Development of a system for statistical measurement of the influence of digital technologies on the efficiency of management
DOI:
https://doi.org/10.15587/1729-4061.2022.252911Keywords:
management efficiency, assessment of the level of digitalization, digital technologies, statistical measurement systemAbstract
A system of statistical measurement of the influence of digital technologies on the efficiency of management has been devised. It is determined that in the process of intensification of digitalization processes, various methodological approaches to statistical measurement of management efficiency were distinguished. Indices used to compile international ratings for the development of digital technologies have been established. The existing methodical approaches of statistical measurement of influence of digitalization on efficiency of public administration have been analyzed. In this regard, it was determined that there is no unified method of evaluation. A conceptual model of the system of statistical measurement of management efficiency under the conditions of digitalization at the organizational level has been built. It is substantiated that the devised model creates the basis for the formation of theoretical and methodological foundations for statistical measurement of the impact of digital technologies on management efficiency. Statistical indicators of the impact of digital technologies on management efficiency were systematized. The composition of indicators of measurement of external efficiency, efficiency coefficients of the controlled subsystem and control subsystem was clarified. A procedure for calculating the indicator of the overall efficiency of management has been devised. A methodical approach for diagnosing the movement of management efficiency indicators was proposed. It is established that differences in the speed of movement lead to large differences in the values of indicators. It has been determined that solving the system of equations makes it possible to find the intersection points of linear trends. The use of the proposed methodological approach could make it possible to measure the quantitative and qualitative effects of digitalization and ensure effective management at all levels by taking into consideration the interests of all stakeholders.
References
- Vishnevskiy, K. O., Gokhberg, L. M. et. al. (2019). Chto takoe tsifrovaya ekonomika? Trendy, kompetentsii, izmerenie. Moscow: Izdatel'skiy dom Vysshey shkoly ekonomiki, 82. Available at: https://www.hse.ru/data/2019/04/12/1178004671/2%20%D0%A6%D0%B8%D1%84%D1%80%D0%BE%D0%B2%D0%B0%D1%8F_%D1%8D%D0%BA%D0%BE%D0%BD%D0%BE%D0%BC%D0%B8%D0%BA%D0%B0.pdf
- Ukraina 2030E – kraina z rozvynutoiu tsyfrovoiu ekonomikoiu. Available at: https://strategy.uifuture.org/kraina-z-rozvinutoyu-cifrovoyu-ekonomikoyu.html
- Vial, G. (2019). Understanding digital transformation: A review and a research agenda. The Journal of Strategic Information Systems, 28 (2), 118–144. doi: https://doi.org/10.1016/j.jsis.2019.01.003
- Issa, A., Hatiboglu, B., Bildstein, A., Bauernhansl, T. (2018). Industrie 4.0 roadmap: Framework for digital transformation based on the concepts of capability maturity and alignment. Procedia CIRP, 72, 973–978. doi: https://doi.org/10.1016/j.procir.2018.03.151
- Chu, Y., Chi, M., Wang, W., Luo, B. (2019). The Impact of Information Technology Capabilities of Manufacturing Enterprises on Innovation Performance: Evidences from SEM and fsQCA. Sustainability, 11 (21), 5946. doi: https://doi.org/10.3390/su11215946
- Guo, L., Xu, L. (2021). The Effects of Digital Transformation on Firm Performance: Evidence from China’s Manufacturing Sector. Sustainability, 13 (22), 12844. doi: https://doi.org/10.3390/su132212844
- Nasiri, M., Ukko, J., Saunila, M., Rantala, T., Rantanen, H. (2020). Digital-related capabilities and financial performance: the mediating effect of performance measurement systems. Technology analysis & strategic management, 32 (12), 1393–1406. doi: https://doi.org/10.1080/09537325.2020.1772966
- Cherkasova, V. A., Slepushenko, G. A. (2021). The Impact of Digitalization on the Financial Performance of Russian Companies. Finance: Theory and Practice, 25 (2), 128–142. doi: https://doi.org/10.26794/2587-5671-2021-25-2-128-142
- Abou-foul, M., Ruiz-Alba, J. L., Soares, A. (2020). The impact of digitalization and servitization on the financial performance of a firm: an empirical analysis. Production Planning & Control, 32 (12), 975–989. doi: https://doi.org/10.1080/09537287.2020.1780508
- Hanelt, A., Firk, S., Hildebrandt, B., Kolbe, L. M. (2020). Digital M&A, digital innovation, and firm performance: an empirical investigation. European Journal of Information Systems, 30 (1), 3–26. doi: https://doi.org/10.1080/0960085x.2020.1747365
- Ivanov, D., Dolgui, A., Sokolov, B. (2018). The impact of digital technology and Industry 4.0 on the ripple effect and supply chain risk analytics. International Journal of Production Research, 57 (3), 829–846. doi: https://doi.org/10.1080/00207543.2018.1488086
- Belhadi, A., Kamble, S., Fosso Wamba, S., Queiroz, M. M. (2021). Building supply-chain resilience: an artificial intelligence-based technique and decision-making framework. International Journal of Production Research. doi: https://doi.org/10.1080/00207543.2021.1950935
- Baryannis, G., Validi, S., Dani, S., Antoniou, G. (2018). Supply chain risk management and artificial intelligence: state of the art and future research directions. International Journal of Production Research, 57 (7), 2179–2202. doi: https://doi.org/10.1080/00207543.2018.1530476
- Helo, P., Hao, Y. (2021). Artificial intelligence in operations management and supply chain management: an exploratory case study. Production Planning & Control, 1–18. doi: https://doi.org/10.1080/09537287.2021.1882690
- Strutynska, I., Dmytrotsa, L., Kozbur, H. (2019). The Main Barriers and Drivers of the Digital Transformation of Ukraine Business Structures. Proceedings of the 15th International Conference on ICT in Education, Research and Industrial Applications. Integration, Harmonization and Knowledge Transfer, 2387, 50–64. Available at: http://ceur-ws.org/Vol-2387/20190050.pdf
- Ardolino, M., Rapaccini, M., Saccani, N., Gaiardelli, P., Crespi, G., Ruggeri, C. (2017). The role of digital technologies for the service transformation of industrial companies. International Journal of Production Research, 56 (6), 2116–2132. doi: https://doi.org/10.1080/00207543.2017.1324224
- Heavin, C., Power, D. J. (2018). Challenges for digital transformation – towards a conceptual decision support guide for managers. Journal of Decision Systems, 27 (1), 38–45. doi: https://doi.org/10.1080/12460125.2018.1468697
- Averina, T., Barkalov, S., Fedorova, I., Poryadina, V. (2021). Impact of digital technologies on the company's business model. E3S Web of Conferences, 244, 10002. doi: https://doi.org/10.1051/e3sconf/202124410002
- Dunayev, I., Kud, A., Latynin, M., Kosenko, A., Kosenko, V., Kobzev, I. (2021). Improving methods for evaluating the results of digitizing public corporations. Eastern-European Journal of Enterprise Technologies, 6 (13 ((114)), 17–28. doi: https://doi.org/10.15587/1729-4061.2021.248122
- Goloventchik, G. G. (2018). Rating Analysis of the Level of Digital Transformation of the Economies of EAEU and EU the Countries. Digital Transformation, 2 (3), 5–18. Available at: https://dt.giac.by/jour/article/view/75/61?locale=ru_RU
- Yegorov, I. Y., Gryga, V. Y. (2019). Comparative Analysis of the Availability of Digitalization Indicators in Ukraine and Other EU Eastern Partnership Countries. Statistics of Ukraine, 3, 56–62. doi: https://doi.org/10.31767/su.3(86)2019.03.06
- Yavorskyi, P., Taran, S., Shepotylo, O., Hamaniuk, O. (2020). Intehratsiya Ukrainy u yedynyi tsyfrovyi rynok YeS. Potentsiyni ekonomichni pervahy. Kyiv: HO «Ukraiyinskyi tsentr evropeyskoiyi polityky», 51. Available at: https://eu-ua.kmu.gov.ua/sites/default/files/inline/files/dig_ukraine_eu_15.12.2020-_2.pdf
- Grytsulenko, S., Zakharchenko, L. (2019). Development of comparative assessment method of digital economy based on the integral index. Technology Audit and Production Reserves, 6 (4 (50)), 33–39. doi: https://doi.org/10.15587/2312-8372.2019.188751
- Dobrolyubova, E. I. (2020). Pokazateli rezul'tativnosti i effektivnosti tsifrovizatsii gosudarstvennogo upravleniya. Moscow, 70. Available at: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3678028
- Sidorenko, E. L., Bartsits, I. N., Khisamova, Z. I. (2019). The Efficiency of Digital Public Administration Assessing: Theoretical and Applied Aspects. Public Administration, 2, 93–114. Available at: https://cyberleninka.ru/article/n/effektivnost-tsifrovogo-gosudarstvennogo-upravleniya-teoreticheskie-i-prikladnye-aspekty
- Minashkin, V. G., Prokhorov, P. E. (2018). Statistical analysis of the use of digital technologies in organizations: regional aspect. Statistics and Economics, 15 (5), 51–62. doi: https://doi.org/10.21686/2500-3925-2018-5-51-62
- Аrtemieva, І. О. (2020). The System for Statistical Measurement of Digital Economy Parameters: Development Trends. Statistics of Ukraine, 1, 66–74. doi: https://doi.org/10.31767/su.1(88)2020.01.08
- Oliynyk, D. I. (2021). Shchodo vymiriuvannia protsesiv tsyfrovizatsiyi v konteksti tsilei ekonomichnoho vidnovlennia. Natsionalnyi instytut stratehichnykh doslidzhen. Available at: https://niss.gov.ua/sites/default/files/2021-08/tsyfrovizatsiya1.pdf
- Nazarchuk, T. V., Kosiuk, O. M. (2016). Menedzhment orhanizatsiy. Kyiv: «Tsentr uchbovoi literatury», 560. Available at: http://pdf.lib.vntu.edu.ua/books/2017/menedzhment_org.pdf
- Gölzer, P., Fritzsche, A. (2017). Data-driven operations management: organisational implications of the digital transformation in industrial practice. Production Planning & Control, 28 (16), 1332–1343. doi: https://doi.org/10.1080/09537287.2017.1375148
- Cooper, C., Bou, J. T., Varley-Campbell, J. (2019). Evaluating the effectiveness, efficiency, cost and value of contacting study authors in a systematic review: a case study and worked example. BMC Medical Research Methodology, 19 (1). doi: https://doi.org/10.1186/s12874-019-0685-0
- Kotarba, M. (2017). Measuring Digitalization – Key Metrics. Foundations of Management, 9 (1), 123–138. doi: https://doi.org/10.1515/fman-2017-0010
- Parviainen, P., Kääriäinen, J., Tihinen, M., Teppola, S. (2017). Tackling the digitalization challenge: how to benefit from digitalization in practice. International Journal of Information Systems and Project Management, 5 (1), 63–77. doi: https://doi.org/10.12821/ijispm050104
- Semenova, V. G. (2015). The System of Indicators for Evaluating the Effectiveness of Intellectual Property Management at Enterprises. Problemy ekonomiky, 2, 179–185. Available at: https://www.problecon.com/export_pdf/problems-of-economy-2015-2_0-pages-179_185.pdf
- Vykorystannia informatsiyno-komunikatsiynykh tekhnolohiy na pidpryiemstvakh. Derzhavna sluzhba statystyky Ukrainy. Available at: http://www.ukrstat.gov.ua/operativ/operativ2018/zv/ikt/arh_ikt_u.html
- Nychyporenko, K. V., Alieksandrova, M. V. Tsyfrovizatsiya. Available at: https://iie.org.ua/wp-content/uploads/2019/02/Prezentatsiya_Margarita-szhatyiy.pdf
- Okara, D. V. (2018). Ekonometriya. Odessa: ODABA, 144. Available at: http://mx.ogasa.org.ua/bitstream/123456789/5155/1/%D0%95%D0%BA%D0%BE%D0%BD%D0%BE%D0%BC%D0%B5%D1%82%D1%80%D1%96%D1%8F.pdf
- Hryhorenko, Yu. (2021). Staleva tsyfra: yak metalurhy y hirnyky rozvyvaiut IT-tekhnolohiyi. Available at: https://gmk.center/ua/posts/staleva-cifra-yak-metalurgi-j-girniki-rozvivajut-it-tehnologii/
- PJSC «AVDIIVKA COKE». Available at: https://akhz.metinvestholding.com/en
- PrAT «Zaporizhkoks». Available at: https://www.zaporozhcoke.com/
- Nunkoo, R., Seetanah, B., Jaffur, Z. R. K., Moraghen, P. G. W., Sannassee, R. V. (2019). Tourism and Economic Growth: A Meta-regression Analysis. Journal of Travel Research, 59 (3), 404–423. doi: https://doi.org/10.1177/0047287519844833
- Dunayev, I. (2018). The modernization logics and principles of designing a new generation of regional economic policies: findings for recent Ukraine and Eastern-European countries in transition. Modernization: Progress in Economics Research. Vol. 41. New York: NOVA Publ., 53–90.
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