IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v10y2022i2p173-d718929.html
   My bibliography  Save this article

Approaches to Efficiency Assessing of Regional Knowledge-Intensive Services Sector Development Using Data Envelopment Analysis

Author

Listed:
  • Anna Firsova

    (Faculty of Economics, Saratov State University, 83, Astrakhanskaya Str., 410600 Saratov, Russia)

  • Galina Chernyshova

    (Faculty of Computer Science and Information Technologies, Saratov State University, 83, Astrakhanskaya Str., 410600 Saratov, Russia)

  • Ryasimya Tugusheva

    (Faculty of Economics, Saratov State University, 83, Astrakhanskaya Str., 410600 Saratov, Russia)

Abstract

The sector of knowledge-intensive services is one of the fastest-growing sectors in the present-day economy of knowledge, which explains the scientific interest in developing methods of its quantitative assessment. The object of the research is the development of new approaches to the mathematical modeling of the efficiency of the regional knowledge-intensive services sector, based on a distance function approach to assess productivity changes. An approach was proposed to analyze the efficiency of this sector using data envelopment analysis and Malmquist productivity index and its components. The article presents the results of the assessment of indicators characterizing the development of knowledge-intensive services in education, innovation, and ICT obtained from 80 Russian regions for the period 2010–2020. To perform the analysis, the following input variables were used: volume of investments in fixed assets in ICT; share of personnel employed in the ICT; share of internal expenditures on R&D in GRP; the number of personnel engaged in R&D; share of innovative-active organizations and registered patents; funding for higher education institutions; and the number of higher education institutions graduated. Output variables were number of used advanced production technologies in the region; share of innovative goods, works, and services in GRP, and use of the intellectual property. As a result of applying the data envelopment analysis, Malmquist productivity index and its components, data were obtained on the positive dynamics of the development of the knowledge-intensive services sector in Russian regions and conclusions were drawn about the sector’s growth sources due to economies of scale.

Suggested Citation

  • Anna Firsova & Galina Chernyshova & Ryasimya Tugusheva, 2022. "Approaches to Efficiency Assessing of Regional Knowledge-Intensive Services Sector Development Using Data Envelopment Analysis," Mathematics, MDPI, vol. 10(2), pages 1-22, January.
    • Handle: RePEc:gam:jmathe:v:10:y:2022:i:2:p:173-:d:718929
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/10/2/173/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2227-7390/10/2/173/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Tomasz Kijek & Anna Matras-Bolibok, 2020. "Knowledge-intensive Specialisation and Total Factor Productivity (TFP) in the EU Regional Scope," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 68(1), pages 181-188.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Malgorzata Juchniewicz, 2021. "Factor Competitiveness of the Technological Advanced Services Sector in the European Union Countries: A Typological Analysis," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 3), pages 260-273.
    2. Evaldas Vaičiukynas & Meda Andrijauskienė & Paulius Danėnas & Raminta Benetytė, 2023. "Socio-eco-efficiency of high-tech companies: a cross-sector and cross-regional study," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(11), pages 12761-12790, November.
    3. Arkadiusz Kijek & Tomasz Kijek, 2020. "Nonlinear Effects of Human Capital and R&D on TFP: Evidence from European Regions," Sustainability, MDPI, vol. 12(5), pages 1-14, February.
    4. Tomasz Kijek & Anna Matras-Bolibok, 2020. "Spatial Distribution of Eco-Innovation Performance: Evidence from European Countries," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 2), pages 766-778.
    5. Satı, Zümrüt Ecevit, 2024. "Comparison of the criteria affecting the digital innovation performance of the European Union (EU) member and candidate countries with the entropy weight-TOPSIS method and investigation of its importa," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    6. Stefano De Falco & Alberto Corbino, 2022. "Do Eco-Innovation Projects Target Environmental Fragile Areas? The Case Study of Some Italian Southern Regions through a Spatial Approach," Sustainability, MDPI, vol. 14(9), pages 1-19, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jmathe:v:10:y:2022:i:2:p:173-:d:718929. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.