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Published in: Social Indicators Research 2/2018

30-11-2016

The Matthew Effect in the Italian Digital Context: The Progressive Marginalisation of the “Poor”

Authors: Isabella Mingo, Roberta Bracciale

Published in: Social Indicators Research | Issue 2/2018

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Abstract

The Matthew effect describes a model according to which, over time, inequalities fuel ever-widening gaps among individuals and social groups on the basis of the wellknown adage: “the rich get richer and the poor get poorer”. In this paper, we analyse the results of the Matthew effect in Italy in relation to first and second level digital divide, in order to determine the trajectories of closure, persistence or reinforcement of inequalities within the population. The central research question of the work aims to understand whether, when compared with a higher level of dissemination of technology over time, the adoption curves trace a model of progressive inclusion for the “poor” which approach the “richest”, or whether progressive increases are recorded in gaps. Considering a time span of more than a decade, microdata from the Istat multipurpose “Aspects of daily life” survey were used to find an empirically grounded answer to this research question. In terms of methodology, indices of absolute and relative digital exclusion and marginalisation which are necessary to take into account the changing nature of the phenomenon were proposed and used. Techniques of multivariate analysis (cluster analysis and multiple factor analysis) were also applied to detect any changes in the structure of variables and trajectories of the socio-demographic characteristics in question. The main results show the existence of a relative Matthew effect in Italy: despite the general increase in the spread of technologies, we are witnessing a progressive impoverishment of the weakest sectors of the population.

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Appendix
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Footnotes
1
The “rich to get richer” (Kraut et al. 2002) and “accumulation of advantage (AOA) hypothesis” (De Haan 2004) labels identify models similar to the Matthew effect.
 
2
In view of the specificity of sociocultural and territorial contexts that it must take into account in its analyses, Eurostat continues to define regular use as “at least once a week (i.e. every day or almost every day or at least once a week but not every day) on average within the last three months before the survey. Use includes all locations and methods of access and any purpose (private or work/business related)” http://​ec.​europa.​eu/​eurostat/​web/​products-datasets/​-/​tin00091.
 
3
The empirical operationalisation of the concept is determined by certain documents that establish the current regulatory framework (Regulations (EC) Nos 808/2004 and 1006/2009) which govern empirical surveys on ICTs within Europe. This framework serves as a guideline on the items needed to build a useful regional benchmark for comparative analysis which is both longitudinal and transverse.
 
4
There might also be a process of closing the gap between “rich” and “poor”, or intermediate combinations in the rate of enrichment and impoverishment. This rare dynamic may happen when the Matthew effect does not occur and when the absolute and relative terms are inverted: in the first case, the rich become poor and the poor become richer; in the second case, both the rich and the poor become richer, but the pace of enrichment of the poor is much faster (Rigney 2010).
 
5
In this work, the words “poor” and “rich” are used broadly and do not refer specifically to the economic dimension.
 
6
Je(2) is the sum of squared errors in resulting subgroups, while Je(1) is the sum of squared errors in the group that is to be divided.
 
7
In 2009 the Internet skills were not detected.
 
8
The analysis was conducted using SPAD-TM software.
 
9
These are the homologous partial points which are more distant on the first factorial common plane.
 
Literature
go back to reference Anderson, B., & Tracey, K. (2002). The impact (or otherwise) of the internet on everyday british life. In B. Wellman & C. Haythornthwaite (Eds.), The internet in everyday life (pp. 139–163). Malden: Blackwell.CrossRef Anderson, B., & Tracey, K. (2002). The impact (or otherwise) of the internet on everyday british life. In B. Wellman & C. Haythornthwaite (Eds.), The internet in everyday life (pp. 139–163). Malden: Blackwell.CrossRef
go back to reference Bakardjieva, M. (2005). Internet society. The internet in everyday life. London: Sage. Bakardjieva, M. (2005). Internet society. The internet in everyday life. London: Sage.
go back to reference Bawden, D. (2008). Origins and concepts of digital literacy. In C. Lankshear & M. Knobel (Eds.), Digital literacies: Concepts, policies and practices (pp. 17–32). New York: Peter Lang. Bawden, D. (2008). Origins and concepts of digital literacy. In C. Lankshear & M. Knobel (Eds.), Digital literacies: Concepts, policies and practices (pp. 17–32). New York: Peter Lang.
go back to reference Bentivegna, S. (2009). Disuguaglianze digitali. Le nuove forme di esclusione nella società dell’informazione. Roma-Bari: Laterza. Bentivegna, S. (2009). Disuguaglianze digitali. Le nuove forme di esclusione nella società dell’informazione. Roma-Bari: Laterza.
go back to reference Bourdieu, P. (2001). La distinzione. Critica sociale del gusto. Bologna: il Mulino. Bourdieu, P. (2001). La distinzione. Critica sociale del gusto. Bologna: il Mulino.
go back to reference Bracciale, R. (2010). Donne nella rete. Disuguaglianze digitali di genere. Milano: FrancoAngeli. Bracciale, R. (2010). Donne nella rete. Disuguaglianze digitali di genere. Milano: FrancoAngeli.
go back to reference Bracciale, R., & Mingo, I. (2009). La e-inclusion e le competenze digitali: il contesto Europeo e il caso dell’Italia. In I. Mingo (Ed.), Concetti e quantità. Percorsi di statistica sociale (pp. 179–214). Acireale-Roma: Bonanno. Bracciale, R., & Mingo, I. (2009). La e-inclusion e le competenze digitali: il contesto Europeo e il caso dell’Italia. In I. Mingo (Ed.), Concetti e quantità. Percorsi di statistica sociale (pp. 179–214). Acireale-Roma: Bonanno.
go back to reference Bracciale, R., & Mingo, I. (2015). Digital divide in time of crisis in Europe: Do the rich get richer, the poor get poorer? In A. Borghini & E. Campo (Eds.), Exploring the crisis: theoretical perspectives and empirical investigation (pp. 41–57). Pisa: Pisa University Press. Bracciale, R., & Mingo, I. (2015). Digital divide in time of crisis in Europe: Do the rich get richer, the poor get poorer? In A. Borghini & E. Campo (Eds.), Exploring the crisis: theoretical perspectives and empirical investigation (pp. 41–57). Pisa: Pisa University Press.
go back to reference Castells, M. (2000). End of millennium. The information age: Economy, society, and culture. Oxford: Blackwell. Castells, M. (2000). End of millennium. The information age: Economy, society, and culture. Oxford: Blackwell.
go back to reference Chen, W., & Wellman, B. (2004). The global digital divide—within and between countries. It and Society, 1(7), 39–45. Chen, W., & Wellman, B. (2004). The global digital divide—within and between countries. It and Society, 1(7), 39–45.
go back to reference De Haan, J. (2004). A multifaceted dynamic model of the digital divide. It and Society, 1(7), 66–88. De Haan, J. (2004). A multifaceted dynamic model of the digital divide. It and Society, 1(7), 66–88.
go back to reference DiMaggio, P., & Garipp, F. (2012). Network effects and social inequality. Annual Review of Sociology, 38, 93–118.CrossRef DiMaggio, P., & Garipp, F. (2012). Network effects and social inequality. Annual Review of Sociology, 38, 93–118.CrossRef
go back to reference DiMaggio, P., Hargittai, E., Celeste, C., & Shafer, S. (2004). Digital inequality. From unequal access to differential use. In K. M. Neckerman (Ed.), Social inequality (pp. 549–566). New York: Russell Sage Foundation. DiMaggio, P., Hargittai, E., Celeste, C., & Shafer, S. (2004). Digital inequality. From unequal access to differential use. In K. M. Neckerman (Ed.), Social inequality (pp. 549–566). New York: Russell Sage Foundation.
go back to reference Duda, R. O., Hart, P. E., & Stork, D. G. (1973). Pattern classification (2nd ed.). New York: Wiley. Duda, R. O., Hart, P. E., & Stork, D. G. (1973). Pattern classification (2nd ed.). New York: Wiley.
go back to reference Escofier, B., & Pagès, J. (1988). Analyses factorielles simples et multiples. Objectifs, methodes et interpretation. Paris: Dunod. Escofier, B., & Pagès, J. (1988). Analyses factorielles simples et multiples. Objectifs, methodes et interpretation. Paris: Dunod.
go back to reference Guerrieri, P., & Bentivegna, S. (Eds.). (2011). The economic impact of digital technologies. Cheltenham: Edward Elgar. Guerrieri, P., & Bentivegna, S. (Eds.). (2011). The economic impact of digital technologies. Cheltenham: Edward Elgar.
go back to reference Gui, M., & Argentin, G. (2011). Digital skills of internet natives: Different forms of digital literacy in a random sample of northern Italian high school students. New Media and Society, 13(6), 963–980.CrossRef Gui, M., & Argentin, G. (2011). Digital skills of internet natives: Different forms of digital literacy in a random sample of northern Italian high school students. New Media and Society, 13(6), 963–980.CrossRef
go back to reference Haddon, L. (2004). Information and communication technologies in everyday life: A concise introduction and research guide. Oxford: Berg. Haddon, L. (2004). Information and communication technologies in everyday life: A concise introduction and research guide. Oxford: Berg.
go back to reference Harambam, J., Aupers, S., & Houtman, D. (2012). The Contentious Gap. From Digital divide to cultural beliefs about online interactions. Information, Communication and Society. doi:10.1080/1369118X.2012.687006. Harambam, J., Aupers, S., & Houtman, D. (2012). The Contentious Gap. From Digital divide to cultural beliefs about online interactions. Information, Communication and Society. doi:10.​1080/​1369118X.​2012.​687006.
go back to reference Hargittai, E. (2003). The digital divide and what to do about it. In D. C. Jones (Ed.), New economy handbook (pp. 821–841). San Diego: Academic Press. Hargittai, E. (2003). The digital divide and what to do about it. In D. C. Jones (Ed.), New economy handbook (pp. 821–841). San Diego: Academic Press.
go back to reference Hargittai, E. (2005). Survey measures of web-oriented digital literacy. Social Science Computer Review, 23(3), 371–379.CrossRef Hargittai, E. (2005). Survey measures of web-oriented digital literacy. Social Science Computer Review, 23(3), 371–379.CrossRef
go back to reference Hargittai, E. (2008). The digital reproduction of inequality. In D. Grusky (Ed.), Social stratification (pp. 936–944). Boulder: Westview Press. Hargittai, E. (2008). The digital reproduction of inequality. In D. Grusky (Ed.), Social stratification (pp. 936–944). Boulder: Westview Press.
go back to reference Hargittai, E., & Hinnant, A. (2008). Digital inequality: Differences in young adults’ use of the internet. Communication Research, 35(5), 602–621.CrossRef Hargittai, E., & Hinnant, A. (2008). Digital inequality: Differences in young adults’ use of the internet. Communication Research, 35(5), 602–621.CrossRef
go back to reference Hargittai, E., & Hsieh, Y. P. (2013). Digital inequality. In W. H. Dutton (Ed.), The Oxford handbook for internet studies (pp. 129–150). Oxford: Oxford University Press. Hargittai, E., & Hsieh, Y. P. (2013). Digital inequality. In W. H. Dutton (Ed.), The Oxford handbook for internet studies (pp. 129–150). Oxford: Oxford University Press.
go back to reference Hargittai, E., & Shafer, S. (2006). Differences in actual and perceived online skills: The role of gender. Social Science Quarterly, 87(2), 432–448.CrossRef Hargittai, E., & Shafer, S. (2006). Differences in actual and perceived online skills: The role of gender. Social Science Quarterly, 87(2), 432–448.CrossRef
go back to reference Helsper, E. J. (2012). A corresponding fields model for the links between social and digital exclusion. Communication Theory, 22(4), 403–426.CrossRef Helsper, E. J. (2012). A corresponding fields model for the links between social and digital exclusion. Communication Theory, 22(4), 403–426.CrossRef
go back to reference Helsper, E. J., & Eynon, R. (2013). Distinct skill pathways to digital engagement. European Journal of Communication, 28(6), 696–713.CrossRef Helsper, E. J., & Eynon, R. (2013). Distinct skill pathways to digital engagement. European Journal of Communication, 28(6), 696–713.CrossRef
go back to reference Hunsinger, J., Klastrup, L., & Allen, M. (Eds.). (2010). International handbook of internet research. London, New York: Springer. Hunsinger, J., Klastrup, L., & Allen, M. (Eds.). (2010). International handbook of internet research. London, New York: Springer.
go back to reference ISTAT-FUB. (2015). Internet@Italia 2014. L’uso di Internet da parte di cittadini e imprese. ISTAT-FUB. (2015). Internet@Italia 2014. L’uso di Internet da parte di cittadini e imprese.
go back to reference Katz, J. E., & Rice, R. E. (2002). Social consequences of Internet use. Access, involvement, and interaction. Cambridge: MIT Press. Katz, J. E., & Rice, R. E. (2002). Social consequences of Internet use. Access, involvement, and interaction. Cambridge: MIT Press.
go back to reference Merton, R. K. (1973). The sociology of science: Theoretical and empirical investigation. Chicago: University of Chicago Press. Merton, R. K. (1973). The sociology of science: Theoretical and empirical investigation. Chicago: University of Chicago Press.
go back to reference Mossberger, K., Tolbert, C., & Stansbury, M. (2003). Virtual inequality. Georgetown: Georgetown University Press. Mossberger, K., Tolbert, C., & Stansbury, M. (2003). Virtual inequality. Georgetown: Georgetown University Press.
go back to reference Norris, P. (2001). Digital divide: Civic engagement, information poverty, and the internet wOrldwide. Cambridge: Cambridge University Press.CrossRef Norris, P. (2001). Digital divide: Civic engagement, information poverty, and the internet wOrldwide. Cambridge: Cambridge University Press.CrossRef
go back to reference Prezerakos, G. N., & Polykalas, S. E. (2014). Implications of the financial crisis to the digital divide across European union. In International Conference on Information Society (i-Society 2014). doi:10.13140/2.1.2099.4887. Prezerakos, G. N., & Polykalas, S. E. (2014). Implications of the financial crisis to the digital divide across European union. In International Conference on Information Society (i-Society 2014). doi:10.​13140/​2.​1.​2099.​4887.
go back to reference Sieverding, M., & Koch, S. C. (2009). (Self-)Evaluation of computer competence: How gender matters. Computers and Education, 52(3), 696–701.CrossRef Sieverding, M., & Koch, S. C. (2009). (Self-)Evaluation of computer competence: How gender matters. Computers and Education, 52(3), 696–701.CrossRef
go back to reference van Deursen, A. J. A. M., & Helsper, E. J. (2015). The third-level digital divide: Who benefits most from being online? In L. Robinson, S. R. Cotten, J. Schulz, T. M. Hale, & A. Williams (Eds.), Communication and information technologies annual (pp. 29–52). Emerald Group Publishing Limited, Bingley. doi:10.1108/S2050-206020150000010002. van Deursen, A. J. A. M., & Helsper, E. J. (2015). The third-level digital divide: Who benefits most from being online? In L. Robinson, S. R. Cotten, J. Schulz, T. M. Hale, & A. Williams (Eds.), Communication and information technologies annual (pp. 29–52). Emerald Group Publishing Limited, Bingley. doi:10.​1108/​S2050-2060201500000100​02.
go back to reference van Deursen, A. J. A. M., & van Dijk, J. A. G. M. (2014). The digital divide shifts to differences in usage. New Media and Society, 16, 507–526.CrossRef van Deursen, A. J. A. M., & van Dijk, J. A. G. M. (2014). The digital divide shifts to differences in usage. New Media and Society, 16, 507–526.CrossRef
go back to reference van Deursen, A. J. A. M., van Dijk, J. A. G. M., & Peters, O. (2011). Rethinking Internet skills: The contribution of gender, age, education, Internet experience, and hours online to medium- and content-related Internet skills. Poetics, 39(2), 125–144.CrossRef van Deursen, A. J. A. M., van Dijk, J. A. G. M., & Peters, O. (2011). Rethinking Internet skills: The contribution of gender, age, education, Internet experience, and hours online to medium- and content-related Internet skills. Poetics, 39(2), 125–144.CrossRef
go back to reference van Deursen, A. J. A. M., van Dijk, J. A. G. M., & Peters, O. (2012). Proposing a survey instrument for measuring operational, formal, information, and strategic internet skills. International Journal of Human-Computer Interaction, 28(12), 827–837.CrossRef van Deursen, A. J. A. M., van Dijk, J. A. G. M., & Peters, O. (2012). Proposing a survey instrument for measuring operational, formal, information, and strategic internet skills. International Journal of Human-Computer Interaction, 28(12), 827–837.CrossRef
go back to reference van Deursen, A. J. A. M., van Dijk, J. A. G. M., & ten Klooster, P. M. (2015). Increasing inequalities in what we do online: A longitudinal cross sectional analysis of Internet activities among the Dutch population (2010 to 2013) over gender, age, education, and income. Telematics and Informatics, 32(2), 259–272. doi:10.1016/j.tele.2014.09.003.CrossRef van Deursen, A. J. A. M., van Dijk, J. A. G. M., & ten Klooster, P. M. (2015). Increasing inequalities in what we do online: A longitudinal cross sectional analysis of Internet activities among the Dutch population (2010 to 2013) over gender, age, education, and income. Telematics and Informatics, 32(2), 259–272. doi:10.​1016/​j.​tele.​2014.​09.​003.CrossRef
go back to reference van Dijk, J. A. G. M. (2005). The deepening divide: Inequality in the information society. Thousand Oaks: Sage. van Dijk, J. A. G. M. (2005). The deepening divide: Inequality in the information society. Thousand Oaks: Sage.
go back to reference van Dijk, J. A. G. M. (2006). Digital divide research, achievements and shortcomings. Poetics, 34(4–5), 221–235.CrossRef van Dijk, J. A. G. M. (2006). Digital divide research, achievements and shortcomings. Poetics, 34(4–5), 221–235.CrossRef
go back to reference van Dijk, J. A. G. M. (2009). One Europe, digitally divided. In A. Chadwick & P. N. Howard (Eds.), Routledge handbook of internet politics (pp. 288–304). London-New York: Routledge. van Dijk, J. A. G. M. (2009). One Europe, digitally divided. In A. Chadwick & P. N. Howard (Eds.), Routledge handbook of internet politics (pp. 288–304). London-New York: Routledge.
go back to reference van Dijk, J. A. G. M., & van Deursen, A. J. A. M. (2014). Digital skills. Unlocking the information society. New York: Palgrave Macmillan. van Dijk, J. A. G. M., & van Deursen, A. J. A. M. (2014). Digital skills. Unlocking the information society. New York: Palgrave Macmillan.
go back to reference Warschauer, M. (2003). Technology and social inclusion: Rethinking the digital divide. Cambridge: MIT Press. Warschauer, M. (2003). Technology and social inclusion: Rethinking the digital divide. Cambridge: MIT Press.
go back to reference Wellman, B., & Haythornthwaite, C. (Eds.). (2002). The internet in everyday life. Malden: Blackwell. Wellman, B., & Haythornthwaite, C. (Eds.). (2002). The internet in everyday life. Malden: Blackwell.
go back to reference Witte, J. C., & Mannon, S. E. (2010). The internet and social inequalities. New York-London: Routledge. Witte, J. C., & Mannon, S. E. (2010). The internet and social inequalities. New York-London: Routledge.
go back to reference Zillien, N., & Hargittai, E. (2009). Digital distinction: Status-specific types of internet usage. Social Science Quarterly, 90(2), 274–291.CrossRef Zillien, N., & Hargittai, E. (2009). Digital distinction: Status-specific types of internet usage. Social Science Quarterly, 90(2), 274–291.CrossRef
Metadata
Title
The Matthew Effect in the Italian Digital Context: The Progressive Marginalisation of the “Poor”
Authors
Isabella Mingo
Roberta Bracciale
Publication date
30-11-2016
Publisher
Springer Netherlands
Published in
Social Indicators Research / Issue 2/2018
Print ISSN: 0303-8300
Electronic ISSN: 1573-0921
DOI
https://doi.org/10.1007/s11205-016-1511-2

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