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AR-GE HARCAMALARININ MEKANSAL EKONOMİK ETKİSİ: ALMANYA ÜZERİNE MEKANSAL PANEL VERİ ANALİZİ

Year 2025, Volume: 23 Issue: 2, 176 - 195, 07.07.2025
https://doi.org/10.11611/yead.1621652

Abstract

Bu çalışma, Almanya'nın NUTS 1 düzeyinde Ar-Ge harcamalarının gayri safi yurtiçi hasıla (GSYH) üzerindeki etkisini incelemektedir. Mekânsal panel veri analizi yöntemi kullanılarak, bölgeler arasındaki mekânsal bağımlılıkların varlığı incelenmiş ve araştırma sonucunda pozitif yönde mekânsal etkiler tespit edilmiştir. Yapılan testler sonucunda, çalışma kapsamında kullanılacak modelin Tesadüfi Etkiler Mekânsal Hata Panel Veri Modeli olduğu tespit edilerek kabul edilmiştir. Ar-Ge harcamalarındaki bir birimlik artışın, yüzde 1 önem düzeyinde gayri safi yurtiçi hasılayı yüzde 7 oranında artırdığı belirlenmiştir. Bunun yanı sıra, modelin yüzde 63'lük açıklayıcılık oranına sahip olduğu tespit edilmiş olup, bu durum modelin hem istatistiksel olarak anlamlı hem de güvenilir olduğunu ortaya koymaktadır. Çalışma, Ar-Ge harcamalarının mekânsal etkilerini ortaya çıkaran çarpan etkisini vurgulaması açısından önem taşımaktadır. Ayrıca, bölgeler arasındaki heterojenliğin ekonomik performans üzerindeki etkisinin anlamlı bir mekânsal ilişkiyle bağlantılı olduğu tespit edilmiş ve bu doğrultuda bir ekonometrik model önerisi geliştirilmiştir.

References

  • Alecke, B., Mitze, T., and Untiedt, G. (2011) "Regional Growth Effects of Economic Support Programs in Germany", Journal of Regional Science, 51(3), 507–535.
  • Anselin, L. (1988) “Spatial Econometrics: Methods and Models”, New York: Springer Science and Business Media.
  • Anselin, L. (2001) "Spatial Econometrics", In B. H. Baltagi (Ed.), A Companion to Theoretical Econometrics, 311–330, Blackwell.
  • Anselin, L., Le Gallo, J., and Jayet, H. (2008) "Spatial Panel Econometrics", In L. Matyas and P. Sevestre (Eds.), The Econometrics of Panel Data: Fundamentals and Recent Developments in Theory and Practice , 3rd ed., 625–662), Berlin: Springer.
  • Audretsch, D. B., and Feldman, M. P. (1996) "RandD Spillovers and the Geography of Innovation and Production", The American Economic Review, 86(3), 630–640.
  • Autant-Bernard, C., and LeSage, J. P. (2011) “Quantifying Knowledge Spillovers Using Spatial Econometric Models”, 51(3), s. 471-496.
  • Bräuninger, M., and Niebuhr, A. (2005) "Convergence, Trade, and Factor Mobility in German Regions", Review of Regional Research, 25(2), 99–118.
  • Breusch, T., and Pagan, A. (1980) "The Lagrange Multiplier Test and Its Applications to Model Specification in Econometrics", The Review of Economic Studies, 47(1), 239–253.
  • Bröcker, J. (1989) "Agglomeration and Regional Employment Growth in Secondary and Tertiary Sectors", Regional Studies, 23(5), 433–449.
  • Bröcker, J., Peschel, K., and Reimers, H. (1983) "Structural Change and Regional Employment Growth in Northern Europe", Regional Science and Urban Economics, 13(3), 389–408.
  • Brunow, S., and Hirte, G. (2009) "The age Pattern of Human Capital and Regional Productivity: A Spatial Econometric Paper on German Regions", Papers in Regional Science, 88(4), 799–824.
  • Celli, V., Cerqua, A., and Pellegrini, G. (2021) "Does R&D Expenditure Boost Economic Growth in Lagging Regions?", Social Indicators Research.
  • Elhorst, J. P. (2017) "Spatial Panel Data Analysis", In S. Shekhar, H. Xiong, and X. Zhou (Eds.), Encyclopedia of GIS (2nd ed., pp. 2050–2058). Cham, Switzerland: Springer International Publishing.
  • Eurostat. (2025) "Total intramural R&D Expenditure (GERD) by Sectors Of Performance". Access Data: 15.01.2025, https://ec.europa.eu/eurostat/databrowser/view/tipsst10/default/table?lang=en.
  • Fritsch, M., and Wyrwich, M. (2021) "Regional Entrepreneurial Culture and Economic Development in Germany", Small Business Economics, 56(4), 1735-1751.
  • Fuchs-Schündeln, N., and Izem, R. (2012) "Explaining the regional Differences in Economic Transition: The Case of Post-Unification Germany", American Economic Review, 102(5), 1671–1701.
  • Funke, M., and Niebuhr, A. (2005a) "Regional Economic Growth: Convergence Clubs in Germany", Applied Economics, 37(6), 665–675.
  • Funke, M., and Niebuhr, A. (2005b) "Knowledge Spillovers and Regional Growth: Evidence from Germany", Regional Studies, 39(1), 143–153.
  • Funke, M., and Strulik, H. (1999) "Regional Growth and Panel Regression in West Germany", Journal of Economic Dynamics and Control, 23(7), 1197–1214.
  • Gülmez, A., and Yardımcıoğlu, F. (2012) "OECD Ülkelerinde Ar-Ge Harcaması ve Ekonomik Büyüme İlişkisi: Panel Eşbütünleşme ve Panel Nedensellik Analizi (1990-2010)", Maliye Dergisi, 163(Temmuz-Aralık), 335–353.
  • Güriş, S., and Çağlayan, T. (2018) "Mekansal Yapı İktisadi Büyümeyi Etkiler Mi: OECD Ülkeleri Örneği", Finansal Araştırmalar Dergisi, 10(19), 277–290.
  • Herz, B., and Röger, W. (1995) "Convergence in Regional GDP Per Capita in Germany", Jahrbuch für Regionalwissenschaft, 15(1), 9–28.
  • Jeleskovic, V., and Loeber, S. (2023) "How Industrial Clusters Influence the Growth of the Regional GDP: A Spatial-Approach", Papers.
  • Kau, J. B. (1970) "Agricultural Employment and Regional Growth in West Germany", Regional Studies, 4(2), 147–155.
  • Kaya, D. G. (2019) "AR-GE Harcamalarının Gelişimi: TR-AB Üzerine Bir Değerlendirme", Atatürk Üniversitesi İktisadi ve İdari Bilimler Dergisi, 33(3), 791–812.
  • Kogler, D. F., Essletzbichler, J., and Rigby, D. L. (2017) "Knowledge Bases, Related Variety, and Regional Growth in Germany", Economic Geography, 93(3), 256–285.
  • Koll, W. (1977) "Wirtschaftswachstum und Industrieentwicklung in Bayern", Zeitschrift für Wirtschaftsgeographie, 21(4), 290–305.
  • Kosfeld, R., Eckey, H.-F., and Dreger, C. (2006) "Regional Income Convergence in Germany, 1992-2000", Empirical Economics, 31(1), 45–62.
  • LeSage, J. P. (1999) “The Theory and Practice of Spatial Econometrics”, Toledo, Ohio, United States: University of Toledo. Access data: 01.01.2025, https://www.spatial-econometrics.com/html/sbook.pdf.
  • LeSage, J. P., and Fisher, M. M. (2008) "Spatial Growth Regressions: Model Specification, Estimation and Interpretation", Spatial Economic Analysis, 3(3), 275–304.
  • Naimoğlu, M. (2021) "Enerji Alanında Yapılan AR-GE Harcamalarının Enerji Tüketimi Üzerine Etkisi: Almanya Örneği", Bingöl Üniversitesi Sosyal Bilimler Enstitüsü Dergisi(22), 97–118.
  • Niebuhr, A. (2001) "Convergence and Spatial Dependence in German Regions", Regional Studies, 35(6), 445–456.
  • Niebuhr, A. (2006) "Spatial Effects of European Integration: Do Border Regions Benefit Average?", Review of Regional Research, 26(2), 123–151.
  • Oguzturk, B. S., and Koç, R. (2023) "Türkiye’nin 100. Yılında Sosyal Sermaye ve İnovasyonun Bölgesel Açıdan Durumu Üzerine Mekânsal Ekonometrik Bir Analiz", Süleyman Demirel Üniversitesi Vizyoner Dergisi, 14(100. Yıl Özel Sayısı), 1–25.
  • Paelinck, J. H. (2012) “Spacial Econometrics: A Personal Overview”, University of Economics in Katowice. Access data: 01.01.2025, https://www.ue.katowice.pl/fileadmin/_migrated /content_uploads/9_J.H.P.Paelinck_Spatial_econometrics....pdf.
  • Paelinck, J. H., and Klaasen, L. H. (1979) “Spatial Econometrics (Studies in Spatial Analysis)”, Farnborough: Saxon House.
  • Pesaran, M. H. (2004) "General Diagnostic Tests for Cross Section Dependence in Panels", IZA Discussion Paper No. 1240. Access data: 01.01.2025, https://docs.iza.org/dp1240.pdf
  • Reimers, H. (1981) "Employment Growth in Northern Europe: A Regional Analysis", Scandinavian Journal of Economics, 83(2), 246–261.
  • Schalk, H. J., and Untiedt, G. (1996) "Technological Efficiency and Regional Growth in West Germany", Applied Economics Letters, 3(10), 677–681.
  • Schröder, H. (1968) "Die Bedeutung der Beschäftigung für das Regionale Wachstum in Westdeutschland", Papers in Regional Science, 20(3), 203–218.
  • Seitz, H. (1995) "Regional Economic Growth and Sectoral Contributions in Germany", Economic Modelling, 12(3), 312–324.
  • Sosa-Escudero, W., and Bera, A. K. (2008) "Tests for Unbalanced Error-Components Models Under Local Misspecification", The Stata Journal, 8(1), 68–78.
  • Südekum, J. (2008) "Convergence or Divergence? Regional Response to Market Integration in the EU", Regional Science and Urban Economics, 38(4), 359–374.
  • Van Oort, F. G. (2007) "Spatial and Sectoral Composition Effects of Agglomeration Economies in the Netherlands", Papers in Regional Science, 86(1), 5–30.
  • Werner, A. (2016) "Empirische Analyse der Determinanten regionalen Wachstums in Deutschland". İçinde Wachstumsdeterminanten in Deutschland. Springer Gabler, Wiesbaden.
  • Yaman, H., Çetin, D., and Dulupçu, M. A. (2020) "OECD Ülkelerinde Ar-Ge Harcamaları ve İleri Teknoloji İhracatı: Bir Panel Veri Analizi", Anadolu Üniversitesi Sosyal Bilimler Dergisi, 20(3), 192–208.
  • Yerdelen Tatoğlu, F. (2020) “İleri Panel Veri Analizi Stata Uygulamaları (4 b.)”, İstanbul: Beta.

THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY

Year 2025, Volume: 23 Issue: 2, 176 - 195, 07.07.2025
https://doi.org/10.11611/yead.1621652

Abstract

The paper examines the impact of R&D expenditures on gross domestic product (GDP) at the NUTS 1 level in Germany. Using the spatial panel data analysis method, the existence of spatial dependencies among regions was investigated, and the findings revealed positive spatial effects. Based on the tests conducted, the Random Effects Spatial Error Panel Data Model was identified and accepted as the appropriate model for this paper. It was determined that a one-unit increase in R&D expenditures leads to a 7% increase in GDP at a 1% significance level. Furthermore, the model was found to have an explanatory power of 63%, demonstrating that it is both statistically significant and reliable. The paper is significant as it emphasizes the multiplier effect that highlights the spatial impacts of R&D expenditures. Additionally, the heterogeneity among regions was found to have a meaningful spatial relationship with economic performance, leading to the development of an econometric model proposal in this context.

References

  • Alecke, B., Mitze, T., and Untiedt, G. (2011) "Regional Growth Effects of Economic Support Programs in Germany", Journal of Regional Science, 51(3), 507–535.
  • Anselin, L. (1988) “Spatial Econometrics: Methods and Models”, New York: Springer Science and Business Media.
  • Anselin, L. (2001) "Spatial Econometrics", In B. H. Baltagi (Ed.), A Companion to Theoretical Econometrics, 311–330, Blackwell.
  • Anselin, L., Le Gallo, J., and Jayet, H. (2008) "Spatial Panel Econometrics", In L. Matyas and P. Sevestre (Eds.), The Econometrics of Panel Data: Fundamentals and Recent Developments in Theory and Practice , 3rd ed., 625–662), Berlin: Springer.
  • Audretsch, D. B., and Feldman, M. P. (1996) "RandD Spillovers and the Geography of Innovation and Production", The American Economic Review, 86(3), 630–640.
  • Autant-Bernard, C., and LeSage, J. P. (2011) “Quantifying Knowledge Spillovers Using Spatial Econometric Models”, 51(3), s. 471-496.
  • Bräuninger, M., and Niebuhr, A. (2005) "Convergence, Trade, and Factor Mobility in German Regions", Review of Regional Research, 25(2), 99–118.
  • Breusch, T., and Pagan, A. (1980) "The Lagrange Multiplier Test and Its Applications to Model Specification in Econometrics", The Review of Economic Studies, 47(1), 239–253.
  • Bröcker, J. (1989) "Agglomeration and Regional Employment Growth in Secondary and Tertiary Sectors", Regional Studies, 23(5), 433–449.
  • Bröcker, J., Peschel, K., and Reimers, H. (1983) "Structural Change and Regional Employment Growth in Northern Europe", Regional Science and Urban Economics, 13(3), 389–408.
  • Brunow, S., and Hirte, G. (2009) "The age Pattern of Human Capital and Regional Productivity: A Spatial Econometric Paper on German Regions", Papers in Regional Science, 88(4), 799–824.
  • Celli, V., Cerqua, A., and Pellegrini, G. (2021) "Does R&D Expenditure Boost Economic Growth in Lagging Regions?", Social Indicators Research.
  • Elhorst, J. P. (2017) "Spatial Panel Data Analysis", In S. Shekhar, H. Xiong, and X. Zhou (Eds.), Encyclopedia of GIS (2nd ed., pp. 2050–2058). Cham, Switzerland: Springer International Publishing.
  • Eurostat. (2025) "Total intramural R&D Expenditure (GERD) by Sectors Of Performance". Access Data: 15.01.2025, https://ec.europa.eu/eurostat/databrowser/view/tipsst10/default/table?lang=en.
  • Fritsch, M., and Wyrwich, M. (2021) "Regional Entrepreneurial Culture and Economic Development in Germany", Small Business Economics, 56(4), 1735-1751.
  • Fuchs-Schündeln, N., and Izem, R. (2012) "Explaining the regional Differences in Economic Transition: The Case of Post-Unification Germany", American Economic Review, 102(5), 1671–1701.
  • Funke, M., and Niebuhr, A. (2005a) "Regional Economic Growth: Convergence Clubs in Germany", Applied Economics, 37(6), 665–675.
  • Funke, M., and Niebuhr, A. (2005b) "Knowledge Spillovers and Regional Growth: Evidence from Germany", Regional Studies, 39(1), 143–153.
  • Funke, M., and Strulik, H. (1999) "Regional Growth and Panel Regression in West Germany", Journal of Economic Dynamics and Control, 23(7), 1197–1214.
  • Gülmez, A., and Yardımcıoğlu, F. (2012) "OECD Ülkelerinde Ar-Ge Harcaması ve Ekonomik Büyüme İlişkisi: Panel Eşbütünleşme ve Panel Nedensellik Analizi (1990-2010)", Maliye Dergisi, 163(Temmuz-Aralık), 335–353.
  • Güriş, S., and Çağlayan, T. (2018) "Mekansal Yapı İktisadi Büyümeyi Etkiler Mi: OECD Ülkeleri Örneği", Finansal Araştırmalar Dergisi, 10(19), 277–290.
  • Herz, B., and Röger, W. (1995) "Convergence in Regional GDP Per Capita in Germany", Jahrbuch für Regionalwissenschaft, 15(1), 9–28.
  • Jeleskovic, V., and Loeber, S. (2023) "How Industrial Clusters Influence the Growth of the Regional GDP: A Spatial-Approach", Papers.
  • Kau, J. B. (1970) "Agricultural Employment and Regional Growth in West Germany", Regional Studies, 4(2), 147–155.
  • Kaya, D. G. (2019) "AR-GE Harcamalarının Gelişimi: TR-AB Üzerine Bir Değerlendirme", Atatürk Üniversitesi İktisadi ve İdari Bilimler Dergisi, 33(3), 791–812.
  • Kogler, D. F., Essletzbichler, J., and Rigby, D. L. (2017) "Knowledge Bases, Related Variety, and Regional Growth in Germany", Economic Geography, 93(3), 256–285.
  • Koll, W. (1977) "Wirtschaftswachstum und Industrieentwicklung in Bayern", Zeitschrift für Wirtschaftsgeographie, 21(4), 290–305.
  • Kosfeld, R., Eckey, H.-F., and Dreger, C. (2006) "Regional Income Convergence in Germany, 1992-2000", Empirical Economics, 31(1), 45–62.
  • LeSage, J. P. (1999) “The Theory and Practice of Spatial Econometrics”, Toledo, Ohio, United States: University of Toledo. Access data: 01.01.2025, https://www.spatial-econometrics.com/html/sbook.pdf.
  • LeSage, J. P., and Fisher, M. M. (2008) "Spatial Growth Regressions: Model Specification, Estimation and Interpretation", Spatial Economic Analysis, 3(3), 275–304.
  • Naimoğlu, M. (2021) "Enerji Alanında Yapılan AR-GE Harcamalarının Enerji Tüketimi Üzerine Etkisi: Almanya Örneği", Bingöl Üniversitesi Sosyal Bilimler Enstitüsü Dergisi(22), 97–118.
  • Niebuhr, A. (2001) "Convergence and Spatial Dependence in German Regions", Regional Studies, 35(6), 445–456.
  • Niebuhr, A. (2006) "Spatial Effects of European Integration: Do Border Regions Benefit Average?", Review of Regional Research, 26(2), 123–151.
  • Oguzturk, B. S., and Koç, R. (2023) "Türkiye’nin 100. Yılında Sosyal Sermaye ve İnovasyonun Bölgesel Açıdan Durumu Üzerine Mekânsal Ekonometrik Bir Analiz", Süleyman Demirel Üniversitesi Vizyoner Dergisi, 14(100. Yıl Özel Sayısı), 1–25.
  • Paelinck, J. H. (2012) “Spacial Econometrics: A Personal Overview”, University of Economics in Katowice. Access data: 01.01.2025, https://www.ue.katowice.pl/fileadmin/_migrated /content_uploads/9_J.H.P.Paelinck_Spatial_econometrics....pdf.
  • Paelinck, J. H., and Klaasen, L. H. (1979) “Spatial Econometrics (Studies in Spatial Analysis)”, Farnborough: Saxon House.
  • Pesaran, M. H. (2004) "General Diagnostic Tests for Cross Section Dependence in Panels", IZA Discussion Paper No. 1240. Access data: 01.01.2025, https://docs.iza.org/dp1240.pdf
  • Reimers, H. (1981) "Employment Growth in Northern Europe: A Regional Analysis", Scandinavian Journal of Economics, 83(2), 246–261.
  • Schalk, H. J., and Untiedt, G. (1996) "Technological Efficiency and Regional Growth in West Germany", Applied Economics Letters, 3(10), 677–681.
  • Schröder, H. (1968) "Die Bedeutung der Beschäftigung für das Regionale Wachstum in Westdeutschland", Papers in Regional Science, 20(3), 203–218.
  • Seitz, H. (1995) "Regional Economic Growth and Sectoral Contributions in Germany", Economic Modelling, 12(3), 312–324.
  • Sosa-Escudero, W., and Bera, A. K. (2008) "Tests for Unbalanced Error-Components Models Under Local Misspecification", The Stata Journal, 8(1), 68–78.
  • Südekum, J. (2008) "Convergence or Divergence? Regional Response to Market Integration in the EU", Regional Science and Urban Economics, 38(4), 359–374.
  • Van Oort, F. G. (2007) "Spatial and Sectoral Composition Effects of Agglomeration Economies in the Netherlands", Papers in Regional Science, 86(1), 5–30.
  • Werner, A. (2016) "Empirische Analyse der Determinanten regionalen Wachstums in Deutschland". İçinde Wachstumsdeterminanten in Deutschland. Springer Gabler, Wiesbaden.
  • Yaman, H., Çetin, D., and Dulupçu, M. A. (2020) "OECD Ülkelerinde Ar-Ge Harcamaları ve İleri Teknoloji İhracatı: Bir Panel Veri Analizi", Anadolu Üniversitesi Sosyal Bilimler Dergisi, 20(3), 192–208.
  • Yerdelen Tatoğlu, F. (2020) “İleri Panel Veri Analizi Stata Uygulamaları (4 b.)”, İstanbul: Beta.
There are 47 citations in total.

Details

Primary Language English
Subjects Finance and Investment (Other)
Journal Section Research Article
Authors

İsmail Koç 0000-0003-1944-2274

Recep Koç 0000-0003-2626-9414

Submission Date January 16, 2025
Acceptance Date April 25, 2025
Early Pub Date July 7, 2025
Publication Date July 7, 2025
Published in Issue Year 2025 Volume: 23 Issue: 2

Cite

APA Koç, İ., & Koç, R. (2025). THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY. Yönetim Ve Ekonomi Araştırmaları Dergisi, 23(2), 176-195. https://doi.org/10.11611/yead.1621652
AMA Koç İ, Koç R. THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY. Yönetim ve Ekonomi Araştırmaları Dergisi. July 2025;23(2):176-195. doi:10.11611/yead.1621652
Chicago Koç, İsmail, and Recep Koç. “THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY”. Yönetim Ve Ekonomi Araştırmaları Dergisi 23, no. 2 (July 2025): 176-95. https://doi.org/10.11611/yead.1621652.
EndNote Koç İ, Koç R (July 1, 2025) THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY. Yönetim ve Ekonomi Araştırmaları Dergisi 23 2 176–195.
IEEE İ. Koç and R. Koç, “THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY”, Yönetim ve Ekonomi Araştırmaları Dergisi, vol. 23, no. 2, pp. 176–195, 2025, doi: 10.11611/yead.1621652.
ISNAD Koç, İsmail - Koç, Recep. “THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY”. Yönetim ve Ekonomi Araştırmaları Dergisi 23/2 (July2025), 176-195. https://doi.org/10.11611/yead.1621652.
JAMA Koç İ, Koç R. THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY. Yönetim ve Ekonomi Araştırmaları Dergisi. 2025;23:176–195.
MLA Koç, İsmail and Recep Koç. “THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY”. Yönetim Ve Ekonomi Araştırmaları Dergisi, vol. 23, no. 2, 2025, pp. 176-95, doi:10.11611/yead.1621652.
Vancouver Koç İ, Koç R. THE SPATIAL ECONOMIC IMPACT OF R&D EXPENDITURES: A SPATIAL PANEL DATA ANALYSIS OF GERMANY. Yönetim ve Ekonomi Araştırmaları Dergisi. 2025;23(2):176-95.