Araştırma Makalesi


DOI :10.26650/ekoist.2024.41.1553410   IUP :10.26650/ekoist.2024.41.1553410    Tam Metin (PDF)

Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi

Sema YaşarDilan Dayanan

Yüksek teknolojili ürün ihracatı sağlamış olduğu yüksek katma değer dolayısıyla son yıllarda uluslararası ticaretin en önemli unsurlarından biri haline gelmiştir. Küreselleşen ekonomide önemi artan ve rekabet gücü açısından da etkili olan yüksek teknolojili ürün ihracatı için araştırma geliştirme harcamalarının etkisi yadsınamaz. Bu çalışmada, seçilen 22 OECD ülkesi için 1996-2021 dönemini içeren panel veri seti kullanılarak yüksek teknoloji ihracatı (HTECH), araştırma ve geliştirme harcamaları (RD), ticari açıklık (TRADE) ve gayri safi sabit sermaye yatırımları (GFCF) arasındaki ilişki incelenmektedir. Çalışmada, OECD ülkelerinde yüksek teknolojili ürün ihracatı ile Ar-Ge harcamaları arasındaki nedenselliği test etmek için Juodis, Karavias ve Sarafidis’in (2021) Granger nedensellik testinin Xiao vd. (2023) tarafından geliştirilen yeni versiyonu uygulanmıştır. Yapılan analizler neticesinde yüksek teknolojili ürün ihracatı ile araştırma geliştirme harcamaları arasında çift yönlü nedensellik ilişkisi tespit edilmiştir. Ayrıca yüksek teknolojili ürün ihracatı ile modele kontrol değişken olarak eklenen gayri safi sabit sermaye yatırımları ve ticari açıklık ile arasında da çift yönlü nedensellik ilişkisi bulunmuştur. Yapılan analizlerin neticesinde politika yapıcıların araştırma ve geliştirme faaliyetlerine yönelik yatırımları artırmaları, milli gelirden bu faaliyetlere yönelik daha fazla kaynak aktarmaları ve vergi indirimleri, düşük faizli kredi imkanları, nitelikli işgücü temini için eğitim düzenlemeleri, teknolojik gelişmeler için fiziki altyapı temini gibi teşvik edici politikaları uygulamaları gerektiği sonucuna varılmıştır.

DOI :10.26650/ekoist.2024.41.1553410   IUP :10.26650/ekoist.2024.41.1553410    Tam Metin (PDF)

The Role of R&D Expenditures on High Technology Product Exports: A Panel Causality Analysis for OECD Countries

Sema YaşarDilan Dayanan

High-technology exports have become one of the most important components of international trade in recent years due to their high added value. In the context of the globalising economy, there is no doubt about the impact of research and development spending on high-tech exports, which are also advantageous in terms of competitiveness. This study examines the nexus between high-tech exports (HTECH), research and development expenditures (RD), trade openness (TRADE), and gross fixed capital formation (GFCF) for selected 22 OECD countries within a model using a panel dataset over the period 1996–2021. In this study, the new version of the Granger causality test by Juodis, Karavias and Sarafidis (2021) developed by Xiao et al. (2023) was used to test the causality between high-technology product exports and R&D expenditures in OECD countries. The empirical findings show a bidirectional causal link between high-technology exports and R&D expenditure. Additionally, a bidirectional causality relationship was found between high-tech product exports and the gross fixed capital investments and trade openness added to the model as control variables. As a result of the analysis, it is concluded that policymakers should increase investments in R&D activities, allocate more resources from the national income to these activities, and implement incentive policies such as tax reductions, low-interest loan opportunities, educational arrangements for the supply of qualified labour, and the provision of physical infrastructure for technological developments. 


GENİŞLETİLMİŞ ÖZET


Technological innovations, which are among the most important factors that form the basis of competition between countries, can affect the level of competition in foreign trade and lead to an increase in welfare. As a result, high-technology exports are  critical for establishing competitiveness in foreign trade. Especially when the added value it provides is taken into consideration, high-technology exports take its place among the priorities of countries. The main factor that is indispensable for technological innovations is research and development activities. The answer to the question of how investments made in R&D activities affect high-technology product exports is important. For this reason, the aim of the study is to determine the role of R&D expenditures in high-technology exports, to determine whether there is a causal relationship between them, and if so, to determine the direction of this relationship. Determining the causal relationship and the direction of this relationship is extremely important in the economic policies to be implemented.

The study used econometric analysis to investigate the link between high-technology exports and R&D spending. This study explores the relationship between high-tech exports (HTECH), research and development expenditures (RD), trade openness (TRADE), and gross fixed capital formation (GFCF) in a panel dataset of 22 OECD countries from 1996 to 2021. Following the cross-section dependency test and unit root test, a homogeneity test was used to evaluate whether the slope coefficients were homogenous or heterogeneous. Then, the panel causality analysis technique is used to analyse the causation between high-tech exports and R&D spending.

According to the Cross-Section Dependency test results, it was determined that there was a cross-sectional dependency between the series in the panel. Therefore, a second generation test, the Cross-Sectional Augmented Dickey-Fuller (CADF) unit root test, which takes into account the existence of cross-sectional dependency in the analysis, was applied. According to the unit root test result, all variables show non-stationary properties at the level but become stationary at the first difference. Determining whether the slope coefficients are homogenous or heterogeneous is critical in deciding which panel unit root and panel causality analysis methods to use. According to the results of the homogeneity test of the model, it was concluded that the slope coefficients are not homogeneous but heterogeneous. In other words, according to the results obtained, the slope parameters vary between the horizontal sections. Finally, according to the new version of the Granger causality test by Juodis, Karavias, and Sarafidis (2021) developed by Xiao et al. (2023), which was conducted to determine the causality relationship between high-technology exports and R&D expenditures, a bidirectional causality relationship was found between high-technology exports (HTECH) and R&D expenditures (RD). A bidirectional causality relationship was found between high-tech product exports and the gross fixed capital investments (GFCF) and trade openness (TRADE) added to the model as control variables.

According to the results of this study, in which the effect of R&D expenditures on high-technology exports is examined and the causality relationship between them is determined, policy makers need to increase investments in R&D expenditures in order for countries to gain competitive advantage in foreign trade, maintain their advantages and increase their welfare levels. For this purpose, more resources should be allocated from the national income to R&D expenditures. In addition, incentive policies can be implemented by providing tax deductions for R&D investments and offering low-interest credit opportunities, as well as making educational arrangements to provide the qualified workforce required for R&D activities, physical infrastructure investments to provide the necessary technological infrastructure, and increasing the share of the private sector in R&D activities by ensuring public and private sector cooperation are also extremely important. 


PDF Görünüm

Referanslar

  • Ackrill, R. ve Çetin, R. (2019). The impacts of patent and R&D expenditures on the high-tech exports of newly industrialised countries: A panel cointegration analysis. Nottingham Trent University Discussion Papers in Economics, 2019/5, 1-31. google scholar
  • Akar, T. ve Topoğlu, E. (2022). Ar-Ge harcamalarının ve patent başvurularının ileri teknoloji ürün ihracatı ve bilgi iletişim teknolojileri ihracatı üzerindeki etkileri. Anadolu University Journal of Faculty of Economics, 4(1), 20-35. google scholar
  • Altay Topçu, B. (2018). The effect of R&D expenditures on high-tech manufacturing industry export: The case of OECD countries. Social Sciences Studies Journal, 4(16), 1177-1183. google scholar
  • Bayar, Y., Remeikiene, R., ve Gaspareniene, L. (2020). Intellectualproperty rights, R&D expenditures, and high-tech exports in the EU transition economies. Journal of International Studies, 13(1), 143-154. doi:10.14254/2071-8330.2020/13-1/9 google scholar
  • Bayraktutan, Y (2018). Uluslararası İktisat, Kocaeli: Umuttepe. google scholar
  • Bayraktutan, Y. ve Bıdırdı, H. (2018). Innovation and high-tech exports in developed and developing countries. Journal of International Commerce, Economics and Policy, 9 (3), 1850011-1-21. doi: 10.1142/S1793993318500114 google scholar
  • Blomquist J. ve Westerlund, J. (2013). Testing slope homogeneity in large panels with serial correlation. Economics Letters, 121(3), 374-378. google scholar
  • Braunerhjelm P. ve Thulin, P. (2008). Can countries create comparative advantages? R&D expenditures, high-tech exports and country size in 19 OECD countries, 1981-1999, International Economic Journal, 22(1), 95-111, doi: 10.1080/10168730801887026 google scholar
  • Dhaene, G. ve Jochmans, K. (2015). Split-panel jackknife estimation of fixed-effect models. The Review of Economic Studies, 82(3), 991-1030. google scholar
  • Falk, M. (2009). High-tech exports and economic growth in industrialized countries. Applied Economics Letters, 16 (10), 1025-1028. doi:10.1080/13504850701222228 google scholar
  • Fan, J., Liao, Y. ve Yao, J. (2015). Power enhancement in high-dimensional cross-sectional tests. Econometrica, 83 (4), 1497-1541. google scholar
  • Freeman, C. ve Soete, L. (2003). The Economics of Industrial Innovation. Yenilik İktisadı. (Çeviren: Ergun Türkcan). Ankara: TÜBİTAK Yayınları. google scholar
  • Gaur, M., Kant, R. ve Verma, N.M.P. (2020). Macro-economic determinants of high technology exports. European Journal of Business and Management Research, 5(5), 1-6. doi: 10.24018/ejbmr.2020.5.5.506 google scholar
  • Göçer, İ. (2013). Ar-Ge harcamalarının yüksek teknolojili ürün ihracatı, dış ticaret dengesi ve ekonomik büyüme üzerindeki etkileri. Maliye Dergisi, 165, 215-240. google scholar
  • Grossman, GM, and E Helpman (1991). Innovation and growth in the global economy, Massachusetts: The MIT Press. google scholar
  • Helpman, E (1999). Structure of foreign trade. The Journal of Economic Perspectives, 13(2), 121-144. google scholar
  • Juodis, A., Karavias, Y. ve Sarafidis, V. (2021). A homogeneous approach to testing for Granger non-causality in heterogeneous panels. Empirical Economics, 60(1), 93-112. google scholar
  • Karagoz, H. ve Şener, S. (2023). Sanayi sektörü önemini yitirdi mi? İhracat ve rekabet gücü ekseninde bir inceleme. İstanbul İktisat Dergisi, 73(1), 307-331. https://doi.org/10.26650/ISTJECON2022-1208734 google scholar
  • Kılıç, C., Bayar, Y. ve Özekicioğlu, H. (2014). Araştırma geliştirme harcamalarının yüksek teknoloji ürün ihracatı üzerindeki etkisi: G-8 ülkeleri için bir panel veri analizi. Erciyes Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 44: 115-130. google scholar
  • Krugman, P. (1979). A model of innovation, technology transfer, and the world distribution of income, The Journal of Political Economy, 87(2), 253-266. google scholar
  • Lall, S. (2000). The technological structure and performance of developing country manufactured exports, 1985-98. Oxford Development Studies, 28(3), 337-369. google scholar
  • Le, C. D. (1987). The role of R&D in high-technology trade: An empricial analysis, Atlantic Economic Journal, 15, 32-38. google scholar
  • Lee, J. ve Kwon, H.B. (2023). Synergistic effect of R&D and exports on performance in US manufacturing industries: high-tech vs low-tech. Journal of Modelling in Management, 18(2), 343-371. https://doi.org/10.1108/JM2-03-2021-0057 google scholar
  • Leinfellner, W. ve Eberlein, G. (1997). A methodological framework for techno-economic analyses. İtalya: University of Bologna. google scholar
  • Özçelik, O. (2022). Ar-Ge ve İnovasyonun yüksek teknolojili ürün ihracatı üzerindeki etkileri: NIC ülkeleri için fourier panel veri analizi. Turkish Studies - Economy, 17(2), 407-430. https://dx.doi.org/10.7827/TurkishStudies.62007 google scholar
  • Özer, M. ve Çiftçi, N. (2009). AR-GE tabanli içsel büyüme modelleri ve AR-GE harcamalarinin ekonomik büyüme üzerine etkisi: OECD ülkeleri panel veri analizi. Sosyal Ekonomik Araştırmalar Dergisi, 8(16), 219-240. google scholar
  • Pesaran, M.H ve Yamagata, T. (2008). Testing slope homogeneity in large panels. Journal of Econometrics. 142, 50-93. google scholar
  • Pesaran, M.H, Ullah, A. ve Yamagata, T. (2008). A bias-adjusted LM test of error cross-section independence. Econometrics Journal, 11, 105-127. google scholar
  • Pesaran, M. H. (2007). A simple panel unit root test in the presence of cross section dependence. Journal Of Applied Econometrics, 22, 265-312. doi.org/10.1002/jae.951. google scholar
  • Pesaran, M.H. (2006). Estimation and inference in large heterogeneous panels with a multifactor error structure, Econometrica, 74, 4, 967-1012. google scholar
  • Pesaran, M.H. (2004). General diagnostic tests for cross section dependence in panels. IZA Discussion Paper Series, No:1240, 1-39. google scholar
  • Posner, MV (1961). International trade and technical change. OxfordEconomicPapers, 13(3), 323-341. google scholar
  • Rauf, A., Ying, M. ve Jalil, A. (2023). Change in factor endowment, technological innovation and export: evidence from China’a manufacturing sector. European Journal of Innovation Management, 26(1), 134-156. doi.org/10.1108/EJIM-01-2021-0055 google scholar
  • Sandu, S. ve Bogdan, C. (2014). Impact of R&D and innovation on high-tech export. Procedia Economics and Finance, 15: 80-90. google scholar
  • Tebaldi, E. (2011). The determinants of high-technology exports: A panel data analysis. Atlantic Economic Journal, 39(4), 343-353. google scholar
  • Türker, M.T. (2009). İçsel büyüme teorilerinde içsel büyümenin kaynağı ve uluslararası ticaret olgusuyla ilişkisi. Dumlupınar Üniversitesi Sosyal Bilimler Dergisi. 25, 87-94. google scholar
  • Utkulu, U. (2005). Türkiye’nin Dış Ticareti ve Değişen Mukayeseli Üstünlükler. İzmir: Dokuz Eylül Üniversitesi Yayınları. google scholar
  • Uzay, N., Demir, M. ve Yıldırım, E. (2012). İhracat performansı açısından teknolojik yeniliğin önemi: Türkiye imalat sanayi örneği. Doğuş Üniversitesi Dergisi. 13(1), 147-160. google scholar
  • Vernon, R (1966). International investment and international trade in the product cycle. The Quarterly Journal of Economics, 80(2), 190-207. google scholar
  • Yaman, H., Çetin, D., ve Dulupçu, M. A. (2020). OECD ülkelerinde Ar-Ge harcamaları ve ileri teknoloji ihracatı: Bir panel veri analizi. Anadolu Üniversitesi Sosyal Bilimler Dergisi, 20(3), 193-208. google scholar
  • Yaşar, S. ve Taşar, M.O. (2019). Dış Ticaret ve Ekonomik Büyümenin Anahtarı: Teknoloji. Konya: Atlas Yayınevi. google scholar
  • Xiao, J., Juodis, A., Karavias, Y., Sarafidis, V., veDitzen, J. (2023). Improved tests for Granger noncausality in panel data. The Stata Journal, 23 (1), 230-242. google scholar
  • Xing, Y (2012). The people’s republic of china’s high-tech exports: Myth and reality, ADBI Working Paper No. 5055, Tokyo: Asian Development Bank Institute. google scholar

Atıflar

Biçimlendirilmiş bir atıfı kopyalayıp yapıştırın veya seçtiğiniz biçimde dışa aktarmak için seçeneklerden birini kullanın


DIŞA AKTAR



APA

Yaşar, S., & Dayanan, D. (2024). Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi. EKOIST Journal of Econometrics and Statistics, 0(41), 151-160. https://doi.org/10.26650/ekoist.2024.41.1553410


AMA

Yaşar S, Dayanan D. Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi. EKOIST Journal of Econometrics and Statistics. 2024;0(41):151-160. https://doi.org/10.26650/ekoist.2024.41.1553410


ABNT

Yaşar, S.; Dayanan, D. Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi. EKOIST Journal of Econometrics and Statistics, [Publisher Location], v. 0, n. 41, p. 151-160, 2024.


Chicago: Author-Date Style

Yaşar, Sema, and Dilan Dayanan. 2024. “Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi.” EKOIST Journal of Econometrics and Statistics 0, no. 41: 151-160. https://doi.org/10.26650/ekoist.2024.41.1553410


Chicago: Humanities Style

Yaşar, Sema, and Dilan Dayanan. Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi.” EKOIST Journal of Econometrics and Statistics 0, no. 41 (Mar. 2025): 151-160. https://doi.org/10.26650/ekoist.2024.41.1553410


Harvard: Australian Style

Yaşar, S & Dayanan, D 2024, 'Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi', EKOIST Journal of Econometrics and Statistics, vol. 0, no. 41, pp. 151-160, viewed 10 Mar. 2025, https://doi.org/10.26650/ekoist.2024.41.1553410


Harvard: Author-Date Style

Yaşar, S. and Dayanan, D. (2024) ‘Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi’, EKOIST Journal of Econometrics and Statistics, 0(41), pp. 151-160. https://doi.org/10.26650/ekoist.2024.41.1553410 (10 Mar. 2025).


MLA

Yaşar, Sema, and Dilan Dayanan. Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi.” EKOIST Journal of Econometrics and Statistics, vol. 0, no. 41, 2024, pp. 151-160. [Database Container], https://doi.org/10.26650/ekoist.2024.41.1553410


Vancouver

Yaşar S, Dayanan D. Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi. EKOIST Journal of Econometrics and Statistics [Internet]. 10 Mar. 2025 [cited 10 Mar. 2025];0(41):151-160. Available from: https://doi.org/10.26650/ekoist.2024.41.1553410 doi: 10.26650/ekoist.2024.41.1553410


ISNAD

Yaşar, Sema - Dayanan, Dilan. Yüksek Teknolojili Ürün İhracatında Ar-Ge Harcamalarının Rolü: OECD Ülkeleri İçin Panel Nedensellik Analizi”. EKOIST Journal of Econometrics and Statistics 0/41 (Mar. 2025): 151-160. https://doi.org/10.26650/ekoist.2024.41.1553410



ZAMAN ÇİZELGESİ


Gönderim20.09.2024
Kabul15.11.2024
Çevrimiçi Yayınlanma26.12.2024

LİSANS


Attribution-NonCommercial (CC BY-NC)

This license lets others remix, tweak, and build upon your work non-commercially, and although their new works must also acknowledge you and be non-commercial, they don’t have to license their derivative works on the same terms.


PAYLAŞ




İstanbul Üniversitesi Yayınları, uluslararası yayıncılık standartları ve etiğine uygun olarak, yüksek kalitede bilimsel dergi ve kitapların yayınlanmasıyla giderek artan bilimsel bilginin yayılmasına katkıda bulunmayı amaçlamaktadır. İstanbul Üniversitesi Yayınları açık erişimli, ticari olmayan, bilimsel yayıncılığı takip etmektedir.