Abstract
The productivity of public capital has been very popular research topic for US and other OECD countries, while studies using data from transitional countries are almost non-existent. In this paper, we analyze the productivity of public and private capital in Russia with parametric and non-parametric regression methods utilizing a unique regional level panel data from 2003 to 2007. More specifically, we assess public capital’s spillover effects, i.e., the productivity of public capital on private output, as well as the productivity of different capital ownership types on total output. We find that public capital has a clear positive effect on private output. However, our estimates and test statistics show that parametric methods are not able to grasp vast non-linearities and heterogeneity present among Russian regions, while the non-parametric approach can capture these important features of the data better. Furthermore, we find that multicollinearity is an important methodological problem which should be accounted for in analysis concerning capital data. Our results also suggest that the impact of public capital in Russia is heterogeneous in the sense that for some regions its contribution to private output is insignificant or even negative while it has a considerable positive role for most regions. Concerning the capital elasticities of total output, we find that public capital is less productive than private capital and roughly as productive as joint private-public capital.
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Aaron HJ (1990) Discussion of ‘Why is infrastructure important?’ In: Munnell AH (ed) Is there a shortfall in public capital investment? Federal Reserve Bank of Boston, Boston
Ackerberg D, Benkard L, Berry S, Pakes A (2007) Econometric tools for analyzing market outcomes. In: Heckman JJ, Leamer E (eds) Handbook of econometrics, vol 6. North-Holland Press, Amsterdam
Aghion P, Schankerman M (1999) Competition, entry and the social returns to infrastructure in transition economies. Econ Transit 7(1): 79–101
Ai C, Cassou S (1997) On public capital analysis with state data. Econ Lett 57: 209–212
Alam A, Casero PA, Khan F, Udomsaph C (2008) Unleashing prosperity: productivity growth in Eastern Europe and the Former Soviet Union. The International Bank for Reconstruction and Development. The World Bank, Washington, DC
Aschauer DA (1989) Is public expenditure productive. J Monet Econ 23: 177–200
Aschauer DA (1990) Why is infrastructure important? In: Munnell AH (ed) Is there a shortfall in public capital investment? Federal Reserve Bank of Boston, Boston
Baltagi BD, Pinnoi N (1995) Public capital stock and state productivity growth: further evidence from an error components model. Empir Econ 20: 351–359
Basdevant O (2000) An econometric model of the Russian Federation. Econ Modelling 17: 305–336
Belsley D, Kuh E, Welsh R (1980) Regression diagnostics: identifying influential data and sources of collinearity. Wiley, New York
Blundell R, Chen X, Kristensen D (2007) Semi-nonparametric IV estimation of shape-invariant Engel curves. Econometrica 75: 1613–1669
Bom PRD, Lighthart JE (2011) What have we learned from three decades of research on the productivity of public capital? Mimeo. Tilburg University, Tilburg
Brown JD, Earle JS (2000) Competition and firm performance: evidence from Russia. CEPR Discussion Paper No. 2444
Choi I (2012) Spurious fixed effects regression. Oxford Bull Econ Statist, forthcoming
Cohen JP, Morrison Paul CJ (2004) Public infrastructure investment, interstate spatial spillovers and manufacturing costs. Rev Econ Statist 86: 551–560
Darolles S, Fan Y, Florens JP, Renault E (2011) Nonparametric instrumental regression. Econometrica 79(5): 1541–1565
De Broeck M, Koen V (2000) The great contraction in Russia, the Baltics and the other countries of the Former Soviet Union: a view from the supply side. Working paper 00/32. The International Monetary Fund, Washington, DC
Dessus S, Herrera R (2000) Public capital and growth revisited: a panel data assessment. Econ Devel Cult Change 48(2): 407–418
Djankov S, Murrell P (2002) Enterprise restructuring in transition: a quantitative survey. J Econ Lit 40(3): 739–792
Dodonov B, von Hirschhausen C, Opitz P, Sugolov P (2002) Efficient infrastructure supply for economic development in transition countries: the case of Ukraine. Post Commun Econ 14(2): 149–167
Duggal VG, Saltzman C, Klein LR (1999) Infrastructure and productivity: a nonlinear approach. J Econom 92: 47–74
Evans P, Karras G (1994) Are government activities productive? Evidence from a panel of US States. Rev Econ Statist 76: 1–11
Frölich M (2006) Nonparametric regression for binary dependent variables. Econometrics J 9(3): 511–540
Garcia-Mila T, McGuire TJ, Porter RH (1996) The effects of public capital in state level production functions reconsidered. Rev Econ Statist 78: 177–180
Gramlich EM (1994) Infrastructure investment: a review essay. J Econ Lit 32: 1176–1196
Greene WH (2003) Econometric analysis. Prentice Hall, Upper Saddle River
Hall P, Horowitz JL (2005) Nonparametric methods for inference in the presence of instrumental variables. Ann Stat 33: 2904–2929
Hall P, Li Q, Racine JS (2007) Nonparametric estimation of regression functions in the presence of irrelevant regressors. Rev Econ Statist 89: 784–789
Hayfield T, Racine JS (2008) Nonparametric econometrics: the np package. J Stat Softw 27(5): 1–32
Henderson D, Kumbhakar S (2006) Public and private capital productivity puzzle: a nonparametric approach. Southern Econ J 73(1): 219–232
Henderson D, Papageorgiou C, Parmeter CF (2012) Growth empirics without parameters. Econ J 122(559): 125–154
Holtz-Eakin D (1994) Public-sector capital and the productivity puzzle. Rev Econ Statist 76: 12–21
Hsiao C, Li Q, Racine JS (2007) A consistent model specification test with mixed categorical and continuous data. J Econometrics 140: 802–826
Hurvich CM, Simonoff JS, Tsai CL (1998) Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion. J Roy Stat Soc, B 60: 271–293
Huynh K, Jacho-Chávez D (2009) Growth and governance: a nonparametric analysis. J Compar Econ 37(1): 121–143
Im KS, Pesaran MH, Shin Y (2003) Testing for unit roots in heterogeneous panels. J Econom 115: 53–74
Institute for Economy in Transition, IET, Moscow (2008)
Izyumov A, Vahaly J (2008) Old capital vs. new investment in Post-Soviet economies: conceptual issues and estimates. Compar Econ Stud 50: 79–110
Karlsson S, Löthgren M (2000) On the power and interpretation of panel unit root tests. Econ Lett 66: 249–255
Kushnirsky F (2001) A modification of the production function for transition economies reflecting the role of institutional factors. Compar Econ Stud 43: 1–30
Leppänen S, Linden M, Solanko L (2012) Firms, public good provision and institutional uncertainty: evidence from Russia. Econ Syst, forthcoming
Levin A, Lin CF, Chu CS (2002) Unit root tests in panel data: asymptotic and finite sample properties. J Econom 108: 1–24
Levinsohn J, Petrin A (2003) Estimating production functions using inputs to control for unobservables. Rev Econ Stud 70: 317–342
Li Q, Racine JS (2004) Cross-validated local linear nonparametric regression. Stat Sinica 14(2): 485–512
Li Q, Racine JS (2007) Nonparametric econometrics: theory and practice. Princeton University Press, New York
Maddala GS, Wu S (1999) A comparative study of unit root tests with panel data and a new simple approach. Oxford Bull Econ Statist 61: 631–652
Morrison CJ, Schwartz AE (1996a) Public infrastructure, private input demand, and economic performance in New England manufacturing. J Bus Econ Statist 14: 91–101
Morrison CJ, Schwartz AE (1996b) State infrastructure and productive performance. Amer Econ Rev 86: 1095–1111
Munnell AH (1990a) Why has productivity growth declined? Productivity and public investment. New Eng Econ Rev 3–22
Munnell AH (1990b) How does public infrastructure affect regional economic performance? In: Munnell AH (ed) Is there a shortfall in public capital investment? Federal Reserve Bank of Boston, Boston
Nadiri MI, Mamuneas TP (1994) The effects of public infrastructure and R&D capital on the cost structure and performance of U.S. manufacturing industries. Rev Econ Statist 76: 22–37
Newey WK, Powell JL (2003) Instrumental variables estimation of nonparametric models. Econometrica 71: 1565–1578
Olley S, Pakes A (1996) The dynamics of productivity in the telecommunications equipment industry. Econometrica 64: 1263–1295
Pesaran MH (2007) A simple panel unit root test in the presence of cross section dependence. J Appl Econom 22(2): 265–312
Phillips PCB, Su L (2011) Nonparametric structural estimation via continuous location shifts in an endogenous regressor. Econom J 14(3): 457–486
Plümper T, Troger V (2007) Efficient estimation of time invariant and rarely changing variables in panel data analysis with unit effects. Polit Anal 15(2): 124–139
Racine JS, Li Q (2004) Nonparametric estimation of regression functions with both categorical and continuous data. J Econom 119(1): 99–130
Ram R (1996) Productivity of public capital and private investment in developing countries: a broad international perspective. World Devel 24: 1373–1378
RER, Russian Economic Report #11 (2005) Regional development and policy in Russia. World Bank Moscow Office, Economics Unit
Rosstat (2008) Russian Statistical Yearbook
Sutela P (2003) The Russian market economy. Kikimora Publications, Series B:31, Helsinki
Tatom JA (1991) Public capital and private sector performance. Fed Reserve Bank St. Louis Rev 73: 3–15
Wang Q, Phillips PCB (2009) Structural nonparametric cointegrating regression. Econometrica 77(6): 1901–1948
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Kortelainen, M., Leppänen, S. Public and private capital productivity in Russia: a non-parametric investigation. Empir Econ 45, 193–216 (2013). https://doi.org/10.1007/s00181-012-0615-z
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DOI: https://doi.org/10.1007/s00181-012-0615-z