countries. Information Systems Frontiers. doi:10.​1007/​s10796–016–9634-1.
go back to reference Cuervo, M. R. V., & Menéndez, A. J. L. (2006). A multivariate framework for the analysis of the digital divide: Evidence for the European Union-15. Information & Management, 43(6), 756–766.CrossRef Cuervo, M. R. V., & Menéndez, A. J. L. (2006). A multivariate framework for the analysis of the digital divide: Evidence for the European Union-15. Information & Management, 43(6), 756–766.CrossRef
go back to reference Dutta, S. (2007). Estonia: a sustainable success in networked readiness. In S. Dutta & I. Mia (Eds.), The global information technology report 2006–2007: connecting to the networked economy (pp. 81–90). New York, NY: Palgrave Macmillan. Dutta, S. (2007). Estonia: a sustainable success in networked readiness. In S. Dutta & I. Mia (Eds.), The global information technology report 2006–2007: connecting to the networked economy (pp. 81–90). New York, NY: Palgrave Macmillan.
go back to reference Faust, K., & Wasserman, S. (1992). Centrality and prestige: A review and synthesis. Journal of Quantitative Anthropology, 4(1), 23–78. Faust, K., & Wasserman, S. (1992). Centrality and prestige: A review and synthesis. Journal of Quantitative Anthropology, 4(1), 23–78.
go back to reference Furuholt, B., & Matotay, E. (2013). Supply and demand of e-government services in developing countries: cases from Tanzania. In R. Pooley, J. Coady, C. Schneider, H. Linger, C. Barry, & M. Lang (Eds.), Information Systems Development (pp. 63–76). New York: Springer New York.CrossRef Furuholt, B., & Matotay, E. (2013). Supply and demand of e-government services in developing countries: cases from Tanzania. In R. Pooley, J. Coady, C. Schneider, H. Linger, C. Barry, & M. Lang (Eds.), Information Systems Development (pp. 63–76). New York: Springer New York.CrossRef
go back to reference Hage, E., Roo, J. P., van Offenbeek, M. A., & Boonstra, A. (2013). Implementation factors and their effect on e-Health service adoption in rural communities: a systematic literature review. BMC Health Services Research, 13(1). doi:10.1186/1472–6963–13-19. Hage, E., Roo, J. P., van Offenbeek, M. A., & Boonstra, A. (2013). Implementation factors and their effect on e-Health service adoption in rural communities: a systematic literature review. BMC Health Services Research, 13(1). doi:10.​1186/​1472–6963–13-19.
go back to reference Heeks, R. (2010). Do information and communication technologies (ICTs) contribute to development? Journal of International Development, 22(5), 625–640. doi:10.1002/jid.1716.CrossRef Heeks, R. (2010). Do information and communication technologies (ICTs) contribute to development? Journal of International Development, 22(5), 625–640. doi:10.​1002/​jid.​1716.CrossRef
go back to reference Heeks, R., & Kenny, C. (2002). The economics of ICTs and global inequality: Convergence or divergence for developing countries? In D. I. Group (Ed.), Development informatics working paper series, (Vol. 10). Manchester, UK: Institute for development policy and management. Heeks, R., & Kenny, C. (2002). The economics of ICTs and global inequality: Convergence or divergence for developing countries? In D. I. Group (Ed.), Development informatics working paper series, (Vol. 10). Manchester, UK: Institute for development policy and management.
go back to reference Huerta, E., & Sandoval-Almazán, R. (2007). Digital literacy: Problems faced by telecenter users in Mexico. Information Technology for Development, 13(3), 217–232. doi:10.1002/itdj.v13:3.CrossRef Huerta, E., & Sandoval-Almazán, R. (2007). Digital literacy: Problems faced by telecenter users in Mexico. Information Technology for Development, 13(3), 217–232. doi:10.​1002/​itdj.​v13:​3.CrossRef
go back to reference Hunt, P. (2001). True stories: telecentres in Latin America and the Caribbean. Electronic Journal of Information Systems in Developing Countries, 4(5), 1–17.CrossRef Hunt, P. (2001). True stories: telecentres in Latin America and the Caribbean. Electronic Journal of Information Systems in Developing Countries, 4(5), 1–17.CrossRef
go back to reference Imtiaz, A., Forcolin, M., Reid, A., & Laing, P. (2011). Challenges in transferring European business and technology models to the developing southern African regions. Paper presented at the IST-Africa Conference Proceedings, Gaborone, Botswana. Imtiaz, A., Forcolin, M., Reid, A., & Laing, P. (2011). Challenges in transferring European business and technology models to the developing southern African regions. Paper presented at the IST-Africa Conference Proceedings, Gaborone, Botswana.
go back to reference Katz, I. R. (2007). Testing information literacy in digital environments: ETS’s iSkills assessment. Information Technology and Libraries, 26(3), 3–12.CrossRef Katz, I. R. (2007). Testing information literacy in digital environments: ETS’s iSkills assessment. Information Technology and Libraries, 26(3), 3–12.CrossRef
go back to reference Khan, G. F., Moon, J., Park, H. W., Swar, B., & Rho, J. J. (2010). A socio-technical perspective on e-government issues in developing countries: a scientometrics approach. Scientometrics, 87(2), 267–286. doi:10.1007/s11192–010–0322-5 Khan, G. F., Moon, J., Park, H. W., Swar, B., & Rho, J. J. (2010). A socio-technical perspective on e-government issues in developing countries: a scientometrics approach. Scientometrics, 87(2), 267–286. doi:10.1007/s11192–010–0322-5
go back to reference Korb, K. B., & Nicholson, A. E. (2004). Bayesian artificial intelligence (2nd ed. Vol. 1). London, UK: Chapman & Hall/CRC Press. Korb, K. B., & Nicholson, A. E. (2004). Bayesian artificial intelligence (2nd ed. Vol. 1). London, UK: Chapman & Hall/CRC Press.
go back to reference Kraemer, K. L., Ganley, D., & Dewan, S. (2005). Across the digital divide: A cross-country multi-technology analysis of the determinants of IT penetration. Journal of the Association for Information Systems, 6(12), 409–432.CrossRef Kraemer, K. L., Ganley, D., & Dewan, S. (2005). Across the digital divide: A cross-country multi-technology analysis of the determinants of IT penetration. Journal of the Association for Information Systems, 6(12), 409–432.CrossRef
go back to reference Lin, H.-J., Wen, M.-M., & Lin, W. T. (2012). The relationships between information technology, E-commerce, and E-finance in the financial institutions: evidence from the insurance industry. In J.-S. Pan, S.-M. Chen, & N. Nguyen (Eds.), Intelligent Information and Database Systems (Vol. 7197, pp. 194–206). Berlin Heidelberg: Springer.CrossRef Lin, H.-J., Wen, M.-M., & Lin, W. T. (2012). The relationships between information technology, E-commerce, and E-finance in the financial institutions: evidence from the insurance industry. In J.-S. Pan, S.-M. Chen, & N. Nguyen (Eds.), Intelligent Information and Database Systems (Vol. 7197, pp. 194–206). Berlin Heidelberg: Springer.CrossRef
go back to reference Luna-Reyes, L. F., Gil-Garcia, J. R., & Romero, G. (2012). Towards a multidimensional model for evaluating electronic government: Proposing a more comprehensive and integrative perspective. Government Information Quarterly, 29(3), 324–334. doi:10.1177/0193841X0002400404.CrossRef Luna-Reyes, L. F., Gil-Garcia, J. R., & Romero, G. (2012). Towards a multidimensional model for evaluating electronic government: Proposing a more comprehensive and integrative perspective. Government Information Quarterly, 29(3), 324–334. doi:10.​1177/​0193841X00024004​04.CrossRef
go back to reference Madon, S., Reinhard, N., Roode, D., & Walsham, D. (2009). Digital inclusion projects in developing countries: processes of institutionalization. Information Technology for Development, 15(2), 95–107.CrossRef Madon, S., Reinhard, N., Roode, D., & Walsham, D. (2009). Digital inclusion projects in developing countries: processes of institutionalization. Information Technology for Development, 15(2), 95–107.CrossRef
go back to reference Mori, C. K. (2011). Políticas públicas para inclusão digital no Brasil: aspectos institucionais e efetividade em iniciativas federais de disseminação de telecentros no período 2000–2010. (PhD thesis) University of Brasília, Brasília, Brazil. Mori, C. K. (2011). Políticas públicas para inclusão digital no Brasil: aspectos institucionais e efetividade em iniciativas federais de disseminação de telecentros no período 2000–2010. (PhD thesis) University of Brasília, Brasília, Brazil.
go back to reference Mutula, S. M., & van Brakel, P. (2006). An evaluation of e-readiness assessment tools with respect to information access: Towards an integrated information rich tool. International Journal of Information Management, 26(3), 212–223. doi:10.1016/j.ijinfomgt.2006.02.004.CrossRef Mutula, S. M., & van Brakel, P. (2006). An evaluation of e-readiness assessment tools with respect to information access: Towards an integrated information rich tool. International Journal of Information Management, 26(3), 212–223. doi:10.​1016/​j.​ijinfomgt.​2006.​02.​004.CrossRef
go back to reference Nooy, W., Mrvar, A., & Batagelj, V. (2005). Exploratory social network analysis with Pajek (2nd ed.). New York: Cambridge University Press. Nooy, W., Mrvar, A., & Batagelj, V. (2005). Exploratory social network analysis with Pajek (2nd ed.). New York: Cambridge University Press.
go back to reference OECD (2011). Understanding the digital divide. Report. Paris, France: Organization for economic co-operation and development. OECD (2011). Understanding the digital divide. Report. Paris, France: Organization for economic co-operation and development.
go back to reference Olla, P., & Choudrie, J. (2014). Mobile technology utilization for social development in developing countries: An ethnographic futures research study. Information Systems Frontiers, 16(3), 369–382. doi:10.1007/s10796–013-9477-y.CrossRef Olla, P., & Choudrie, J. (2014). Mobile technology utilization for social development in developing countries: An ethnographic futures research study. Information Systems Frontiers, 16(3), 369–382. doi:10.​1007/​s10796–013-9477-y.CrossRef
go back to reference Pearl, J. (1988). Bayesian Inference. In M. Kaufmann (Ed.), Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference (p. 552). San Francisco, USA: Morgan Kaufmann Publishers, Inc.. Pearl, J. (1988). Bayesian Inference. In M. Kaufmann (Ed.), Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference (p. 552). San Francisco, USA: Morgan Kaufmann Publishers, Inc..
go back to reference Pick, J. B., Sarkar, A., & Johnson, J. (2015). United States digital divide: State level analysis of spatial clustering and multivariate determinants of ICT utilization. Socio-Economic Planning Sciences, 49, 16–32.CrossRef Pick, J. B., Sarkar, A., & Johnson, J. (2015). United States digital divide: State level analysis of spatial clustering and multivariate determinants of ICT utilization. Socio-Economic Planning Sciences, 49, 16–32.CrossRef
go back to reference Pscheidt, M. (2012). Appropriate information system development: A methodology for sustainable cross-cultural information system production and use. (PhD thesis) Radboud Universiteit Nijmegen, Netherlands. Pscheidt, M. (2012). Appropriate information system development: A methodology for sustainable cross-cultural information system production and use. (PhD thesis) Radboud Universiteit Nijmegen, Netherlands.
go back to reference Quibria, M. G., Ahmed, S. N., Tschang, T., & Reyes-Macasaquit, M.-L. (2003). Digital divide: determinants and policies with special reference to Asia. Journal of Asian Economics, 13(6), 811–825.CrossRef Quibria, M. G., Ahmed, S. N., Tschang, T., & Reyes-Macasaquit, M.-L. (2003). Digital divide: determinants and policies with special reference to Asia. Journal of Asian Economics, 13(6), 811–825.CrossRef
go back to reference Salinas, A., & Sánchez, J. (2009). Digital inclusion in Chile: Internet in rural schools. International Journal of Educational Development, 29, 573–582.CrossRef Salinas, A., & Sánchez, J. (2009). Digital inclusion in Chile: Internet in rural schools. International Journal of Educational Development, 29, 573–582.CrossRef
go back to reference Salvador, T., Sherry, J. W., & Urrutia, A. E. (2005). Less cyber, more cafe: Enhancing existing small businesses across the digital divide with ICTs. Information Technology for Development, 11(1), 77–95.CrossRef Salvador, T., Sherry, J. W., & Urrutia, A. E. (2005). Less cyber, more cafe: Enhancing existing small businesses across the digital divide with ICTs. Information Technology for Development, 11(1), 77–95.CrossRef
go back to reference Scott, R. W., & Meyer, J. W. (1994). Institutional environments and organizations: structural complexity and individualism. USA: SAGE Publications USA. Scott, R. W., & Meyer, J. W. (1994). Institutional environments and organizations: structural complexity and individualism. USA: SAGE Publications USA.
go back to reference Silva, A. S., Brito, S. R., Martins, D. L., Vijaykumar, N. L., Rocha, C. A. J., Costa, J. C. W. A., & Francês, C. R. L. (2014). Social networks analysis and participation in learning environments to digital inclusion based on large-scale distance education. International Journal of Distance Education Technologies (IJDET), 12(2), 1–25.CrossRef Silva, A. S., Brito, S. R., Martins, D. L., Vijaykumar, N. L., Rocha, C. A. J., Costa, J. C. W. A., & Francês, C. R. L. (2014). Social networks analysis and participation in learning environments to digital inclusion based on large-scale distance education. International Journal of Distance Education Technologies (IJDET), 12(2), 1–25.CrossRef
go back to reference Silva, A. S., Brito, S. R., Vijaykumar, N. L., Rocha, C. A. J., Monteiro, M. A., Costa, J. C. W. A., & Francês, C. R. L. (2016). Social network analysis and mining to monitor and identify problems with large-scale information and communication technology interventions. PLoS ONE, 11(1). doi:10.1371/journal.pone.0146220. Silva, A. S., Brito, S. R., Vijaykumar, N. L., Rocha, C. A. J., Monteiro, M. A., Costa, J. C. W. A., & Francês, C. R. L. (2016). Social network analysis and mining to monitor and identify problems with large-scale information and communication technology interventions. PLoS ONE, 11(1). doi:10.​1371/​journal.​pone.​0146220.
go back to reference UNDP (2001). Human development report 2001: Making new technologies work for human development (pp. 264). New York: United Nations Development Programme (UNDP). UNDP (2001). Human development report 2001: Making new technologies work for human development (pp. 264). New York: United Nations Development Programme (UNDP).
go back to reference United Nations (2012). The promotion, protection and enjoyment of human rights on the Internet, Document A/HRC/20/L.13. New York, NY: United Nations General Assembly. United Nations (2012). The promotion, protection and enjoyment of human rights on the Internet, Document A/HRC/20/L.13. New York, NY: United Nations General Assembly.
go back to reference Van Dijk, M. P. (2003). Government policies with respect to an information technology cluster in Bangalore, India. European Journal of Development Research, 15(2), 93–108.CrossRef Van Dijk, M. P. (2003). Government policies with respect to an information technology cluster in Bangalore, India. European Journal of Development Research, 15(2), 93–108.CrossRef
go back to reference Venkatesh, V., & Sykes, T. A. (2013). Digital Divide Initiative Success in Developing Countries: A Longitudinal Field Study in a Village in India. Information Systems Research, 24(2), 239–260. doi:10.1287/isre.1110.0409.CrossRef Venkatesh, V., & Sykes, T. A. (2013). Digital Divide Initiative Success in Developing Countries: A Longitudinal Field Study in a Village in India. Information Systems Research, 24(2), 239–260. doi:10.​1287/​isre.​1110.​0409.CrossRef
go back to reference Wasserman, S., & Faust, K. (1994). social network analysis: Methods and application (M. Granovetter, Ed.). USA: Cambridge University Press. Wasserman, S., & Faust, K. (1994). social network analysis: Methods and application (M. Granovetter, Ed.). USA: Cambridge University Press.
go back to reference White, G. R. T., Afolayan, A., & Plant, E. (2014). Challenges to the adoption of E-commerce technology for supply chain management in a developing economy: A focus on Nigerian SMEs. In E. Lacka, H. K. Chan, & N. Yip (Eds.), E-commerce Platform Acceptance (pp. 23–39). Switzerland: Springer International Publishing. White, G. R. T., Afolayan, A., & Plant, E. (2014). Challenges to the adoption of E-commerce technology for supply chain management in a developing economy: A focus on Nigerian SMEs. In E. Lacka, H. K. Chan, & N. Yip (Eds.), E-commerce Platform Acceptance (pp. 23–39). Switzerland: Springer International Publishing.
Metadata
Title
An approach to evaluate large-scale ICT training interventions
Authors
Silvana Rossy de Brito
Aleksandra do Socorro da Silva
Eulália Carvalho da Mata
Nandamudi Lankalapalli Vijaykumar
Cláudio Alex Jorge da Rocha
Maurílio de Abreu Monteiro
João Crisóstomo Weyl Albuquerque Costa
Carlos Renato Lisboa Francês
Publication date
27-09-2016
Publisher
Springer US
Published in
Information Systems Frontiers / Issue 4/2018
Print ISSN: 1387-3326
Electronic ISSN: 1572-9419
DOI
https://doi.org/10.1007/s10796-016-9705-3

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