What drives total factor productivity growth? An examination of spillover effects

REFERENCES

• Adler, G., Duval, R., Furceri, D., Kiliç Çelik, S., Koloskova, K., & Poplawski-Ribeiro, M. (2017). Gone with the headwinds: Global productivity (SDN/17/04). International Monetary Fund (IMF).
   Google Scholar
• Akçomak, I. S., & ter Weel, B. (2009). Social capital, innovation and growth: Evidence from Europe. European Economic Review, 53(5), 544–567. https://doi.org/10.1016/j.euroecorev.2008.10.001
   Web of Science ®Google Scholar
• Antonelli, C., Patrucco, P. P., & Quatraro, F. (2011). Productivity growth and pecuniary knowledge externalities: An empirical analysis of agglomeration economies in European regions. Economic Geography, 87(1), 23–50. https://doi.org/10.1111/j.1944-8287.2010.01104.x
   Web of Science ®Google Scholar
• Baltabaev, B. (2014). Foreign direct investment and total factor productivity growth: New macro-evidence. World Economy, 37(2), 311–334. https://doi.org/10.1111/twec.12115
   Web of Science ®Google Scholar
• Bence, J. R. (1995). Analysis of short time series: Correcting for autocorrelation. Ecology, 76(2), 628–639. https://doi.org/10.2307/1941218
   Web of Science ®Google Scholar
• Beugelsdijk, S., Klasing, M. J., & Milionis, P. (2018). Regional economic development in Europe: The role of total factor productivity. Regional Studies, 52(4), 461–476. https://doi.org/10.1080/00343404.2017.1334118
   Web of Science ®Google Scholar
• Boschma, R. (2005). Proximity and innovation: A critical assessment. Regional Studies, 39(1), 61–74. https://doi.org/10.1080/0034340052000320887
   Web of Science ®Google Scholar
• Bottazzi, L., & Peri, G. (2003). Innovation and spillovers in regions: Evidence from European patent data. European Economic Review, 47(4), 687–710. https://doi.org/10.1016/S0014-2921(02)00307-0
   Web of Science ®Google Scholar
• Brambor, T., Clark, W. R., & Golder, M. (2006). Understanding interaction models: Improving empirical analyses. Political Analysis, 14(1), 63–82. https://doi.org/10.1093/pan/mpi014
   Web of Science ®Google Scholar
• Brixy, U. (2014). The significance of entry and exit for regional productivity growth. Regional Studies, 48(6), 1051–1070. https://doi.org/10.1080/00343404.2014.895804
   Web of Science ®Google Scholar
• Bronzini, R., & Piselli, P. (2009). Determinants of long-run regional productivity with geographical spillovers: The role of R&D, human capital and public infrastructure. Regional Science and Urban Economics, 39(2), 187–199. https://doi.org/10.1016/j.regsciurbeco.2008.07.002
   Web of Science ®Google Scholar
• Buesa, M., Heijs, J., & Baumert, T. (2010). The determinants of regional innovation in Europe: A combined factorial and regression knowledge production function approach. Research Policy, 39(6), 722–735. https://doi.org/10.1016/j.respol.2010.02.016
   Web of Science ®Google Scholar
• Cameron, G., Proudman, J., & Redding, S. (2005). Technological convergence, R&D, trade and productivity growth. European Economic Review, 49(3), 775–807. https://doi.org/10.1016/S0014-2921(03)00070-9
   Web of Science ®Google Scholar
• Capello, R. (2009). Spatial spillovers and regional growth: A cognitive approach. European Planning Studies, 17(5), 639–658. https://doi.org/10.1080/09654310902778045
   Web of Science ®Google Scholar
• Capello, R., & Lenzi, C. (2015). Knowledge, innovation and productivity gains across European regions. Regional Studies, 49(11), 1788–1804. https://doi.org/10.1080/00343404.2014.917167
   Web of Science ®Google Scholar
• Charron, N., Dijkstra, L., & Lapuente, V. (2014). Regional governance matters: Quality of government within European Union member states. Regional Studies, 48(1), 68–90. https://doi.org/10.1080/00343404.2013.770141
   Web of Science ®Google Scholar
• Charron, N., Dijkstra, L., & Lapuente, V. (2015). Mapping the regional divide in Europe: A measure for assessing quality of government in 206 European regions. Social Indicators Research, 122(2), 315–346. https://doi.org/10.1007/s11205-014-0702-y
   Web of Science ®Google Scholar
• Cohen, W. M., & Levinthal, D. A. (1990). Absorptive capacity: A new perspective on learning and innovation. Administrative Science Quarterly, 35(1), 128–152. https://doi.org/10.2307/2393553
   Web of Science ®Google Scholar
• Crescenzi, R., & Rodríguez-Pose, A. (2013). R&D, socio-economic conditions, and regional innovation in the U.S. Growth Change, 44, 287–320. https://doi.org/10.1111/grow.12011
   Web of Science ®Google Scholar
• Destefanis, S., & Sena, V. (2005). Public capital and total factor productivity: New evidence from the Italian regions, 1970–98. Regional Studies, 39(5), 603–617. https://doi.org/10.1080/00343400500151863
   Web of Science ®Google Scholar
• Dettori, B., Marrocu, E., & Paci, R. (2012). Total factor productivity, intangible assets and spatial dependence in the European regions. Regional Studies, 46(10), 1401–1416. https://doi.org/10.1080/00343404.2010.529288
   Web of Science ®Google Scholar
• Doloreux, D., & Porto Gomez, I. (2017). A review of (almost) 20 years of regional innovation systems research. European Planning Studies, 25(3), 371–387. https://doi.org/10.1080/09654313.2016.1244516
   Web of Science ®Google Scholar
• Elhorst, J. P. (2008). Serial and spatial error correlation. Economics Letters, 100(3), 422–424. https://doi.org/10.1016/j.econlet.2008.03.009
   Web of Science ®Google Scholar
• Elhorst, J. P. (2010). Dynamic models in Space and time. Geographical Analysis, 33(2), 119–140. https://doi.org/10.1111/j.1538-4632.2001.tb00440.x
   Google Scholar
• Elhorst, J. P. (2014). Spatial econometrics. From cross-sectional data to spatial panels. Springer. https://doi.org/10.1007/978-3-642-40340-8
   Google Scholar
• European Commission. (2009). 6th Progress report on economic and social cohesion. European Commission.
   Google Scholar
• European Commission. (2010). Europe 2020: A strategy for smart, sustainable and inclusive growth. Communication from the Commission, COM(2010) 2020. European Commission.
   Google Scholar
• Ezcurra, R., Iraizoz, B., & Pascual, P. (2009). Total factor productivity, efficiency, and technological change in the European regions: A nonparametric approach. Environment and Planning A: Economy and Space, 41(5), 1152–1170. https://doi.org/10.1068/a40362
   Web of Science ®Google Scholar
• Fagerberg, J. (1987). A technology gap approach to why growth rates differ. Research Policy, 16(2–4), 87–99. https://doi.org/10.1016/0048-7333(87)90025-4
   Web of Science ®Google Scholar
• Fingleton, B., & López-Bazo, E. (2006). Empirical growth models with spatial effects. Papers in Regional Science, 85(2), 177–198. https://doi.org/10.1111/j.1435-5957.2006.00074.x
   Web of Science ®Google Scholar
• Fischer, M. M., Scherngell, T., & Reismann, M. (2009). Knowledge spillovers and total factor productivity: Evidence using a spatial panel data model. Geographical Analysis, 41(2), 204–220. https://doi.org/10.1111/j.1538-4632.2009.00752.x
   Web of Science ®Google Scholar
• Florida, R. (2002). The rise of the creative class: And how it’s transforming work, leisure, community, and everyday life. Basic Books.
   Google Scholar
• Forte, A., Peiró-Palomino, J., & Tortosa-Ausina, E. (2015). Does social capital matter for European regional growth? European Economic Review, 77, 47–64. https://doi.org/10.1016/j.euroecorev.2015.03.013
   Web of Science ®Google Scholar
• Guiso, L., Sapienza, P., & Zingales, L. (2008). Long term persistence (Working Paper No. 14278). National Bureau of Economic Research (NBER). https://doi.org/10.3386/w14278
   Google Scholar
• Inglehart, R., & Baker, W. E. (2000). Modernization, cultural change, and the persistence of traditional values. American Sociological Review, 65(1), 19–51. https://doi.org/10.2307/2657288
   Web of Science ®Google Scholar
• Inglehart, R., & Welzel, C. (2010). Changing mass priorities: The link between modernization and democracy. Perspectives on Politics, 8(2), 551–567. https://doi.org/10.1017/S1537592710001258
   Web of Science ®Google Scholar
• Krzyścin, J. W. (1997). Detection of a trend superposed on a serially correlated time series. Journal of Atmospheric and Solar–Terrestrial Physics, 59(1), 21–30. https://doi.org/10.1016/S1364-6826(96)00003-X
   Web of Science ®Google Scholar
• Laursen, K., & Salter, A. (2006). Open for innovation: The role of openness in explaining innovation performance among U.K. manufacturing firms. Strategic Management Journal, 27(2), 131–150. https://doi.org/10.1002/smj.507
   Web of Science ®Google Scholar
• Männasoo, K., Hein, H., & Ruubel, R. (2018). The contributions of human capital, R&D spending and convergence to total factor productivity growth. Regional Studies, 52(12), 1598–1611. https://doi.org/10.1080/00343404.2018.1445848
   Web of Science ®Google Scholar
• Marrocu, E., & Paci, R. (2012). Education or creativity: What matters most for economic performance? Economic Geography, 88(4), 369–401. https://doi.org/10.1111/j.1944-8287.2012.01161.x
   Web of Science ®Google Scholar
• Marrocu, E., & Paci, R. (2013). Regional development and creativity. International Regional Science Review, 36(3), 354–391. https://doi.org/10.1177/0160017612461915
   Web of Science ®Google Scholar
• Marrocu, E., Paci, R., & Usai, S. (2013). Productivity growth in the old and new Europe: The role of agglomeration externalities. Journal of Regional Science, 53(3), 418–442. https://doi.org/10.1111/jors.12000
   Web of Science ®Google Scholar
• Millo, G. (2014). Maximum likelihood estimation of spatially and serially correlated panels with random effects. Computational Statistics and Data Analysis, 71, 914–933. https://doi.org/10.1016/j.csda.2013.07.024
   Web of Science ®Google Scholar
• North, D. C. (1990). Institutions, institutional change and economic performance. Cambridge University Press.
   Google Scholar
• Organisation for Economic Co-operation and Development (OECD). (1996). The knowledge-based economy. OECD Publ. https://doi.org/10.2139/ssrn.1369058
   Google Scholar
• Organisation for Economic Co-operation and Development (OECD). (2009). Regions matter. OECD Publ. https://doi.org/10.1787/9789264076525-en
   Google Scholar
• Organisation for Economic Co-operation and Development (OECD). (2010). The OECD innovation strategy: Getting a head start on tomorrow. OECD Publ. https://doi.org/10.1787/9789264083479-en
   Google Scholar
• Organisation for Economic Co-operation and Development (OECD). (2015). The future of productivity. OECD Publ. https://doi.org/10.1787/9789264248533-en
   Google Scholar
• Organisation for Economic Co-operation and Development (OECD). (2016). OECD regions at a glance 2016. OECD Publ. https://doi.org/10.1787/reg_glance-2016-en
   Google Scholar
• Paci, R., & Marrocu, E. (2014). Tourism and regional growth in Europe. Papers in Regional Science, 93, S25–S50. https://doi.org/10.1111/pirs.12085
   Web of Science ®Google Scholar
• Pike, A., Rodríguez-Pose, A., & Tomaney, J. (2017). Shifting horizons in local and regional development. Regional Studies, 51(1), 46–57. https://doi.org/10.1080/00343404.2016.1158802
   Web of Science ®Google Scholar
• Puškárová, P., & Piribauer, P. (2016). The impact of knowledge spillovers on total factor productivity revisited: New evidence from selected European capital regions. Economic Systems, 40(3), 335–344. https://doi.org/10.1016/j.ecosys.2015.09.006
   Web of Science ®Google Scholar
• Putnam, R. D., Leonardi, R., & Nanetti, R. Y. (1993). Making democracy work: Civic traditions in modern Italy. Princeton University Press.
   Google Scholar
• Rodríguez-Pose, A. (2013). Do institutions matter for regional development? Regional Studies, 47(7), 1034–1047. https://doi.org/10.1080/00343404.2012.748978
   Web of Science ®Google Scholar
• Rodríguez-Pose, A., & Crescenzi, R. (2008). Research and development, spillovers, innovation systems, and the genesis of regional growth in Europe. Regional Studies, 42(1), 51–67. https://doi.org/10.1080/00343400701654186
   Web of Science ®Google Scholar
• Rodríguez-Pose, A., & Villarreal Peralta, E. M. (2015). Innovation and regional growth in Mexico: 2000–2010. Growth and Change, 46(2), 172–195. https://doi.org/10.1111/grow.12102
   Web of Science ®Google Scholar
• Schatzer, T., Siller, M., Walde, J., & Tappeiner, G. (2019). The impact of model choice on estimates of regional TFP. International Regional Science Review, 42(1), 98–116. https://doi.org/10.1177/0160017618754311
   Web of Science ®Google Scholar
• Schatzer, T., Siller, M., Walde, J., & Tappeiner, G. (2020). The anatomy of total factor productivity convergence across European regions. Scienze Regionali. https://doi.org/10.14650/97106
   Google Scholar
• Sleuwaegen, L., & Boiardi, P. (2014). Creativity and regional innovation: Evidence from EU regions. Research Policy, 43(9), 1508–1522. https://doi.org/10.1016/j.respol.2014.03.014
   Web of Science ®Google Scholar
• Vogel, J. (2015). The two faces of R&D and human capital: Evidence from Western European regions. Papers in Regional Science, 94(3), 525–551. https://doi.org/10.1111/pirs.12084
   Web of Science ®Google Scholar
• World Economic Forum (WEF). (2016). The global competitiveness report 2016–2017. WEF.
   Google Scholar