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Entrepreneurship, Income Inequality and Public Spending: A Spatial Analysis into Regional Determinants of Growing Firms in Greece

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Abstract

One of the key determinants of economic growth, regional prosperity and sustainable development is entrepreneurship. This paper aims to identify proxies for entrepreneurship that can drive prosperity at the regional level, investigating the relationship between entrepreneurship and economic growth and development from a spatial econometric perspective in Greece. A spatial Durbin model was used across the 13 Greek regions for the period 2011–2016. Entrepreneurial activity, as measured by enterprise turnover, heavily affects economic development, employability and income inequality as depicted by gross domestic product per capita, unemployment and household income, respectively. The number of enterprises and research and development expenditure were not important factors. The latter supports a U-shaped relationship between public spending and economic growth. The contribution of this paper to the existing literature is the employment of spatial data models to identify determinants that may affect entrepreneurial development at a regional level, which in turn facilitates economic growth at a country (Greece) level. The advantage of spatial data analysis over conventional econometric models is that it takes into account regional proximity. The empirical findings may be used to potentially introduce appropriate policy measures to foster growth at the regional level, by capitalizing on the competitive advantages of each region.

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Fig. 1

Source: Eurostat (2019)

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Source: Eurostat (2019)

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Source: Eurostat (2019)

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Source: Eurostat (2019)

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References

  • Abreu, M., De Groot, H., & Florax, R. (2005). Space and growth: A survey of empirical evidence and methods. Région Et Développement, 21, 12–43.

    Google Scholar 

  • Acs, Z. J., & Amorós, J. E. (2008). Entrepreneurship and competitiveness dynamics in Latin America. Small Business Economics, 31(3), 305–319.

    Google Scholar 

  • Aghion, P. E. C., & Garcia-Penalosa, C. (1999). Inequality and economic growth: The perspective of the new growth theories. Journal of Economic Literature, 37(4), 1615–1660.

    Google Scholar 

  • Ahmad, N., & Hoffman, A. (2008). A framework for addressing and measuring entrepreneurship. OECD Statistics Working Papers, 2008/02. Paris: OECD. Retrieved December 15, 2020, from https://doi.org/10.1787/243160627270

  • Ahmad, N., & Seymour, R. G. (2008). Defining entrepreneurial activity: Definitions supporting frameworks for data collection. OECD Statistics Working Papers, 2008/01. Paris: OECD. Retrieved December 15, 2020, from https://doi.org/10.1787/243164686763

  • Amorós, J. E., & Cristi, O. (2008). Longitudinal analysis of entrepreneurship and competitiveness dynamics in Latin America. International Entrepreneurship and Management Journal, 4(4), 381–399.

    Google Scholar 

  • Andersson, M., & Koster, S. (2011). Sources of persistence in regional start-up rates-evidence from Sweden. Journal of Economic Geography, 11(1), 179–201.

    Google Scholar 

  • Anselin, L. (1988). A test for spatial autocorrelation in seemingly unrelated regressions. Economics Letters, 28(4), 335–341.

    Google Scholar 

  • Arbia, G., Battisti, M., & Di Vaio, G. (2010). Institutions and geography: Empirical test of spatial growth models for European regions. Economic Modelling, 27(1), 12–21.

    Google Scholar 

  • Audretsch, D. B., & Feldman, M. P. (1996). R&D spillovers and the geography of innovation and production. American Economic Review, 86(3), 630–640.

    Google Scholar 

  • Basile, R. (2008). Regional economic growth in Europe: A semiparametric spatial dependence approach. Papers in Regional Science, 87(4), 527–544.

    Google Scholar 

  • Battisti, M., & De Vaio, G. (2008). A spatially filtered mixture of β-convergence regressions for EU regions, 1980–2002. Empirical Economics, 34(1), 105–121.

    Google Scholar 

  • Baumgartner, D., Schulz, T., & Seidl, I. (2013). Quantifying entrepreneurship and its impact on local economic performance: A spatial assessment in rural Switzerland. Entrepreneurship & Regional Development, An International Journal, 25(3–4), 222–250.

    Google Scholar 

  • Bekti, R. D., & Sutikno, M. S. (2012). Spatial Durbin model to identify influential factors of diarrhea. Journal of Mathematics and Statistics, 8(3), 396–402.

    Google Scholar 

  • Bishop, P. (2012). Knowledge, diversity and entrepreneurship: A spatial analysis of new firm formation in Great Britain. Entrepreneurship & Regional Development, 24(7–8), 641–660.

    Google Scholar 

  • Bivand, R., & Brunstad, R. (2006). Regional growth in Western Europe: Detecting spatial misspecification using the R. Regional Science, 85(2), 277–297.

    Google Scholar 

  • Bonnet, J., Abdesselam, R., Renou-Maissant, P., & Aubry, M. (2015). What happened to entrepreneurial economies after the financial crisis? An empirical study of OECD countries. ERSA Conference Papers, ersa15p84. European Regional Science Association. Retrieved February 28, 2021, from https://www.econstor.eu/bitstream/10419/124575/1/ERSA2015_00084.pdf

  • Bull, I., & Willard, G. E. (1993). Towards a theory of entrepreneurship. Journal of Business Venturing, 8(3), 183–195.

    Google Scholar 

  • Burridge, P. (1981). Testing for a common factor in a spatial autoregression model. Environment and Planning A: Economy and Space, 13(7), 795–800.

    Google Scholar 

  • Caliendo, M., Cobb-Clark, D. A., Hennecke, J., & Uhlendorff, A. (2015). Job search, locus of control, and internal migration. IZA DP No. 9600, December 2015. Retrieved February 28, 2021, from http://ftp.iza.org/dp9600.pdf

  • Carsrud, A., & Brannback, M. (2011). Entrepreneurial motivations: What do we still need to know? Journal of Small Business Management, 49(1), 9–26.

    Google Scholar 

  • Chen, J. M. (2021). An introduction to machine learning for panel data. International Advances in Economic Research, 27(1), 1–16.

    Google Scholar 

  • Chen, J. M., Rehman, M. U., & Vo, X. V. (2021). Clustering commodity markets in space and time: Clarifying returns, volatility, and trading regimes through unsupervised machine learning. Resources Policy, 73, 102162 (abstract only).

  • Cuervo-Cazurra, A. (2008). The multinationalization of developing country MNEs: The case of multilatinas. Journal of International Management, 14(2), 138–154.

    Google Scholar 

  • Cueto, B., Mayor, M., & Suárez, P. (2015). Entrepreneurship and unemployment in Spain: A regional analysis. Applied Economics Letters, 22(15), 1230–1235.

    Google Scholar 

  • Daskalopoulou, I., & Liargovas, P. (2008). Regional and sectoral location patterns of new firms: The case of Greece. Regional and Sectoral Economic Studies, 8(2), 99–111.

    Google Scholar 

  • Deeds, D. L. (2001). The role of R&D intensity, technical development and absorptive capacity in creating entrepreneurial wealth in high technology start-ups. Journal of Engineering and Technology Management, 18(1), 29–47.

    Google Scholar 

  • Del Monte, A., Moccia, S., & Pennacchio, L. (2020). Regional entrepreneurship and innovation: Historical roots and the impact on the growth of regions. Small Business Economics. https://doi.org/10.1007/s11187-020-00425-w

    Article  Google Scholar 

  • Del Monte, A., & Pennacchio, L. (2020). Historical roots of regional entrepreneurship: The role of knowledge and creativity. Small Business Economics, 55(1), 1–22.

    Google Scholar 

  • Egger, P., & Pfaffermayr, M. (2006). Spatial convergence. Papers in Regional Science, 85(2), 199–215.

    Google Scholar 

  • Elhorst, J. P. (2010). Applied spatial econometrics: Raising the bar. Spatial Economic Analysis, 5(1), 9–28.

    Google Scholar 

  • Elhorst, J. P. (2014). Spatial Econometrics: From Cross-Sectional Data to Spatial Panels. Berlin: Springer.

    Google Scholar 

  • Ertur, C., & Koch, W. (2007). Growth, technological interdependence and spatial externalities: Theory and evidence. Journal of Applied Econometrics, 22(6), 1033–1062.

    Google Scholar 

  • European Commission. (2017). European Semester Thematic Factsheet Undeclared Work. 10.11.2017. Retrieved June 28, 2021, from https://ec.europa.eu/info/sites/default/files/file_import/european-semester_thematic-factsheet_undeclared-work_en.pdf

  • European Commission. (2020). Entrepreneurship and small and medium-sized enterprises (SMEs). Retrieved November 14, 2020, from https://ec.europa.eu/growth/smes_en

  • European Parliament. (2015). Youth unemployment in Greece: Situation before the government change. Employment and Social Affairs. Retrieved March 6, 2021, from https://www.europarl.europa.eu/RegData/etudes/BRIE/2015/542220/IPOL_BRI(2015)542220_EN.pdf

  • Eurostat. (2018). Bye bye parents: When do young Europeans flee the nest? Retrieved March 6, 2021, from https://ec.europa.eu/eurostat/web/products-eurostat-news/-/EDN-20180515-1

  • Eurostat. (2019). Eurostat Regional Database: Regional statistics by NUTS classification. Retrieved November 14, 2020, from https://ec.europa.eu/eurostat/web/regions/data/database

  • Federal Reserve Bank of St. Louis. (2021). Factors of production—The Economic Lowdown podcast series. Retrieved February 28, 2021, from https://www.stlouisfed.org/education/economic-lowdown-podcast-series/episode-2-factors-of-production

  • Feng, Z., & Chen, W. (2018). Environmental regulation, green innovation, and industrial green development: An empirical analysis based on the Spatial Durbin model. Sustainability, 10(1), 223.

    Google Scholar 

  • Fingleton, B., & López-Bazo, E. (2006). Empirical growth models with spatial effects. Papers in Regional Science, 85(2), 177–198.

    Google Scholar 

  • Fischer, M. M. (2011). A spatial Mankiw–Romer–Weil model: Theory and evidence. Annals of Regional Science, 47(2), 419–436.

    Google Scholar 

  • Fotheringham, A. S., Brunsdon, C., & Charlton, M. E. (2000). Quantitative Geography: Perspectives on Spatial Data Analysis (1st ed.). London: Sage Publications.

    Google Scholar 

  • Fouquet, R., & Broadberry, S. (2015). Seven centuries of European economic growth and decline. Journal of Economic Perspectives, 29(4), 227–244.

    Google Scholar 

  • Fritsch, M., & Wyrwich, M. (2014). The long persistence of regional levels of entrepreneurship: Germany, 1925–2005. Regional Studies, 48(6), 955–973.

    Google Scholar 

  • Fritsch, M., & Wyrwich, M. (2019). Regional Trajectories of Entrepreneurship, Knowledge, And Growth. Cham, Switzerland: Springer.

    Google Scholar 

  • Galí, J., Smets, F., & Wouters, R. (2012). Unemployment in an estimated New Keynesian model. NBER Macroeconomics Annual, 26(1), 329–360.

    Google Scholar 

  • Georgakopoulos, T. (2017). A new growth model for Greece. Dianeosis Research and Policy Institute, March 2017. Retrieved March 6, 2021, from https://www.dianeosis.org/en/2017/03/a-new-production-model/

  • Hayashi, F. (2000). Econometrics. Princeton, NJ: Princeton University Press.

    Google Scholar 

  • Hébert, R. F., & Link, A. N. (1989). In search of the meaning of entrepreneurship. Small Business Economics, 1(1), 39–49.

    Google Scholar 

  • Hellenic Statistical Authority. (2017). Greece in Figures, January–March, 2017. Retrieved March 6, 2021, from https://www.statistics.gr/documents/20181/1515741/GreeceInFigures_2017Q1_EN.pdf/f17bd442-bfcc-4fbd-bb82-30500b990aa7

  • Hindle, K. (2010). How community factors affect entrepreneurial process: A diagnostic framework. Entrepreneurship and Regional Development, 22(7–8), 599–647.

    Google Scholar 

  • Hundt, C., & Sternberg, R. (2016). Explaining new firm creation in Europe from a spatial and time perspective: A multilevel analysis based upon data of individuals, regions and countries. Papers in Regional Science, 95(2), 223–257.

    Google Scholar 

  • IME GSEVEE. (2019). 2019 IME GSEVEE Report for Small and Medium Enterprises (in Greek). April, 2019. Retrieved November 17, 2020, from https://imegsevee.gr/wp-content/uploads/2019/04/%CE%88%CE%BA%CE%B8%CE%B5%CF%83%CE%B7-%CE%99%CE%9C%CE%95-%CE%93%CE%A3%CE%95%CE%92%CE%95%CE%95-2019-%CE%9C%CE%BC%CE%95.pdf

  • Johansen, K., Ringdal, K., & Thøring, T. (2001). Firm profitability, regional unemployment and human capital in wage determination. Applied Economics, 33(1), 113–121.

    Google Scholar 

  • Klapper, L. F., Amit, R. H., & Guillen, M. F. (2010). Entrepreneurship and Firm Formation Across Countries. In: J. Lerner & A. Schoar (Eds.), International Differences in Entrepreneurship (pp. 129–158). Chicago, IL: University of Chicago Press.

    Google Scholar 

  • Kuznets, S. (1955). Economic growth and income inequality. The American Economic Review, 45(1), 1–28.

    Google Scholar 

  • Kuznets, S. (1963). Quantitative aspects of the economic growth of nations: VIII. Distribution of income by size. Economic Development and Cultural Change, 11(2), 1–80.

    Google Scholar 

  • Le Gallo, J., & Dall’erba, S. (2008). Spatial and sectoral productivity convergence between European regions, 1975–2000. Papers in Regional Science, 87(4), 505–525.

    Google Scholar 

  • LeSage, J. P., & Pace, R. K. (2007). A matrix exponential spatial specification. Journal of Econometrics, 140(1), 190–214.

    Google Scholar 

  • López-Bazo, E., Vayá, E., & Artís, M. (2004). Regional externalities and growth: Evidence from European regions. Journal of Regional Science, 44(1), 43–73.

    Google Scholar 

  • Lumpkin, G. T., & Dess, G. G. (1996). Clarifying the entrepreneurial orientation construct and linking it to performance. Academy of Management Review, 21(1), 135–172.

    Google Scholar 

  • Lunati, M., Schlochtern, J. M., & Sargsyan, G. (2010). Measuring entrepreneurship: The OECD-Eurostat Entrepreneurship Indicators Programme. OECD Statistics Brief, 15. Retrieved December 15, 2020, from https://www.oecd.org/sdd/46413155.pdf

  • Mankiw, N. G. (2013). Defending the one percent. Journal of Economic Perspectives, 27(3), 21–34.

    Google Scholar 

  • Manski, C. F. (1993). Identification of endogenous social effects: The reflection problem. The Review of Economic Studies, 60(3), 531–542.

    Google Scholar 

  • Medina, L., & Schneider, F. (2018). Shadow economies around the world: What did we learn over the last 20 years? IMF Working Paper, WP/18/17. Retrieved June 2021, from https://www.imf.org/en/Publications/WP/Issues/2018/01/25/Shadow-Economies-Around-the-World-What-Did-We-Learn-Over-the-Last-20-Years-45583

  • Milanovic, B. (2011). Worlds Apart: Measuring International and Global Inequality. Princeton, NJ: Princeton University Press.

    Google Scholar 

  • Moran, P. (1950). A test for the serial independence of residuals. Biometrika, 37(1/2), 178–181.

    Google Scholar 

  • Nielsen, M. (2011). Reinventing Discovery: The New Era of Networked Science. Princeton, NJ: Princeton University Press.

    Google Scholar 

  • OECD/European Union. (2017). Self-employment and entrepreneurship by the unemployed. In The missing entrepreneurs 2017: Policies for Inclusive Entrepreneurship. Paris: OECD. Retrieved March 6, 2021, from https://doi.org/10.1787/9789264283602-en

  • OECD/European Union. (2019). Self-employment and entrepreneurship from unemployment. In The missing entrepreneurs 2019: Policies for Inclusive Entrepreneurship. Paris: OECD. Retrieved March 6, 2021, from https://doi.org/10.1787/3ed84801-en

  • OECD. (2020a). Unemployment rate. OECD Data. Retrieved November 14, 2020, from https://data.oecd.org/unemp/unemployment-rate.htm

  • OECD. (2020b). SDBS Structural Business Statistics (ISIC Rev. 4): Number of SMEs and large firms. OECD.Stat. Retrieved November 14, 2020, from https://stats.oecd.org/index.aspx?DataSetCode=SSIS_BSC_ISIC4

  • OECD. (2020c). OECD-Eurostat Entrepreneurship Indicators Programme (EIP). Retrieved December 15, 2020, from http://www.oecd.org/sdd/business-stats/theentrepreneurshipindicatorsprogrammeeipbackgroundinformation.htm

  • Okun, A. (1975). Equality and Efficiency: The Big Tradeoff. Washington, DC: Brookings Institution.

    Google Scholar 

  • Ord, J. (1975). Estimation methods for models of spatial interaction. Journal of the American Statistical Association, 70(349), 120–126.

    Google Scholar 

  • Partridge, D. G., Vrugt, J. A., Tunved, P., Ekman, A. M. L., Struthers, H., & Sorooshian, A. (2012). Inverse modelling of cloud-aerosol interactions—Part 2: Sensitivity tests on liquid phase clouds using a Markov chain Monte Carlo based simulation approach. Atmospheric Chemistry and Physics, 12(6), 2823–2847.

    Google Scholar 

  • Petrakis, P. E. (2016). On the Greek growth model: A collective contribution. In: P. E. Petrakis (Ed.), A New Growth Model for the Greek Economy – Requirements for Long-Term Sustainability (pp. 1–18). New York: Palgrave Macmillan.

  • Pfaffermayr, M. (2009). Conditional β- and σ-convergence in space: A maximum likelihood approach. Regional Science and Urban Economics, 39(1), 63–78.

    Google Scholar 

  • Pijnenburg, K., & Kholodilin, K. A. (2014). Do regions with entrepreneurial neighbours perform better? A spatial econometric approach for German regions. Regional Studies, 48(5), 866–882.

    Google Scholar 

  • Plummer, L. A. (2010). Spatial dependence in entrepreneurship research: Challenges and methods. Organizational Research Methods, 13(1), 146–175.

    Google Scholar 

  • Ram, R. (1988). Economic development and income inequality: Further evidence on the U-curve hypothesis. World Development, 16(11), 1371–1376.

    Google Scholar 

  • Rey, S. J., & Dev, B. (2006). σ-convergence in the presence of spatial effects. Papers in Regional Science, 85(2), 217–234.

    Google Scholar 

  • Rey, S. J., & Le Gallo, J. (2009). Spatial analysis of economic convergence. The Palgrave Handbook of Econometrics, 2, 1251–1292.

    Google Scholar 

  • Rey, S. J., & Montouri, B. D. (1999). US regional income convergence: A spatial econometrics perspective. Regional Studies, 33(2), 143–156.

    Google Scholar 

  • Smith, D. (2010). The role of entrepreneurship in economic growth. Undergraduate Economic Review, 6(1), Article 7.

  • Statista. (2020). Greece: Youth unemployment rate from 1999 to 2019. Retrieved March 6, 2021, from https://www.statista.com/statistics/812053/youth-unemployment-rate-in-greece/

  • Stevenson, H. H., & Jarillo, J. C. (2007). A Paradigm of entrepreneurship: entrepreneurial management. In: Á. Cuervo, D. Ribeiro, & S. Roig (Eds.), Entrepreneurship (pp. 155–170). Berlin: Springer.

    Google Scholar 

  • Stiglitz, J. E. (2012). The Price of Inequality: How Today’s Divided Society Endangers our Future. New York: W. W. Norton & Company.

    Google Scholar 

  • Tsutsumi, M., Seya, H., & Yamagata, Y. (2009). The regional income convergence in Japan after the bubble economy. Third World Conference of the Spatial Econometrics Association, Barcelona. Retrieved November 14, 2020, from http://www.ub.edu/sea2009.com/Papers/77.pdf

  • Van Stel, A., Carree, M., & Thurik, R. (2005). The effect of entrepreneurial activity on national economic growth. Small Business Economics, 24(3), 311–321.

    Google Scholar 

  • Vayá, E., López-Bazo, E., Moreno, R., & Suriñach, J. (2004). Growth and externalities across economies: An empirical analysis using spatial econometrics. In: L. Anselin, R. J. G. M. Florax, & S. J. Rey (Eds.), Advances in Spatial Econometrics (pp. 433–455). Berlin: Springer.

    Google Scholar 

  • Wennekers, S., & Thurik, A. R. (1999). Linking entrepreneurship and economic growth. Small Business Economics, 13(1), 27–56.

    Google Scholar 

  • Wennekers, S., van Stel, A. J., Carree, M. A., & Thurik, R. (2010). The relation between entrepreneurship and economic development: Is it U-shaped? Foundations and Trends in Entrepreneurship, 6(3), 167–237.

    Google Scholar 

  • Wennekers, S., van Wennekers, A., Thurik, R., & Reynolds, P. (2005). Nascent entrepreneurship and the level of economic development. Small Business Economics, 24(3), 293–309.

    Google Scholar 

  • Wilkinson, R., & Pickett, K. (2009). The Spirit Level: Why More Equal Societies Almost Always Do Better. London: Allen Lane.

    Google Scholar 

  • World Bank. (2020a). GDP growth (annual %). The World Bank Data. Retrieved November 14, 2020, from https://data.worldbank.org/indicator/NY.GDP.MKTP.KD.ZG

  • World Bank. (2020b). GDP per capita growth (annual %). The World Bank Data. Retrieved November 14, 2020, from https://data.worldbank.org/indicator/NY.GDP.PCAP.KD.ZG

  • World Bank. (2020c). Doing Business Reports. Retrieved February 28, 2021, from http://www.doingbusiness.org

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Acknowledgements

The authors thank Spyros Chrysanthopoulos and Michalis Vafopoulos for their contribution in finding part of the data used in the analysis. We also express gratitude to Dr. James Ming Chen, Professor at Michigan State University—College of Law, for his valuable comments during this research, and the anonymous reviewers for their contribution in making this a better paper.

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Agiropoulos, C., Galanos, G. & Poufinas, T. Entrepreneurship, Income Inequality and Public Spending: A Spatial Analysis into Regional Determinants of Growing Firms in Greece. Int Adv Econ Res 27, 197–218 (2021). https://doi.org/10.1007/s11294-021-09832-5

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