Employing Data Mining Techniques in Testing the Effectiveness of Modernization Theory

Aydın, Tolga and Aydın, Gülşen (2016): Employing Data Mining Techniques in Testing the Effectiveness of Modernization Theory. Published in: European Journal of Multidisciplinary Studies , Vol. 2, No. 1 (May 2016): pp. 98-105.

Abstract

his interdisciplinary study is concerned with testing the effectiveness of Modernization Theory in explaining regime change by means of data mining techniques. Modernization Theory, which links democratization with economic development (improvements in income, urbanization, industrialization, education and communication levels), has been criticized widely. Many criticisms posited that there is not a significant relation between economic development and democratization. This study is an attempt to test whether the theory has improved its effectiveness with the advent of the Internet and mobile phone technologies. To this end, first, the variables are introduced. Then, the study makes an analysis by using data mining techniques. It first tests the correlation between democratization and improvements in income, education, urbanization and communication levels within the period between 1976 and 1995. Then it adds the new variables, the Internet and mobile phone usage, and tests the correlation between democratization and this new range of variables for 1996-2015 period. In the conclusion, the study evaluates whether the effectiveness of Modernization Theory is improved when the Internet and mobile phone usage are added as the new variables. It is found that there is not a strong relation between income per capita and democratization as some critics of the Modernization Theory suggest, but other factors emphasized by this theory like improvements in education and communication have a more decisive effect. Moreover, among our new variables, Internet usage proved to be a really important variable conducive to democratization according to test results.

• Item Type: MPRA Paper
• Language: English
• Subjects: O - Economic Development, Innovation, Technological Change, and Growth > O1 - Economic Development > O10 - General

References

Augustinos, G. (1991). Introduction. In Augustinos, G. (Ed.). Diverse paths to modernity in Southeastern Europe: essays in national development (Vol. 20) (pp. 1-15). Praeger Pub Text.

Freedom House, (2016a), FIW 1973-2016 Individual country ratings and status, , [Online] Available: https://freedomhouse.org/.../Territory%20Ratings%20and%20Status, %201973-2016%20(final).xlsx

Freedom House, (2016b), About Freedom in the World, [Online] Available: https://freedomhouse.org/report-types/freedom-world (August 31, 2016).

Kennedy, R. (2010). The contradiction of modernization: a conditional model of endogenous democratization. The Journal of Politics, 72(03), 785-798.

Lerner, D. (1968) ‘Modernization’, in D. L. Sills & R. K. Merton (eds) International encyclopedia of the social sciences, pp. 386–95. New York: Macmillan.

Lipset, S. M. (1959). Some social requisites of democracy: Economic development and political legitimacy. American political science review, 53(01), 69-105.

Lageman, T. (2016). Mohamed Bouazizi: Was the Arab Spring worth dying for? Al Jazeera.

Marsh, R. M. (2014). Modernization Theory, Then and Now. Comparative Sociology, 13(3), 261-283.

Martinelli, A. (2005). Global Modernization: Rethinking the project of modernity. London, Thousand Oaks and New Delhi: Sage.

Przeworski, A., & Limongi, F. (1997). Modernization: Theories and facts. World politics, 49(02), 155-183.

Ryan, Y. (2011). How Tunisia’s revolution began. Al Jazeera, 26.

Schmidt, V. H. (2010). Modernity and diversity: reflections on the controversy between modernization theory and multiple modernists. Social Science Information, 49(4), 511-538.

Weka 3: Data Mining Software in Java, [Online] Available: http://www.cs.waikato.ac.nz/ml/weka/

World Bank Data Bank, World Development Indicators, [Online] Available: http://databank.worldbank.org/data/home.aspx

Wucherpfennig, J., & Deutsch, F. (2009). Modernization and democracy: Theories and evidence revisited. Living Reviews in Democracy, 1, 1-9.