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A Bayesian Approach to Dynamic Panel Models with Endogenous Rarely Changing Variables

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  • Tsai, Tsung-Han

Abstract

Whether democratic and non-democratic regimes perform differently in social provision policy is an important issue to social scientists and policy makers. As political regimes are rarely changing, their long-term or dynamic effects on the outcome are of concern to researchers when they evaluate how political regimes affect social policy. However, estimating the dynamic effects of rarely changing variables in the analysis of time-series cross-sectional data by conventional estimators may be problematic when the unit effects are included in the model specification. This article proposes a model to account for and estimate the correlation between the unit effects and explanatory variables. Applying the proposed model to 18 Latin American countries, this article finds evidence that democracy has a positive effect on social spending both in the short and long term.

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  • Tsai, Tsung-Han, 2016. "A Bayesian Approach to Dynamic Panel Models with Endogenous Rarely Changing Variables," Political Science Research and Methods, Cambridge University Press, vol. 4(3), pages 595-620, September.
    • Handle: RePEc:cup:pscirm:v:4:y:2016:i:03:p:595-620_00
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    1. Michael Ross, 2006. "Is Democracy Good for the Poor?," American Journal of Political Science, John Wiley & Sons, vol. 50(4), pages 860-874, October.
    2. Philip Keefer & Stuti Khemani, 2005. "Democracy, Public Expenditures, and the Poor: Understanding Political Incentives for Providing Public Services," The World Bank Research Observer, World Bank, vol. 20(1), pages 1-27.
    3. van Buuren, Stef & Groothuis-Oudshoorn, Karin, 2011. "mice: Multivariate Imputation by Chained Equations in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i03).
    4. Plümper, Thomas & Troeger, Vera E., 2007. "Efficient Estimation of Time-Invariant and Rarely Changing Variables in Finite Sample Panel Analyses with Unit Fixed Effects," Political Analysis, Cambridge University Press, vol. 15(2), pages 124-139, April.
    5. Keele, Luke & Kelly, Nathan J., 2006. "Dynamic Models for Dynamic Theories: The Ins and Outs of Lagged Dependent Variables," Political Analysis, Cambridge University Press, vol. 14(2), pages 186-205, April.
    6. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
    7. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    8. Gill, Jeff, 2008. "Is Partial-Dimension Convergence a Problem for Inferences from MCMC Algorithms?," Political Analysis, Cambridge University Press, vol. 16(2), pages 153-178, April.
    9. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    10. Brown, David S. & Hunter, Wendy, 1999. "Democracy and Social Spending in Latin America, 1980–92," American Political Science Review, Cambridge University Press, vol. 93(4), pages 779-790, December.
    11. Suzanna De Boef & Luke Keele, 2008. "Taking Time Seriously," American Journal of Political Science, John Wiley & Sons, vol. 52(1), pages 184-200, January.
    12. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    13. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    14. Koehler, Elizabeth & Brown, Elizabeth & Haneuse, Sebastien J.-P. A., 2009. "On the Assessment of Monte Carlo Error in Simulation-Based Statistical Analyses," The American Statistician, American Statistical Association, vol. 63(2), pages 155-162.
    15. Razvan Vlaicu, 2008. "Democracy, Credibility, and Clientelism," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 24(2), pages 371-406, October.
    16. George Avelino & David S. Brown & Wendy Hunter, 2005. "The Effects of Capital Mobility, Trade Openness, and Democracy on Social Spending in Latin America, 1980–1999," American Journal of Political Science, John Wiley & Sons, vol. 49(3), pages 625-641, July.
    17. Meltzer, Allan H & Richard, Scott F, 1981. "A Rational Theory of the Size of Government," Journal of Political Economy, University of Chicago Press, vol. 89(5), pages 914-927, October.
    18. Beck, Nathaniel & Katz, Jonathan N., 2007. "Random Coefficient Models for Time-Series—Cross-Section Data: Monte Carlo Experiments," Political Analysis, Cambridge University Press, vol. 15(2), pages 182-195, April.
    19. Sevestre, P. & Trognon, A., 1985. "A note on autoregressive error components models," Journal of Econometrics, Elsevier, vol. 28(2), pages 231-245, May.
    20. Breusch, Trevor & Ward, Michael B. & Nguyen, Hoa Thi Minh & Kompas, Tom, 2011. "On the Fixed-Effects Vector Decomposition," Political Analysis, Cambridge University Press, vol. 19(2), pages 123-134, April.
    21. Nerlove, Marc, 1971. "Further Evidence on the Estimation of Dynamic Economic Relations from a Time Series of Cross Sections," Econometrica, Econometric Society, vol. 39(2), pages 359-382, March.
    22. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
    23. Robert R. Kaufman & Alex Segura-Ubiergo, 2005. "Globalization, Domestic Politics and Social Spending in Latin," Public Economics 0504009, University Library of Munich, Germany.
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