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The Role of R&D Intensity and Education in a Model of Inequality, Growth and Risk of Poverty: Evidence from Europe

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  • Richard Gardiner

    (University of Pardubice)

  • Petr Hajek

    (University of Pardubice)

Abstract

Reducing inequality and risk of poverty has become a global challenge for sustainable development and improving quality of life because economic growth has not translated into inequality and risk of poverty alleviation. Therefore, the extent to which inequality, economic growth and risk of poverty interact has been a serious concern. However, previous studies have failed to incorporate the effects of R&D and education into the model of inequality, growth and risk of poverty. The purpose of this study was to contribute to the understanding of the role of R&D and education in the model by examining the dynamics of causal relationships. Consideration was given to heterogeneity and cross-sectional dependence across European Union countries over the period 2000 to 2018. Our findings provide evidence for the central importance of R&D intensity and education level in the model of inequality, growth and risk of poverty. Notably, our results argue for the feedback hypothesis between economic growth and R&D intensity for both old and new EU country samples. In addition, our results revealed the bidirectional favourable effect between R&D and inequality for old EU countries, while the adverse effect of R&D on risk of poverty was observed for new EU countries, implying that national and EU-wide policies for research and innovation should shift from an orientation towards economic growth to one towards societal challenges.

Suggested Citation

  • Richard Gardiner & Petr Hajek, 2024. "The Role of R&D Intensity and Education in a Model of Inequality, Growth and Risk of Poverty: Evidence from Europe," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 1845-1870, March.
    • Handle: RePEc:spr:jknowl:v:15:y:2024:i:1:d:10.1007_s13132-023-01169-0
    DOI: 10.1007/s13132-023-01169-0
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    1. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "How enhancing information and communication technology has affected inequality in Africa for sustainable development: An empirical investigation," Sustainable Development, John Wiley & Sons, Ltd., vol. 27(4), pages 647-656, July.
    2. Dullah Mulok & Mori Kogid & Rozilee Asid & Jaratin Lily, 2012. "Is economic growth sufficient for poverty alleviation? Empirical evidence from Malaysia," Cuadernos de Economía - Spanish Journal of Economics and Finance, Asociación Cuadernos de Economía, vol. 35(97), pages 26-32, Abril.
    3. Neil Lee & Andrés Rodríguez-Pose, 2016. "Is There Trickle-Down from Tech? Poverty, Employment, and the High-Technology Multiplier in U.S. Cities," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 106(5), pages 1114-1134, September.
    4. Kaushik Basu & S. Subramanian, 2020. "Inequality, Growth, Poverty and Lunar Eclipses: Policy and Arithmetic," Development and Change, International Institute of Social Studies, vol. 51(2), pages 352-370, March.
    5. Riccardo Crescenzi & Davide Luca & Simona Milio, 2016. "Editor's choice The geography of the economic crisis in Europe: national macroeconomic conditions, regional structural factors and short-term economic performance," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 9(1), pages 13-32.
    6. Sarah Voitchovsky, 2005. "Does the Profile of Income Inequality Matter for Economic Growth?," Journal of Economic Growth, Springer, vol. 10(3), pages 273-296, September.
    7. Hasna Khemili & Mounir Belloumi, 2018. "Cointegration Relationship between Growth, Inequality and Poverty In Tunisia," International Journal of Applied Economics, Finance and Accounting, Online Academic Press, vol. 2(1), pages 8-18.
    8. Antonelli, Cristiano & Gehringer, Agnieszka, 2017. "Technological change, rent and income inequalities: A Schumpeterian approach," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 85-98.
    9. Wubneshe Dessalegn Biru & Manfred Zeller & Tim K. Loos, 2020. "Correction to: The Impact of Agricultural Technologies on Poverty and Vulnerability of Smallholders in Ethiopia: A Panel Data Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 148(1), pages 351-351, February.
    10. Accinelli, Elvio & Sanchez Carrera, Edgar J., 2011. "Strategic complementarities between innovative firms and skilled workers: The poverty trap and the policymaker's intervention," Structural Change and Economic Dynamics, Elsevier, vol. 22(1), pages 30-40, February.
    11. Bretschger, Lucas & Lechthaler, Filippo & Rausch, Sebastian & Zhang, Lin, 2017. "Knowledge diffusion, endogenous growth, and the costs of global climate policy," European Economic Review, Elsevier, vol. 93(C), pages 47-72.
    12. Wade, Robert Hunter, 2004. "Is Globalization Reducing Poverty and Inequality?," World Development, Elsevier, vol. 32(4), pages 567-589, April.
    13. Madhu Sehrawat & A. K. Giri, 2018. "The impact of financial development, economic growth, income inequality on poverty: evidence from India," Empirical Economics, Springer, vol. 55(4), pages 1585-1602, December.
    14. Arunachalam, Raj & Shenoy, Ajay, 2017. "Poverty traps, convergence, and the dynamics of household income," Journal of Development Economics, Elsevier, vol. 126(C), pages 215-230.
    15. Didier Yelognisse Alia, 2017. "Progress Toward The Sustainable Development Goal on Poverty: Assessing The Effect of Income Growth on The Exit Time from Poverty in Benin," Sustainable Development, John Wiley & Sons, Ltd., vol. 25(6), pages 495-503, November.
    16. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    17. Dorota Weziak-Bialowolska, 2016. "Spatial Variation in EU Poverty with Respect to Health, Education and Living Standards," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 125(2), pages 451-479, January.
    18. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    19. Lee, Neil & Clarke, Stephen, 2019. "Do low-skilled workers gain from high-tech employment growth? High-technology multipliers, employment and wages in Britain," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    20. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    21. Bruno Bosco & Ambra Poggi, 2020. "Middle Class, Government Effectiveness and Poverty in the EU: A Dynamic Multilevel Analysis," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 66(1), pages 94-125, March.
    22. Mirza, M. Usman & Richter, Andries & van Nes, Egbert H. & Scheffer, Marten, 2019. "Technology driven inequality leads to poverty and resource depletion," Ecological Economics, Elsevier, vol. 160(C), pages 215-226.
    23. Alain de Janvry & Elisabeth Sadoulet, 2000. "Growth, Poverty, And Inequality In Latin America: A Causal Analysis, 1970–94," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 46(3), pages 267-287, September.
    24. Benedito Cunguara & Joseph Hanlon, 2012. "Whose Wealth Is It Anyway? Mozambique's Outstanding Economic Growth with Worsening Rural Poverty," Development and Change, International Institute of Social Studies, vol. 43(3), pages 623-647, May.
    25. Andrew Berg & Jonathan D. Ostry & Charalambos G. Tsangarides & Yorbol Yakhshilikov, 2018. "Redistribution, inequality, and growth: new evidence," Journal of Economic Growth, Springer, vol. 23(3), pages 259-305, September.
    26. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    27. Bergh, Andreas & Nilsson, Therese, 2014. "Is Globalization Reducing Absolute Poverty?," World Development, Elsevier, vol. 62(C), pages 42-61.
    28. Wubneshe Dessalegn Biru & Manfred Zeller & Tim K. Loos, 2020. "The Impact of Agricultural Technologies on Poverty and Vulnerability of Smallholders in Ethiopia: A Panel Data Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 517-544, January.
    29. Romualdas Juknys & Genovaitė Liobikienė & Renata Dagiliūtė, 2017. "Sustainability of Economic Growth and Convergence in Regions of Different Developmental Stages," Sustainable Development, John Wiley & Sons, Ltd., vol. 25(4), pages 276-287, July.
    30. Carina Mood & Jan O. Jonsson, 2016. "Erratum to: The Social Consequences of Poverty: An Empirical Test on Longitudinal Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 128(2), pages 499-499, September.
    31. Song Lin & Christoph Winkler & Shanshan Wang & Hui Chen, 2020. "Regional determinants of poverty alleviation through entrepreneurship in China," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 32(1-2), pages 41-62, January.
    32. Rana P. Maradana & Rudra P. Pradhan & Saurav Dash & Kunal Gaurav & Manju Jayakumar & Debaleena Chatterjee, 2017. "Does innovation promote economic growth? Evidence from European countries," Journal of Innovation and Entrepreneurship, Springer, vol. 6(1), pages 1-23, December.
    33. Kasman, Adnan & Duman, Yavuz Selman, 2015. "CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis," Economic Modelling, Elsevier, vol. 44(C), pages 97-103.
    34. Hasna Khemili & Mounir Belloumi, 2018. "Cointegration Relationship between Growth, Inequality and Poverty In Tunisia," International Journal of Applied Economics, Finance and Accounting, Online Academic Press, vol. 2(1), pages 8-18.
    35. Christopher B. Barrett & Michael R. Carter, 2013. "The Economics of Poverty Traps and Persistent Poverty: Empirical and Policy Implications," Journal of Development Studies, Taylor & Francis Journals, vol. 49(7), pages 976-990, July.
    36. Ibrahim F. Akoum, 2008. "Globalization, growth, and poverty: the missing link," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 35(4), pages 226-238, March.
    37. repec:bla:revinw:v:46:y:2000:i:3:p:267-87 is not listed on IDEAS
    38. Peter Pedroni, 2000. "Fully Modified OLS for Heterogeneous Cointegrated Panels," Department of Economics Working Papers 2000-03, Department of Economics, Williams College.
    39. Zsolt Darvas, 2019. "Why is it So Hard to Reach the EU’s Poverty Target?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(3), pages 1081-1105, February.
    40. Donou-Adonsou, Ficawoyi, 2019. "Technology, education, and economic growth in Sub-Saharan Africa," Telecommunications Policy, Elsevier, vol. 43(4), pages 353-360.
    41. Ahmed Mushfiq Mobarak & Neela A. Saldanha, 2022. "Remove barriers to technology adoption for people in poverty," Nature Human Behaviour, Nature, vol. 6(4), pages 480-482, April.
    42. Blomquist, Johan & Westerlund, Joakim, 2013. "Testing slope homogeneity in large panels with serial correlation," Economics Letters, Elsevier, vol. 121(3), pages 374-378.
    43. Carina Mood & Jan O. Jonsson, 2016. "The Social Consequences of Poverty: An Empirical Test on Longitudinal Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(2), pages 633-652, June.
    44. Burzynski, Michal & Deuster, Christoph & Docquier, Frédéric, 2020. "Geography of skills and global inequality," Journal of Development Economics, Elsevier, vol. 142(C).
    45. Cristina Irina PARASCHIV, 2017. "The role of education in poverty alleviation," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania / Editura Economica, vol. 0(Special), pages 115-134.
    46. Abdelhafidh Dhrifi & Saleh Alnahdi & Raouf Jaziri, 2021. "The Causal Links Among Economic Growth, Education and Health: Evidence from Developed and Developing Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(3), pages 1477-1493, September.
    47. Angelique G. Nindi & N. M. Odhiambo, 2015. "Poverty and Economic Growth in Swaziland: An Empirical Investigation," Managing Global Transitions, University of Primorska, Faculty of Management Koper, vol. 13(1 (Spring), pages 59-74.
    48. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    49. Bourguignon, Francois & Morrisson, Christian, 1998. "Inequality and development: the role of dualism," Journal of Development Economics, Elsevier, vol. 57(2), pages 233-257.
    50. You, Kefei & Bianco, Silvia Dal & Amankwah-Amoah, Joseph, 2020. "Closing Technological Gaps to Alleviate Poverty: Evidence from 17 Sub-Saharan African Countries," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    51. Andy Sumner, 2019. "Global Poverty and Inequality: Change and Continuity in Late Development," Development and Change, International Institute of Social Studies, vol. 50(2), pages 410-425, March.
    52. repec:bla:obuest:v:61:y:1999:i:0:p:631-52 is not listed on IDEAS
    53. Adams, Richard Jr., 2004. "Economic Growth, Inequality and Poverty: Estimating the Growth Elasticity of Poverty," World Development, Elsevier, vol. 32(12), pages 1989-2014, December.
    54. Olusegun Ayodele Akanbi, 2016. "The growth, poverty and inequality nexus in South Africa: Cointegration and causality analysis," Development Southern Africa, Taylor & Francis Journals, vol. 33(2), pages 166-185, March.
    55. Paul M. Romer, 1994. "The Origins of Endogenous Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 3-22, Winter.
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    More about this item

    Keywords

    Economic growth; Inequality; Risk of poverty; R&D; Education;
    All these keywords.

    JEL classification:

    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development

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