Abstract
In this paper, we examine the potential determinants of foreign direct investment. For this purpose, we apply new exact subset selection procedures, which are based on idealized assumptions, as well as their possibly more plausible empirical counterparts to an international data set to select the optimal set of predictors. Unlike the standard model selection procedures AIC and BIC, which penalize only the number of variables included in a model, and the subset selection procedures RIC and MRIC, which consider also the total number of available candidate variables, our data-specific procedures even take the correlation structure of all candidate variables into account. Our main focus is on a new procedure, which we have designed for situations where some of the potential predictors are certain to be included in the model. For a sample of 73 developing countries, this procedure selects only four variables, namely imports, net income from abroad, gross capital formation, and GDP per capita. An important secondary finding of our study is that the data-specific procedures, which are based on extensive simulations and are therefore very time-consuming, can be approximated reasonably well by the much simpler exact methods.
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References
Akaike H (1969) Fitting autoregressive models for prediction. Ann Inst Stat Math 21: 243–247
Akaike H (1973) Information theory and an extension of the maximum likelihood principle. In: Petrov BN, Csaki F (eds) Second international symposium on information theory. Publishing House of the Hungarian Academy of Sciences, Budapest, pp 267–281
Bandelj N (2002) Embedded economies: social relations as determinants of foreign direct investment in central and eastern Europe. Soc Force 81: 411–444
Botric V, Skuflic L (2006) Main determinants of foreign direct investment in the South East European countries. Transit Stud Rev 13: 359–377
Chakrabarti A (2001) The determinants of foreign direct investment: sensitivity analyses of cross-country regressions. KYKLOS 54: 89–114
Foster DP, George EI (1994) The risk inflation criterion for multiple regression. Ann Stat 22: 1947–1975
George EI, Foster DP (2000) Calibration and empirical Bayes variable selection. Biometrika 87: 731–747
Goodspeed TJ, Vazquez JM, Zhang L (2006) Attracting FDI: are other government policies more important than taxation in attracting FDI? Hunter college department of economics working papers 414. Department of Economics, Hunter College, NY
Jackson S, Markowski S (1995) The attractiveness of countries to foreign direct investment: implications for the Asia-Pacific region. J World Trade 29: 159–179
Krkoska L (2001) Foreign direct investment financing of capital formation in central and eastern Europe. Working paper aeries 67. European Bank for Reconstruction and Development (EBRD), London
Loree D, Guisinger S (1995) Policy and non-policy determinants of U.S. equity foreign direct investment. J Int Bus Stud 26: 281–299
Markusen JR (2002) Multinational firms and the theory of international trade. MIT Press, Cambridge and London
Noorzoy MS (1979) Flows of direct investment and their effects on investment in Canada. Econ Lett 2: 257–261
Pistoresi B (2000) Investimenti diretti esteri e fattori di localizzazione: L’america latina e il sud est asiatico. Rivi Polit Econ 19: 27–45
Reschenhofer E (1999) Improved estimation of the expected Kullback-Leibler discrepancy in case of misspecification. Econometr Theory 15: 377–387
Reschenhofer E (2004) On subset selection and beyond. Adv App Stat 4: 265–286
Schwarz G (1978) Estimating the dimension of a model. Ann Stat 6: 461–464
Taylor CT (2000) The impact of host country government policy on us multinational investment decisions. World Econ 23: 635–647
Tibshirani R, Knight K (1999) The covariance inflation criterion for adaptive model selection. J R Stat Soc B 61: 529–546
Tsai P-L (1994) Determinants of foreign direct investment and its impact on economic growth. J Econ Develop 19: 137–163
UNCTAD (2008) World investment report 2008: transnational corporations and the infrastructure challenge
World Bank (2007) World development indicators. Washington, USA
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Reschenhofer, E., Schilde, M., Oberecker, E. et al. Identifying the determinants of foreign direct investment: a data-specific model selection approach. Stat Papers 53, 739–752 (2012). https://doi.org/10.1007/s00362-011-0377-2
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DOI: https://doi.org/10.1007/s00362-011-0377-2
Keywords
- Foreign direct investment
- Non-nested models
- Model selection
- Subset selection
- Mean squared prediction error
- Penalty