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Research & development and growth: A Bayesian model averaging analysis

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  • Horvath, Roman

Abstract

We examine the effect of research and development (R&D) on long-term economic growth using the Bayesian model averaging (BMA) to deal rigorously with model uncertainty. Previous empirical studies, which applied BMA, investigated the effect of dozens of regressors on long-term growth, but they did not examine the effect of R&D due to data unavailability. We extend these studies by proposing to capture the investment in R&D by the number of Nobel prizes in science. Using our indicator, the estimates show that R&D exerts a positive effect on long-term growth. This result is robust to many different parameter and model prior structures as well as to alternative definitions of R&D indicator.

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  • Horvath, Roman, 2011. "Research & development and growth: A Bayesian model averaging analysis," Economic Modelling, Elsevier, vol. 28(6), pages 2669-2673.
    • Handle: RePEc:eee:ecmode:v:28:y:2011:i:6:p:2669-2673
    DOI: 10.1016/j.econmod.2011.08.007
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    1. anonymous, 1995. "Does the bouncing ball lead to economic growth?," Regional Update, Federal Reserve Bank of Atlanta, issue Jul, pages 1-2,4-6.
    2. Dominique Guellec & Bruno Van Pottelsberghe de la Potterie, 2004. "From R&D to Productivity Growth: Do the Institutional Settings and the Source of Funds of R&D Matter?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(3), pages 353-378, July.
    3. Eris, Mehmet, 2010. "Population heterogeneity and growth," Economic Modelling, Elsevier, vol. 27(5), pages 1211-1222, September.
    4. Robert J. Barro, 2013. "Inflation and Economic Growth," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 121-144, May.
    5. Goel, Rajeev K. & Payne, James E. & Ram, Rati, 2008. "R&D expenditures and U.S. economic growth: A disaggregated approach," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 237-250.
    6. Steven N. Durlauf & Andros Kourtellos & Chih Ming Tan, 2008. "Are Any Growth Theories Robust?," Economic Journal, Royal Economic Society, vol. 118(527), pages 329-346, March.
    7. Carmen Fernandez & Eduardo Ley & Mark F. J. Steel, 2001. "Model uncertainty in cross-country growth regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(5), pages 563-576.
    8. Fernandez, Carmen & Ley, Eduardo & Steel, Mark F. J., 2001. "Benchmark priors for Bayesian model averaging," Journal of Econometrics, Elsevier, vol. 100(2), pages 381-427, February.
    9. Lee, Keun & Kim, Byung-Yeon, 2009. "Both Institutions and Policies Matter but Differently for Different Income Groups of Countries: Determinants of Long-Run Economic Growth Revisited," World Development, Elsevier, vol. 37(3), pages 533-549, March.
    10. Theo S. Eicher & Chris Papageorgiou & Adrian E. Raftery, 2011. "Default priors and predictive performance in Bayesian model averaging, with application to growth determinants," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(1), pages 30-55, January/F.
    11. Xavier Sala-I-Martin, 1997. "Transfers, Social Safety Nets, and Economic Growth," IMF Staff Papers, Palgrave Macmillan, vol. 44(1), pages 81-102, March.
    12. Koop,Gary & Poirier,Dale J. & Tobias,Justin L., 2007. "Bayesian Econometric Methods," Cambridge Books, Cambridge University Press, number 9780521671736, June.
    13. Falk, Martin, 2007. "R&D spending in the high-tech sector and economic growth," Research in Economics, Elsevier, vol. 61(3), pages 140-147, September.
    14. Martin Feldkircher & Stefan Zeugner, 2009. "Benchmark Priors Revisited: On Adaptive Shrinkage and the Supermodel Effect in Bayesian Model Averaging," IMF Working Papers 2009/202, International Monetary Fund.
    15. Chan,Joshua & Koop,Gary & Poirier,Dale J. & Tobias,Justin L., 2019. "Bayesian Econometric Methods," Cambridge Books, Cambridge University Press, number 9781108437493.
    16. Montgomery, Jacob M. & Nyhan, Brendan, 2010. "Bayesian Model Averaging: Theoretical Developments and Practical Applications," Political Analysis, Cambridge University Press, vol. 18(2), pages 245-270, April.
    17. Hasan, Iftekhar & Tucci, Christopher L., 2010. "The innovation-economic growth nexus: Global evidence," Research Policy, Elsevier, vol. 39(10), pages 1264-1276, December.
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    1. Abida Hafeez & Karim Bux Shah Syed & Fiza Qureshi, 2019. "Exploring the Relationship between Government R & D Expenditures and Economic Growth in a Global Perspective: A PMG Estimation Approach," International Business Research, Canadian Center of Science and Education, vol. 12(4), pages 163-174, April.
    2. Balázs Égert, 2016. "Regulation, Institutions, and Productivity: New Macroeconomic Evidence from OECD Countries," American Economic Review, American Economic Association, vol. 106(5), pages 109-113, May.
    3. Acheampong, Alex O. & Dzator, Janet & Dzator, Michael & Salim, Ruhul, 2022. "Unveiling the effect of transport infrastructure and technological innovation on economic growth, energy consumption and CO2 emissions," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    4. Chen, Ming & Chen, Junying, 2023. "Natural resources extraction in emerging economies: Does it promote sustainable development or crowd-out real sector?," Resources Policy, Elsevier, vol. 83(C).
    5. Niu, Linlin & Xu, Xiu & Chen, Ying, 2017. "An adaptive approach to forecasting three key macroeconomic variables for transitional China," Economic Modelling, Elsevier, vol. 66(C), pages 201-213.
    6. Ulger, Ozlem & Uçan, Okyay, 2018. "R&D expenditures - growth nexus in Turkey," MPRA Paper 91060, University Library of Munich, Germany.
    7. Zafar, Muhammad Wasif & Shahbaz, Muhammad & Hou, Fujun & Sinha, Avik, 2018. "¬¬¬¬¬¬From Nonrenewable to Renewable Energy and Its Impact on Economic Growth: Silver Line of Research & Development Expenditures in APEC Countries," MPRA Paper 90611, University Library of Munich, Germany, revised 10 Dec 2018.
    8. Marcin Błażejowski & Jacek Kwiatkowski & Jakub Gazda, 2019. "Sources of Economic Growth: A Global Perspective," Sustainability, MDPI, vol. 11(1), pages 1-14, January.
    9. Yuri S. Popkov & Yuri A. Dubnov & Alexey Yu. Popkov, 2016. "New Method of Randomized Forecasting Using Entropy-Robust Estimation: Application to the World Population Prediction," Mathematics, MDPI, vol. 4(1), pages 1-16, March.
    10. Balázs Egert, 2017. "The Impact Of Regulations And Institutions On Multi-Factor Productivity: New Evidence From Macroeconomic Estimates," Working Papers hal-04141653, HAL.
    11. Begüm Erdil Şahin, 2015. "The Relationship Between R&D Expenditures and Economic Growth: Panel Data Analysis 1990-2013," EY International Congress on Economics II (EYC2015), November 5-6, 2015, Ankara, Turkey 207, Ekonomik Yaklasim Association.
    12. Chandrashekar Raghutla & Krishna Reddy Chittedi, 2021. "Financial development, real sector and economic growth: Evidence from emerging market economies," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 6156-6167, October.
    13. Mehmet Balcilar & Ojonugwa Usman & George N. Ike, 2023. "Investing green for sustainable development without ditching economic growth," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 728-743, April.
    14. Lucchetti, Riccardo & Pedini, Luca & Pigini, Claudia, 2022. "No such thing as the perfect match: Bayesian Model Averaging for treatment evaluation," Economic Modelling, Elsevier, vol. 107(C).
    15. Abbas Ali Chandio & Yuansheng Jiang & Waqar Akram & Ilhan Ozturk & Abdul Rauf & Aamir Ali Mirani & Huaquan Zhang, 2023. "The impact of R&D investment on grain crops production in China: Analysing the role of agricultural credit and CO2 emissions," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 4120-4138, October.
    16. John Inekwe, 2015. "The Contribution of R&D Expenditure to Economic Growth in Developing Economies," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 124(3), pages 727-745, December.

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    More about this item

    Keywords

    Research and development; Growth; Bayesian model averaging;
    All these keywords.

    JEL classification:

    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General

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