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Understanding Democratic Transition Using Self-Organizing Maps: a Special Focus on Arab Spring Countries

Author

Listed:
  • Houda Haffoudhi

    (FSEGN, University of Carthage)

  • Racem Mehdi
  • Gam Abdelkader

Abstract

The aim of the paper is to identify, in the light of the Arab spring, the conditions favorable for democratic transition and to analyze the specific experience of Arab countries concerned by regime change. We use a large set of indicators and the self-organizing map (SOM) approach as an alternative analytical tool. Countries are then mapped considering data related to 33 indicators from 121 countries, four years (1984, 1991, 2002 and 2013), including economic, social, demographic, societal and political variables, as well as indicators related to institutional framework. Mapping allows us to link countries configuration to their democratization levels. Then, the SVM clustering methodology is used to cluster the prototypes produced by the SOM in order to discriminate the future successes and to determine the most influential variable on democratic success. Countries neighborhoods are based on similarity in particular characteristics. Our mapping highlights especially population age structure, globalization, health indicators, education and women participation in the society as the most important variables determining each country location which could be related to democracy level and its change over time. In Addition, unemployment, corruption, democratic accountability, and law and order, are the most influential variables distinguishing failure from democratic transition success.

Suggested Citation

  • Houda Haffoudhi & Racem Mehdi & Gam Abdelkader, 2015. "Understanding Democratic Transition Using Self-Organizing Maps: a Special Focus on Arab Spring Countries," Working Papers 958, Economic Research Forum, revised Oct 2015.
    • Handle: RePEc:erg:wpaper:958
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    References listed on IDEAS

    as
    1. Daron Acemoglu, 2006. "Modeling Inefficient Institutions," NBER Working Papers 11940, National Bureau of Economic Research, Inc.
    2. Acemoglu,Daron & Robinson,James A., 2009. "Economic Origins of Dictatorship and Democracy," Cambridge Books, Cambridge University Press, number 9780521671422.
    3. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    4. Robert J. Barro, 1999. "Determinants of Democracy," Journal of Political Economy, University of Chicago Press, vol. 107(S6), pages 158-183, December.
    5. Lipset, Seymour Martin, 1959. "Some Social Requisites of Democracy: Economic Development and Political Legitimacy1," American Political Science Review, Cambridge University Press, vol. 53(1), pages 69-105, March.
    6. Sophie Ponthieux & Marie Cottrell, 2001. "Living conditions: classification of households using the Kohonen algorithm," Post-Print hal-00133837, HAL.
    7. Yi Feng & Paul J. Zak, 1999. "The Determinants of Democratic Transitions," Journal of Conflict Resolution, Peace Science Society (International), vol. 43(2), pages 162-177, April.
    8. Przeworski,Adam & Alvarez,Michael E. & Cheibub,Jose Antonio & Limongi,Fernando, 2000. "Democracy and Development," Cambridge Books, Cambridge University Press, number 9780521793797.
    9. Przeworski,Adam & Alvarez,Michael E. & Cheibub,Jose Antonio & Limongi,Fernando, 2000. "Democracy and Development," Cambridge Books, Cambridge University Press, number 9780521790321.
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    Cited by:

    1. Houda Haffoudhi & Rihab Bellakhal, 2020. "Threshold Effect of Globalization on Democracy: the Role of Demography," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 11(4), pages 1690-1707, December.

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