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Automated Democracy Scores

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  • Marzagão, Thiago

Abstract

This papers uses natural language processing to create the first machine-coded democracy index, which I call Automated Democracy Scores (ADS). The ADS is based on 42 million news articles from 6,043 different sources and cover all indepen- dent countries in the 1993-2012 period. Unlike the democracy indices we have today the ADS is replicable and has standard errors small enough to actually distinguish between cases.

Suggested Citation

  • Marzagão, Thiago, 2017. "Automated Democracy Scores," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 37(1), May.
  • Handle: RePEc:sbe:breart:v:37:y:2017:i:1:a:58160
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    References listed on IDEAS

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    1. Dani Rodrik, 1999. "Democracies Pay Higher Wages," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 707-738.
    2. Torsten Persson & Guido Tabellini, 2006. "Democracy and Development: The Devil in the Details," American Economic Review, American Economic Association, vol. 96(2), pages 319-324, May.
    3. Martin, Lanny W. & Vanberg, Georg, 2008. "A Robust Transformation Procedure for Interpreting Political Text," Political Analysis, Cambridge University Press, vol. 16(1), pages 93-100, January.
    4. Robert J. Barro, 1999. "Determinants of Democracy," Journal of Political Economy, University of Chicago Press, vol. 107(S6), pages 158-183, December.
    5. Laver, Michael & Benoit, Kenneth & Garry, John, 2003. "Extracting Policy Positions from Political Texts Using Words as Data," American Political Science Review, Cambridge University Press, vol. 97(2), pages 311-331, May.
    6. Pemstein, Daniel & Meserve, Stephen A. & Melton, James, 2010. "Democratic Compromise: A Latent Variable Analysis of Ten Measures of Regime Type," Political Analysis, Cambridge University Press, vol. 18(4), pages 426-449.
    7. Shawn Treier & Simon Jackman, 2008. "Democracy as a Latent Variable," American Journal of Political Science, John Wiley & Sons, vol. 52(1), pages 201-217, January.
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