Predicting the Development Levels of Countries Using the Decision Tree Method with the Help of World Governance Indicators

Yıl 2024, Cilt: 5 Sayı: 2, 245 - 269, 30.07.2024

Batuhan Özkan , Hakan Kaya

https://doi.org/10.54733/smar.1448083

Öz

Understanding and evaluating the development levels of countries is a complex and multidimensional process. In an environment where economic, social and political factors are integrated, international development indicators play an important role in measuring and comparing the performance of countries. The aim of this study is to determine the development levels of countries through world governance indicators. In this context, the decision tree method is used in the analysis. The sample of the study consists of 187 countries. The data set consists of World Development Indicators (WDI) and Worldwide Governance Indicators (WGI) for 2020. Gross Domestic Product (GDP) values of the countries are used as a development indicator. GDP values are divided into four different classes according to the ATLAS method: high, upper-middle, lower-middle and low-income countries. As a result of the analysis, it is found that the accuracy value of the decision tree prediction model was 80.85%. It has been observed that the Regulatory Quality (RQ) dimension, which allows and encourages the development of the private sector, is effective in the classification of countries belonging to the high-income group. It has been observed that the Right to Voice and Accountability (VA) variable is effective in the classification of countries with high and upper-middle income levels, and the Political Stability (PS) and Rule of Law (RL) variables are effective for countries belonging to the lower-middle and low-income groups.

Anahtar Kelimeler

level of development, quality of governance, decision tree, machine learning

Dünya Yönetişim Göstergeleri Yardımıyla Ülkelerin Gelişmişlik Seviyelerinin Karar Ağacı Yöntemiyle Tahmin Edilmesi

Öz

Ülkelerin gelişmişlik düzeylerini anlamak ve değerlendirmek, karmaşık ve çok boyutlu bir süreçtir. Ekonomik, sosyal ve politik faktörlerin birbirine entegre olduğu bir ortamda uluslararası kalkınma göstergeleri bu ülkelerin performansını ölçmede ve karşılaştırmada önemli bir rol oynamaktadır. Bu çalışmanın amacı, dünya yönetişim göstergeleri aracılığıyla ülkelerin gelişmişlik düzeylerinin belirlenmesidir. Bu bağlamda analizlerde makine öğrenmesi yöntemlerinden biri olan karar ağacı yöntemi kullanılmıştır. Çalışmanın örneklemini 187 ülke oluşturmaktadır. Veri setini, 2020 yılına ait Dünya Gelişmişlik Göstergeleri (DGG) ve Dünya Çapında Yönetişim Göstergeleri (DÇYG) oluşturmaktadır. Gelişmişlik göstergesi olarak ülkelerin Gayrisafi Yurt İçi Hasıla (GSYH) değerleri kullanılmıştır. GSYH değerleri ATLAS yöntemine göre yüksek, üst-orta, alt-orta ve düşük gelir seviyesine sahip ülkeler olmak üzere dört farklı sınıfa ayrılmıştır. Yapılan analizler neticesinde karar ağacı tahmin modeline ait doğruluk değerinin %80,85 olduğu görülmüştür. Bir başka ifadeyle yönetişim göstergeleri kullanılarak ülkelere ait gelişmişlik düzeyleri hakkındaki tahminler yüksek doğrulukla tahmin edilmiştir. Model tahminin bu denli yüksek olması neticesinde yönetişim göstergeleri ile ülkelerin gelişmişlik seviyeleri arasında bir ilişki olduğu çalışmanın sonuçları arasında ifade edilmiştir. Yüksek gelir grubuna ait ülkelerin sınıflandırılmasında özel sektörün gelişmesine izin veren ve teşvik eden Düzenleyici Kalite (DK) boyutunun etkin olduğu görülmüştür. Yüksek ve üst-orta gelire seviyesine sahip ülkelerin sınıflandırılmasında İfade Özgürlüğü ve Hesap Verebilirlik (İÖ) değişkeni, alt-orta ve düşük gelir grubuna ait ülkeler için ise Siyasi Istikrar (Sİ) ve Hukukun Üstünlüğü (HÜ) değişkenlerinin etkili olduğu görülmüştür.

Anahtar Kelimeler

gelişmişlik seviyesi, yönetişim kalitesi, karar ağacı, makine öğrenmesi

Kaynakça

• Absadykov, A. (2020). Does good governance matter? Kazakhstan’s economic growth and worldwide governance indicators. Otoritas, 10(1), 1-13. https://doi.org/10.26618/ojip.v10i1.2776
• Acemoğlu, D., Johnson, S., & Robinson, J. A. (2001). The colonial origins of comparative development: An empirical investigation. The American Economic Review, 91(5), 1369-1401. https://doi.org/10.1257/aer.91.5.1369
• Akpan, G. E., & Effiong, E. L. (2012). Governance and development performance: A cross-country analysis of Sub-Saharan Africa. Journal of Economics and Sustainable Development, 3(14), 54-65.
• Al-Shiab, M. S., Al‐Malkawi, H. N., & Lahrech, A. (2020). Revisiting the relationship between governance quality and economic growth. International Journal of Economics and Financial Issues, 10(4), 54-63. https://doi.org/10.32479/ijefi.9927
• Anokhin, S., & Schulze, W. S. (2009). Entrepreneurship, innovation, and corruption. Journal of Business Venturing, 24(5), 465-476. https://doi.org/10.1016/j.jbusvent.2008.06.001
• Bevir, M. (2013a). A new governance: Hierarchies, markets, and networks, c. 1979-2010. ISS Research Series, (55), 9-26.
• Bevir, M. (2013b). Governance. Encyclopedia Britannica. https://www.britannica.com/topic/governance (Erişim Tarihi: 25 Ağustos 2023).
• Beyene, A. B. (2022). Governance quality and economic growth in Sub-Saharan Africa: The dynamic panel model. Journal of Economic and Administrative Sciences, 40(2), 404-418. https://doi.org/10.1108/jeas-08-2021-0156
• Bovaird, T., & Löffler, E. (2003). Evaluating the quality of public governance: Indicators, models and methodologies. International Review of Administrative Sciences, 69(3), 313-328. https://doi.org/10.1177/0020852303693002
• Budd, L. (2007). Post‐bureaucracy and reanimating public governance: A discourse and practice of continuity?. International Journal of Public Sector Management, 20(6), 531-547. https://doi.org/10.1108/09513550710818403
• Chia, P. S., Law, S. H., Trinugroho, I., Wiwoho, J., Damayanti, S. M., & Sergi, B. S. (2022). Dynamic linkages among transparency, income inequality and economic growth in developing countries: Evidence from panel vector autoregressive (PVAR) model. Research in International Business and Finance, 60, 101599. https://doi.org/10.1016/j.ribaf.2021.101599
• Collier, P. (2008). The bottom billion: Why the poorest countries are failing and what can be done about it. Oxford University Press, USA.
• Çene, E. (2022). Makine öğrenmesi yöntemleriyle Euroleague basketbol maç sonuçlarının tahmin edilmesi ve maç sonuçları üzerinde en etkili değişkenlerin bulunması. Spor ve Performans Araştırmaları Dergisi, 13(1), 31-54. https://doi.org/10.17155/omuspd.963235
• Dinçer, O. C., & Günalp, B. (2011). Corruption and income inequality in The United States. Contemporary Economic Policy, 30(2), 283-292. https://doi.org/10.1111/j.1465-7287.2011.00262.x
• Drechsler, W. (2004). Governance, good governance, and government: The case for Estonian administrative capacity. Trames, 8(4), 388-396.
• Erkkilä, T., & Piironen, O. (2014). (De)politicizing good governance: The World Bank institute, the OECD and the politics of governance indicators. Innovation: The European Journal of Social Science Research, 27(4), 344-360. https://doi.org/10.1080/13511610.2013.850020
• Evrensel, A. Y. (2010). Corruption, growth, and growth volatility. International Review of Economics & Finance, 19(3), 501-514. https://doi.org/10.1016/j.iref.2009.08.002
• Fayissa, B., & Nsiah, C. (2013). The impact of governance on economic growth in Africa. Journal of Developing Areas, 47(1), 91-108. https://doi.org/10.1353/jda.2013.0009
• Gallego‐Álvarez, I., Rodríguez‐Rosa, M., & Vicente‐Galindo, P. (2021). Are worldwide governance indicators stable or do they change over time? A comparative study using multivariate analysis. Mathematics, 9(24), 3257. https://doi.org/10.3390/math9243257
• Gani, A. (2011). Governance and growth in developing countries. Journal of Economic Issues, 45(1), 19-40. https://doi.org/10.2753/jei0021-3624450102
• Hall, R. E., & Jones, C. I. (1999). Why do some countries produce so much more output per worker than others?. The Quarterly Journal of Economics, 114(1), 83-116. https://doi.org/10.1162/003355399555954
• Han, X., Khan, H. A., & Zhuang, J. (2014). Do governance indicators explain development Performance? A Cross-Country analysis. Social Science Research Network. https://dx.doi.org/10.2139/ssrn.2558894
• Huang, C. J. (2013). Corruption and income inequality in Asian countries: Bootstrap panel granger causality test. Romanian Journal of Economic Forecasting, 16(4), 161-170.
• Huang, C. J., & Ho, Y. H. (2017). Governance and economic growth in Asia. The North American Journal of Economics and Finance, 39, 260-272. https://doi.org/10.1016/j.najef.2016.10.010
• Huang, C. J., & Ho, Y. H. (2018). The impact of governance on income inequality in ten Asian countries. Journal of Reviews on Global Economics, 7, 217-224. https://doi.org/10.6000/1929-7092.2018.07.20
• Huque, A. S., & Jongruck, P. (2018). The challenge of assessing governance in Asian states: Hong Kong in the worldwide governance indicators ranking. Asian Journal of Political Science, 26(2), 276-291. https://doi.org/10.1080/02185377.2018.1485587
• Hurt, S. R. (2014). Word Development Indicators (WDI). Encyclopedia Britannica. https://www.britannica.com/topic/World-Development-Indicators (Erişim Tarihi: 25 Ağustos 2023).
• Huynh, K. P., & Jacho-Chávez, D. T. (2009). Growth and governance: A nonparametric analysis. Journal of Comparative Economics, 37(1), 121-143. https://doi.org/10.1016/j.jce.2008.08.003
• Kardos, M. (2012). The reflection of good governance in sustainable development strategies. Procedia - Social and Behavioral Sciences, 58, 1166-1173. https://doi.org/10.1016/j.sbspro.2012.09.1098
• Kaufmann, D., & Kraay, A. (2023). Worldwide Governance Indicators, 2023 Update. The World Bank. www.govindicators.org (Erişim Tarihi: 19 Ekim 2023).
• Kaufmann, D., Kraay, A., & Mastruzzi, M. (2010). The worldwide governance indicators: Methodology and analytical issues. World Bank Policy Research Working Paper 5430.
• Kaufmann, D., Kraay, A., & Mastruzzi, M. (2011). The worldwide governance indicators: Methodology and analytical issues. Hague Journal on the Rule of Law, 3(2), 220-246.
• Kaufmann, D., Kraay, A., Lora, E., & Pritchett, L. (2002). Growth without Governance [with Comments]. Economía, 3(1), 169-229.
• Kaya, E., & Aksoy, M. (2020). Ülke yönetişim kalitesinin uluslararası portföy yatırımları üzerindeki etkisi. Maliye ve Finans Yazıları, (114), 181-210. https://doi.org/10.33203/mfy.740324
• Klapper, F. L., & Love, I. (2004). Corporate governance, investor protection, and performance in emerging markets. Journal of Corporate Finance, 10(5), 703-728. https://doi.org/10.1016/s0929-1199(03)00046-4
• Knöll, M., & Zloczysti, P. (2012). The good governance indicators of the millennium challenge account: How many dimensions are really being measured?. World Development, 40(5), 900-915. https://doi.org/10.1016/j.worlddev.2011.11.010
• Kraay, A., Zoido-Lobatón, P., & Kaufmann, D. (1999). Governance matters. World Bank Policy Research Working Paper 2196.
• Kraipornsak, P. (2018). Good governance and economic growth: An investigation of Thailand and selected Asian countries. Eurasian Journal of Economics and Finance, 6(1), 93-106. https://doi.org/10.15604/ejef.2018.06.01.009
• Lahouij, H. (2017). Governance and economic growth in developing economies: A comparative study [Master’s Theses]. Eastern Illinois University.
• Liu, B., Xia, Y., & Yu, P. S. (2005). Clustering via decision tree construction. In W. Chu, & T. Young Lin (Eds.), Foundations and advances in data mining (Vol. 180, pp. 97-124). Springer. https://doi.org/10.1007/11362197_5
• Lopes, L. E. M., Packham, N., & Walther, U. (2023). The effect of governance quality on future economic growth: An analysis and comparison of emerging market and developed economies. SN Business & Economics, 3, 108. https://doi.org/10.1007/s43546-023-00488-3
• Malik, A. (2002). State of the art in governance indicators. Human Development Report Office Occasional Paper, 7.
• Méon, P. G., & Sekkat, K. (2004). Does the quality of institutions limit the MENA’s integration in the world economy?. The World Economy, 27(9), 1475-1498. https://doi.org/10.1111/j.0378-5920.2004.00661.x
• Mohammadi, H., Shahnoushi, N., & Ronaghi, M. (2017). The effects of governance indicators on per capita income, investment and employment in selected MENA countries. Iranian Economic Review, 21(2), 211-229.
• North, D. C. (1990). Institutions, institutional change and economic performance. Cambridge University Press.
• Oetzel, J. (2005). Smaller may be beautiful but is it more risky? Assessing and managing political and economic risk in Costa Rica. International Business Review, 14(6), 765-790. https://doi.org/10.1016/j.ibusrev.2005.09.002
• Oman, C. P., & Arndt, C. (2006). Uses and abuses of governance indicators. OECD Publishing. https://doi.org/10.1787/9789264026865-en
• Özkan, B., Çene, E., & Parim, Ç. (2018). İstanbul’daki üniversite öğrencilerinin memnuniyet düzeylerinin çok değişkenli istatistiksel yöntemler ve karar ağacıyla incelenmesi. International conference on data science and applications içinde (ss. 489-505). Yalova Üniversitesi.
• Özkan, B., Parim, C., & Çene, E. (2023). Ülkelerin gelişmişlik düzeylerinin karar ağacı ve rastgele orman yöntemleriyle tahmin edilmesi. Ekoist Journal of Econometrics and Statistics, (38), 87-104. https://doi.org/10.26650/ekoist.2023.38.1172190
• Parim, C., Özkan, B., & Cene, E. (2019). Clustering of countries by the factors affecting levels of development and it’s comparison by years. Data Science and Applications, 2(1), 4-7.
• Pierre, J., & Peters, B. G. (2020). Governance, politics and the state (2nd Edition). Red Globe Press.
• Rios‐Morales, R., Gamberger, D., Šmuc, T., & Azuaje, F. (2009). Innovative methods in assessing political risk for business internationalization. Research in International Business and Finance, 23(2), 144-156. https://doi.org/10.1016/j.ribaf.2008.03.011
• Samarasinghe, T. (2018). Impact of governance on economic growth. Working Paper, Munich Personal RePEc Archive, No. 89834.
• Shafique, S., Haq, R., & Arif, G. M. (2006). Governance and income inequality [with Comments]. Pakistan Development Review, 45(4), 751-760. http://www.jstor.org/stable/41260649
• Song, Y. Y., & Lu, Y. (2015). Decision tree methods: Applications for classification and prediction. Shanghai Archives of Psychiatry, 27(2), 130-135. https://doi.org/10.11919/j.issn.1002-0829.215044
• Stef, N., Başaǧaoǧlu, H., Chakraborty, D., & Jabeur, S. B. (2023). Does institutional quality affect CO2 emissions? Evidence from explainable artificial intelligence models. Energy Economics, 124, 106822. https://doi.org/10.1016/j.eneco.2023.106822
• Thomas, M. A. (2007). The governance bank. International Affairs, 83(4), 729-745. https://doi.org/10.1111/j.1468-2346.2007.00649.x
• Thomas, M. A. (2009). What do the worldwide governance indicators measure?. The European Journal of Development Research, 22, 31-54. https://doi.org/10.1057/ejdr.2009.32
• Ünlükaplan, İ., & Canıkalp, E. (2015). Dünya bankası yönetişim göstergeleri ile Türkiye’nin yönetişim kalitesi konumunun belirlenmesi: Kümeleme analizi. Marmara Üniversitesi İktisadi ve İdari Bilimler Dergisi, 37(2), 409-428.
• World Bank Data Team. (2018). Introducing the online guide to the world development Indicators: A new way to discover data on development. World Bank Blogs. https://blogs.worldbank.org/opendata/introducing-online-guide-world-development-indicators-new-way-discover-data-development (Erişim Tarihi: 19 Ekim 2023).
• World Bank. (1992). Governance and development. World Bank Publications. https://documents1.worldbank.org/curated/en/604951468739447676/pdf/multi-page.pdf (Erişim Tarihi: 13 Kasım 2023).
• World Bank. (2006). World Bank releases largest available governance data source. Washington DC: World Bank.
• World Bank. (2022a). Economy. The World Bank. https://datatopics.worldbank.org/world-development-indicators/themes/economy.html (Erişim Tarihi: 19 Ekim 2023).
• World Bank. (2022b). The World Bank Atlas method - detailed methodology. The World Bank. https://datahelpdesk.worldbank.org/knowledgebase/articles/378832-what-is-the-world-bank-atlas-method (Erişim Tarihi: 13 Kasım 2023).
• World Bank. (2023). World development indicators. The World Bank Data Catalog. https://datacatalog.worldbank.org/search/dataset/0037712/World-Development-Indicators (Erişim Tarihi: 19 Ekim 2023).
• World Bank. (2024). Worldwide governance indicators. World Bank. https://www.worldbank.org/en/publication/worldwide-governance-indicators (Erişim Tarihi: 3 Ocak 2024).
• Zhang, Z., Musaad O, A. S., Muhammad, B. & Khan, S. (2020). Underlying the relationship between governance and economic growth in developed countries. Journal of the Knowledge Economy, 12(3), 1314-1330. https://doi.org/10.1007/s13132-020-00658-w