Публікація: The impact of digitalization on the economic growth of the European Union: an empirical study
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ПП «ТЕХНОЛОГІЧНИЙ ЦЕНТР»
Анотація
The object of this study was the process of digita-lization of the economy and society of the European Union. The task of researching the impact of digi-talization on the economic growth of the European Union has been solved. The relevance of the chosen topic is due to the complexity of digital transforma-tion processes taking place in the world economy and the economy of the European Union, in particular, the need to assess their directions and intensity. Four approaches to modeling the impact of digitalization on economic growth based on the neoclassical pro-duction function were proposed. The structure of the model was chosen, which makes it possible to evalu-ate the influence of various factors of digitalization on the key parameters of economic growth. A regression multivariate model for assessing the impact of dig-italization on the economic growth of the European Union has been developed. To this end, a sequence of stages was performed: formation of the information base, grouping of digitalization factors, as well as their selection based on correlation analysis. With the help of regression analysis, the parameters of the pro-duction function were expressed through digitaliza-tion indicators. At the same time, due to the limitation of input data, the Elastic Net Regression method was used. This made it possible to ensure the quality of the new model, namely, to remove low-impact parame-ters, reduce the multicollinearity of factors, make the model statistically significant, and ensure the sta-bility of coefficients to data changes. The resulting model is eleven-factor; it demonstrates a high predic-tive ability (the coefficient of determination is 0.987). It can be used as an analytical tool for assessing the impact of digitalization on the economic growth of the European Union. Practical use of the model will help governments and businesses make informed de about digital transformation policies.
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Ключові слова
digital transformation, economic growth, production function, statistical modeling
Цитування
The impact of digitalization on the economic growth of the European Union: an empirical study / D. Revenko, Y. Romanenkov, T. Polozova, V. Lebedchenko, K. Molchanova // Eastern-European Journal of Enterprise Technologies, Eastern-European Journal of Enterprise Technologies. – 2024. - 3 (13 (129)), - P. 46–56. - DOI : https://doi.org/10.15587/1729-4061.2024.304256.