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Assessing the Outcomes of Digital Transformation Smartization Projects in Industrial Enterprises: A Model for Enabling Sustainability

Author

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  • Iryna Bashynska

    (Department of Enterprise Management, AGH University of Krakow, 30-059 Krakow, Poland)

  • Sabit Mukhamejanuly

    (Department of State and Local Administration, Narxoz University, Astana 050035, Kazakhstan)

  • Yuliia Malynovska

    (Department of Foreign Trade and Customs, Lviv Polytechnic National University, 79-013 Lviv, Ukraine)

  • Maryana Bortnikova

    (Department of Foreign Trade and Customs, Lviv Polytechnic National University, 79-013 Lviv, Ukraine)

  • Mariia Saiensus

    (Department of Marketing and International Logistics, Odessa National Economics University, 65-000 Odesa, Ukraine)

  • Yuriy Malynovskyy

    (Department of Management and International Business, Lviv Polytechnic National University, 79-013 Lviv, Ukraine)

Abstract

Digital transformation and smartization projects in industrial enterprises have become increasingly prevalent in recent years, aiming to enhance operational efficiency, productivity, and sustainability. Assessing the outcomes of such projects is crucial to determine their effectiveness in enabling sustainability. In this context, a model for evaluating digital transformation smartization projects (DTSP) outcomes can be developed to provide a comprehensive assessment framework. This study aims to develop and test a model for diagnosing the results of implementing digital transformation smartization projects for industrial enterprises. The methodology presented in this article involves using statistical tests to detect multicollinearity and heteroskedasticity in regression models. It also proposes an economic–mathematical model with three objective functions to optimize the implementation of smartization projects, considering cost minimization, deviations from planned business indicators, and production rhythm disruptions. The most important results of the survey are (1) a proposed matrix for the selection of indicators for diagnosing the results of the implementation of digital transformation smartization projects for industrial enterprises, (2) a two-level model for the economic evaluation of diagnosed digital transformation smartization projects, which can be used at any stage of the digital transformation smartization project and based on it, conclusions can be drawn regarding the effectiveness of the implementation of both the entire project and its individual stages, objects, or elements. The advantage of the model is the possibility of its decomposition, that is, a division into separate parts with the possibility of introducing additional restrictions or, conversely, reducing the level of requirements for some of them. The results were tested at industrial enterprises in Ukraine and proved their practical significance.

Suggested Citation

  • Iryna Bashynska & Sabit Mukhamejanuly & Yuliia Malynovska & Maryana Bortnikova & Mariia Saiensus & Yuriy Malynovskyy, 2023. "Assessing the Outcomes of Digital Transformation Smartization Projects in Industrial Enterprises: A Model for Enabling Sustainability," Sustainability, MDPI, vol. 15(19), pages 1-46, September.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:19:p:14075-:d:1245810
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    References listed on IDEAS

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    1. Ekele Alih & Hong Choon Ong, 2015. "An outlier-resistant test for heteroscedasticity in linear models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 42(8), pages 1617-1634, August.
    2. Armaghan Chizaryfard & Paolo Trucco & Cali Nuur, 2021. "The transformation to a circular economy: framing an evolutionary view," Journal of Evolutionary Economics, Springer, vol. 31(2), pages 475-504, April.
    3. Almazbek Dooranov & Kateryna Doroshkevych & Svitlana Cherkasova & Oleh Skasko & Yuliia Malynovska & Yuriy Malynovskyy, 2023. "Assessment and Forecasting of the Effectiveness of the Agricultural Company's Innovation and Foreign Economic Activity Strategy," Journal of Agriculture and Crops, Academic Research Publishing Group, vol. 9(1), pages 78-84, 01-2023.
    4. Foucart, Renaud & Li, Qian Cher, 2021. "The role of technology standards in product innovation: Theory and evidence from UK manufacturing firms," Research Policy, Elsevier, vol. 50(2).
    5. Kusa, Rafał & Duda, Joanna & Suder, Marcin, 2022. "How to sustain company growth in times of crisis: The mitigating role of entrepreneurial management," Journal of Business Research, Elsevier, vol. 142(C), pages 377-386.
    6. Yuliia Malynovska & Iryna Bashynska & Dariusz Cichoń & Yuriy Malynovskyy & Dariusz Sala, 2022. "Enhancing the Activity of Employees of the Communication Department of an Energy Sector Company," Energies, MDPI, vol. 15(13), pages 1-16, June.
    7. Herwartz, Helmut, 2006. "Testing for random effects in panel data under cross sectional error correlation--A bootstrap approach to the Breusch Pagan test," Computational Statistics & Data Analysis, Elsevier, vol. 50(12), pages 3567-3591, August.
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    1. Maurizio Dallocchio & Marcello Lambri & Emiliano Sironi & Emanuele Teti, 2024. "The Role of Digitalization in Cross-Border E-Commerce Performance of Italian SMEs," Sustainability, MDPI, vol. 16(2), pages 1-17, January.
    2. Dariusz Sala & Iryna Bashynska & Kostiantyn Pavlov & Olena Pavlova & Ihor Halytsia & Bohdan Hevko, 2024. "Comprehensive Assessment of Economic Efficiency for Energy-Saving Investments in Public Utility Enterprises: Optimizing Consumption and Sustainable Development," Sustainability, MDPI, vol. 16(23), pages 1-23, November.

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