The Effect of Outliers on Regression Analysis: Regime Type and Foreign Direct Investment

Author(s): Seung-Whan Choi

Source:
    Journal:Quarterly Journal of Political Science
    ISSN Print:1554-0626,  ISSN Online:1554-0634
    Publisher:Now Publishers
    Volume 4 Number 2,

Document Type: Article
Pages: 13 (153-165)
DOI: 10.1561/100.00008021

Abstract: The presence of outliers and influential cases can dramatically change the magnitude of regression coefficients and even the direction of coefficient signs (i.e., from positive to negative or vice versa). When researchers ignore abnormal observations, especially with respect to dependent variables, their empirical results can be misleading. Unfortunately, the fact remains underappreciated in studies of political science. To expound upon the outlier issue, I reexamine an empirical study that reports on two opposing effects of democratic institutions on inflows of foreign direct investment (FDI). In doing so, I illustrate the way influential outliers can drastically affect the substantive results of regression analysis. After properly reanalyzing outlying countries, I conclude that democratic countries attract more FDI than authoritarian countries.

Full Text