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Effectiveness of FDI, technological gap and sectoral level productivity in the Visegrad Group

    Kamil Makieła   Affiliation
    ; Liwiusz Wojciechowski   Affiliation
    ; Krzysztof Wach   Affiliation

Abstract

The objective of this paper is to investigate the impact of foreign direct investment (FDI) on economic growth and productivity in sectors of the Visegrad Group one decade after their accession to the EU. In order to account for sample heterogeneity, as well as productivity differences, we construct a generalized true random-effects model with varying efficiency distribution. We find that FDI has a positive impact on the Visegrad Group’s sectors and that its effectiveness depends upon the technological gap between the host and home economy. There are three sources of this positive impact: (i) sectoral output and labour productivity growth, (ii) more effective use of input factors, and via (iii) higher efficiency component of the total factor productivity (TFP). These sources form a three-way transmission mechanism through which FDI can impact economic growth conditioned upon FDI effectiveness due to the technological gap.


First published online 21 December 2020

Keyword : FDI, productivity, TFP, Visegrad Group, GTRE, panel data

How to Cite
Makieła, K., Wojciechowski, L., & Wach, K. (2021). Effectiveness of FDI, technological gap and sectoral level productivity in the Visegrad Group. Technological and Economic Development of Economy, 27(1), 149-174. https://doi.org/10.3846/tede.2020.14017
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Jan 18, 2021
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References

Alfaro, L., Kalemli-Ozcan, S., & Sayek, S. (2009). FDI, productivity and financial development. The World Economy, 32(1), 111–135. https://doi.org/10.1111/j.1467-9701.2009.01159.x

Almfraji, M. A., & Almsafir, M. K. (2014). Foreign direct investment and economic growth literature review from 1994 to 2012. Procedia – Social and Behavioural Sciences, 129, 206–213. https://doi.org/10.1016/j.sbspro.2014.03.668

Apostolov, M. (2016). Cobb-Douglas production function on FDI in Southeast Europe. Journal of Economic Structures, 5(10), 1–28. https://doi.org/10.1186/s40008-016-0043-x

Azman, W. N. W., Baharumshah, A. Z., & Law, S. H. (2010). Foreign direct investment, economic freedom and economic growth: International evidence. Economic Modelling, 27, 1079–1089. https://doi.org/10.1016/j.econmod.2010.04.001

Badunenko, O., & Kumbhakar, S. (2016). When, where and how to estimate persistent and transient efficiency in stochastic frontier panel data models. European Journal of Operational Research, 255(1), 272–287. https://doi.org/10.1016/j.ejor.2016.04.049

Barrell, R., & Holland, D. (2000). Foreign direct investment and enterprise restructuring in Central Europe. Economics of Transition, 8(2), 477–504. https://doi.org/10.1111/1468-0351.00052

Barrios, S., Gorg, H., & Strobl., E. (2005). Foreign direct investment, competition and industrial development in the host country. European Economic Review, 49(7), 1761–1784. https://doi.org/10.1016/j.euroecorev.2004.05.005

Bijsterbosch, M., & Kolasa, M. (2010). FDI and productivity convergence in Central and Eastern Europe: an industry-level investigation. Review of World Economics, 145, 689–712. https://doi.org/10.1007/s10290-009-0036-z

Cipollina, M., Giovannetti, G., Pietrovito, F., & Pozzolo, A. (2012). FDI and growth: What crosscountry industry data say. The World Economy, 35(11), 1599–1629. https://doi.org/10.1111/j.1467-9701.2012.01478.x

Colombi, R., Kumbhakar, S. C., Martini, G., & Vittadini, G. (2014) Closed-skew normality in stochastic frontiers with individual effects and long/short-run efficiency. Journal of Productivity Analysis, 42(2), 123–136. https://doi.org/10.1007/s11123-014-0386-y

Djankov, S., & Hoekman, B. (2000). Foreign investment and productivity growth in Czech enterprises. World Bank Economic Review, (14), 49–64. https://doi.org/10.1093/wber/14.1.49

Doytch, N., & Uctum, M. (2011). Does the worldwide shift of FDI from manufacturing to services accelerate economic growth? A GMM estimation study. Journal of International Money and Finance, 30(3), 410–427. https://doi.org/10.1016/j.jimonfin.2011.01.001

Dunning, J. (1973). The determinants of international production. Oxford Economic Papers, 25(3), 289–336. https://doi.org/10.1093/oxfordjournals.oep.a041261

Durham, J. B. (2004). Absorptive capacity and the effects of foreign direct investment and equity foreign portfolio investment on economic growth. European Economic Review, 48(2), 285–306. https://doi.org/10.1016/S0014-2921(02)00264-7

Egger, P., & Pfaffermayr, M. (2001). A note on labour productivity and foreign inward direct investment. Applied Economics Letters, 8(4), 229–232. https://doi.org/10.1080/135048501750103917

Filippini, M., & Greene, W. (2016). Persistent and transient productive inefficiency: a maximum simulated likelihood approach. Journal of Productivity Analysis, 45(2), 187–196. https://doi.org/10.1007/s11123-015-0446-y

Fillat, C., & Woerz, J. (2011). Good or bad? The influence of FDI on productivity growth. An industry level analysis. Journal of International Trade and Economic Development, 20(3), 293–328. https://doi.org/10.1080/09638190903003010

Findlay, R. (1978). Relative Backwardness, direct foreign investment, and the transfer of technology: A simple dynamic model. The Quarterly Journal of Economics, 92(1), 1–16. https://doi.org/10.2307/1885996

Fried, H. O., Lovell, C. A. K., & Schmidt, S. S. (2008). The measurement of productive efficiency and productivity growth. Oxford University Press. https://doi.org/10.1093/acprof:oso/9780195183528.001.0001

Glass, A. J., & Saggi, K. (1998). International technology transfer and the technology gap. Journal of Development Economics, 55, 369–398. https://doi.org/10.1016/S0304-3878(98)00041-8

Gunther, J., & Kristalova, M. (2016). No risk, no fun? Foreign direct investment in Central and Eastern Europe. Intereconomics, 51(2), 95–99. https://doi.org/10.1007/s10272-016-0583-1

Hanafy, S., & Marktanner, M. (2019). Sectoral FDI, absorptive capacity and economic growth – empirical evidence from Egyptian governorates. The Journal of International Trade & Economic Development, 28(1), 57–81. https://doi.org/10.1080/09638199.2018.1489881

Hanousek, J., Kocenda, E., & Maurel, M. (2011). Direct and indirect effects of FDI in emerging European markets: A survey and meta-analysis. Economic Systems, 35(3), 301–322. https://doi.org/10.1016/j.ecosys.2010.11.006

Haskel, J., Pereira, S., & Slaughter, M. (2007). Does inward foreign direct investment boost the productivity of domestic firms? The Review of Economics and Statistics, 89(3), 482–496. https://doi.org/10.1162/rest.89.3.482

Hirschman, A. (1958). The strategy of economic development. Yale University Press.

Hong, J., Zhou, C., Wu, Y., Wang, R., & Marinova, D. (2019). Technology gap, reverse technology spillover and domestic innovation performance in outward foreign direct investment: Evidence from China. China & World Economy, 27, 1–23. https://doi.org/10.1111/cwe.12272

Iamsiraroj, S., & Ulubasoglu, M. A. (2015). Foreign direct investment and economic growth: a real relationship or wishful thinking? Economic Modelling, 51, 200–213. https://doi.org/10.1016/j.econmod.2015.08.009

Javorcik, B. S. (2004). Does foreign direct investment increase the productivity of domestic firms? In search of spillovers through backward linkages. American Economic Review, 94(3), 605–627. https://doi.org/10.1257/0002828041464605

Javorcik, B. S. & Spatareanu, M. (2011). Does it matter where you come from? Vertical spillovers from foreign direct investment and the origin of investors. Journal of Development Economics, 96(1), 126–138. https://doi.org/10.1016/j.jdeveco.2010.05.008

Javorcik, B. S., Lo Turco, A., & Maggioni, D. (2018). New and improved: Does FDI boost production complexity in host countries? The Economic Journal, 128(614), 2507–2537. https://doi.org/10.1111/ecoj.12530

Jiang, W., Martek, I., Hosseini, M. R., Tamošaitienė, J., & Chen, C. (2019). Foreign infrastructure investment in developing countries: a dynamic panel data model of political risk impacts. Technological and Economic Development of Economy, 25(2), 134–167. https://doi.org/10.3846/tede.2019.7632

Kokko A., Tansinis, R., & Zeman, M. C. (1996). Local technological capability and productivity spillovers from FDI in the Uruguayan manufacturing sector. Journal of Development Studies, 32. https://doi.org/10.1080/00220389608422430

Kolasa, M. (2008). How does FDI inflow affect productivity of domestic firms? The role of horizontal and vertical spillovers, absorptive capacity and competition. The Journal of International Trade & Economic Development, 17(1), 155–173. https://doi.org/10.1080/09638190701728131

Konings, J. (2001). The effects of foreign direct investment on domestic firms. Evidence from firm-level panel data in emerging economies. Economics of Transition, 9(3), 619–633. https://doi.org/10.1111/1468-0351.00091

Koop, G., Osiewalski, J., & Steel, M. F. (2000). Modelling the sources of output growth in a panel of countries. Journal of Business & Economic Statistics, 18, 284–299. https://doi.org/10.1080/07350015.2000.10524871

Koop, G., Osiewalski, J., & Steel, M. F. J. (1994). Hospital efficiency analysis through individual effects: a Bayesian approach (Discussion Paper No. 9447). Center for Economic Research.

Koop, G., Osiewalski, J., & Steel, M. F. J. (1997). Bayesian efficiency analysis through individual effects: Hospital cost frontiers. Journal of Econometrics, 76, 77–105. https://doi.org/10.1016/0304-4076(95)01783-6

Kosztowniak, A. (2013). Foreign direct investment as a factor of economic growth in Poland. Empirical analysis for the period 1995–2012. Advances in Economics and Business, 1(2), 203–212.

Li, C., & Tanna, S. (2019). The impact of foreign direct investment on productivity: New evidence for developing countries. Economic Modelling, 80, 453–466. https://doi.org/10.1016/j.econmod.2018.11.028

Lin, C., Lee, C., & Yang, C. (2011). Does foreign direct investment really enhance China’s regional productivity? The Journal of International Trade & Economic Development, 20(6), 741–768. https://doi.org/10.1080/09638190903294866

Liu, Z. (2008). Foreign direct investment and technology spillovers: Theory and evidence. Journal of Development Economics, 85(1), 176–193. https://doi.org/10.1016/j.jdeveco.2006.07.001

Liu, W. S., Agbola, F. W., & Dzator, J. A. (2016). The impact of FDI spillover effects on total factor productivity in the Chinese electronic industry: a panel data analysis. Journal of the Asia Pacific Economy, 21(2), 217–234. https://doi.org/10.1080/13547860.2015.1137473

MacDougall, G. D. A. (1960). The benefits and costs of private investment from abroad. Economic Record, 36, 13–35. https://doi.org/10.1111/j.1475-4932.1960.tb00491.x

Makieła, K. (2014). Bayesian stochastic frontier analysis of economic growth and productivity change in the EU, USA, Japan and Switzerland. Central European Journal of Economic Modelling and Econometrics, 6(3), 193–216.

Makieła, K. (2017a). Bayesian inference and Gibbs sampling in generalized true random-effects models. Central European Journal of Economic Modelling and Econometrics, 9(1), 69–95.

Makieła, K. (2017b). Bayesian stochastic frontier analysis with MATLAB (Working Paper). https://doi.org/10.13140/RG.2.2.24520.06403

Makieła, K., & Mazur, B. (2020a). Bayesian model averaging and prior sensitivity in stochastic frontier analysis. Econometrics, 8(2), 13. https://doi.org/10.3390/econometrics8020013

Makieła, K., & Mazur, B. (2020b). Stochastic frontier analysis with generalized errors: inference, model comparison and averaging. http://arxiv.org/abs/2003.07150

Makieła, K., & Misztur, T. (2012). Going green versus economic performance. Engineering Economics, 23(2), 137–143. https://doi.org/10.5755/j01.ee.23.2.1546

Makieła, K., & Ouattara, B. (2018). Foreign direct investment and economic growth: Exploring the transmission channels. Economic Modelling, 72, 296–305. https://doi.org/10.1016/j.econmod.2018.02.007

Mallick, S., & Moore, T. (2008). Foreign capital in a growth model. Review of Development Economics, 12(1), 143–159. https://doi.org/10.1111/j.1467-9361.2008.00437.x

Marzec, J., & Osiewalski, J. (2008). Bayesian inference on technology and cost efficiency of bank branches. Bank and Credit, 39(9), 29–43.

Mastromarco, C., & Ghosh, S. (2009). Foreign capital, human capital, and efficiency: A stochastic frontier analysis for developing countries. World Development, 32(2), 489–502. https://doi.org/10.1016/j.worlddev.2008.05.009

Mastromarco, C., & Simar, S. (2014). Effect of FDI and time on catching up: New insights from a conditional nonparametric frontier analysis. Journal of Applied Econometrics, 30(5), 826–847. https://doi.org/10.1002/jae.2382

Melnyk, L., Kubatko, O., & Pysarenko, S. (2014). The impact of foreign direct investment on economic growth: case of post communism transition economies. Problems and Perspectives in Management, 12(1).

Meyer, K. E., & Sinani, E. (2009). When and where does foreign direct investment generate positive spillovers? A meta-analysis. Journal of International Business Studies, 40(7), 1075–1094. https://doi.org/10.1057/jibs.2008.111

Olislager, L., & Knijno, P. (2017). Estimating purchasing power parities for the production side of GDP. Eurostat EURONA – Eurostat Review on National Accounts and Macroeconomic Indicators. https://ec.europa.eu/eurostat/cros/system/files/euronaissue2-2016-art3.pdf

Orlic, E., Hashi, I., & Hisarciklilar, M. (2018). Cross sectoral FDI spillovers and their impact on manufacturing productivity. International Business Review, 27(4), 777–796. https://doi.org/10.1016/j.ibusrev.2018.01.002

Osiewalski, J., Wróblewska, J., & Makieła, K. (2018). Bayesian comparison of production function-based and time-series GDP models. Empirical Economics. https://doi.org/10.1007/s00181-018-1575-8

Sgard, J. (2001). Direct foreign investments and productivity growth in Hungarian firms, 1992–1999. https://doi.org/10.2139/ssrn.293696

Sohinger, J. (2005). Growth and convergence in European transition economies: The impact of foreign direct investment. Eastern European Economics, 43(2), 73–94. https://doi.org/10.1080/00128775.2005.11041099

Stancik, J. (2010). FDI spillovers in the Czech Republic: Takeovers versus greenfields. In F. Keereman, & I. Szekely (Eds.), Five years of an enlarged EU. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-12516-4_3

Su, W., Zhang, D., Zhang, C., Abrhám, J., Simionescu, M., Yaroshevich, N., & Guseva, V. (2018). Determinants of foreign direct investment in the Visegrad group countries after the EU enlargement. Technological and Economic Development of Economy, 24(5), 1955–1978. https://doi.org/10.3846/tede.2018.5487

Thompson, H. (2008). Economic growth with foreign capital. Review of Development Economics, 12(4), 694–701. https://doi.org/10.1111/j.1467-9361.2008.00395.x

Tsionas, M. (2020). Quantile stochastic frontiers. European Journal of Operational Research, 282(3), 1177–1184. https://doi.org/10.1016/j.ejor.2019.10.012

Tsionas, M., & Kumbhakar, S. (2014). Firm heterogenity, persistent and transient technical inefficiency: A generalized true random-effects model. Journal of Applied Econometrics, 29(1), 110–132. https://doi.org/10.1002/jae.2300

Tsionas, M., & Mallick, S. (2019). A Bayesian semiparametric approach to stochastic frontiers and productivity. European Journal of Operational Research, 274, 391–402. https://doi.org/10.1016/j.ejor.2018.10.026

Vu, T. B., & Noy, I. (2009). Sectoral analysis of foreign direct investment and growth in the developed countries. Journal of International Financial Markets, Institutions and Money, 19(2), 402–413. https://doi.org/10.1016/j.intfin.2008.04.002

Wach, K., & Wojciechowski, L. (2016a). Determinants of inward FDI into Visegrad countries: empirical evidence based on panel data for the years 2000–2012. Economics and Business Review, 2(1). https://doi.org/10.18559/ebr.2016.1.3

Wach, K., & Wojciechowski, L. (2016b). Inward FDI and entrepreneurship rate: Empirical evidence on selected effects of FDI in Visegrad countries. Journal of Economics and Management, 24(2), 42–54. https://doi.org/10.22367/jem.2016.24.04

Wang, J.-Y., & Blomstrom, M. (1992). Foreign investment and technology transfer: A simple model. European Economic Review 36(1), 137–155. https://doi.org/10.1016/0014-2921(92)90021-N

Wojciechowski, L. (2016a). Foreign Direct Investment as a stimulant in productivity convergence process between Visegrad Countries and EU–15. Acta Universitatis Lodziensis. Folia Oeconomica, 6(326), 163–180. https://doi.org/10.18778/0208-6018.326.11

Wojciechowski, L. (2016b). The impact of FDI on gross value added in host country with particular emphasis on manufacturing sector. Studies of the Industrial Geography Commission of the Polish Geographical Society, 30(1), 143–158.

Wojciechowski, L., & Makieła, K. (2019). Determinants of foreign direct investments in the Visegrad group countries. Acta Universitatis Lodziensis. Folia Oeconomica, 4(343), 103–121. https://doi.org/10.18778/0208-6018.343.07

Żukowska-Gagelmann, K. (2000). Productivity spillovers from foreign direct investment in Poland. Economic Systems, 24(3), 223–256. https://doi.org/10.1007/s001830000046