IDEAS home Printed from https://ideas.repec.org/a/bit/bsrysr/v7y2016i2p23-34.html
   My bibliography  Save this article

Dealing with Interpretability Issues in Predicting Firm Growth: Factor Analysis Approach

Author

Listed:
  • Bilandžić Ana
  • Marina Jeger
  • Šarlija Nataša

    (Faculty of Economics in Osijek, J.J. Strossmayer University of Osijek, Croatia)

Abstract

Background: Alongside the theoretical progress made in understanding the factors that influence firm growth, many methodological challenges are yet to be overcome. Authors point to the notion of interpretability of growth prediction models as an important prerequisite for further advancement of the field as well as enhancement of models’ practical values.

Suggested Citation

  • Bilandžić Ana & Marina Jeger & Šarlija Nataša, 2016. "Dealing with Interpretability Issues in Predicting Firm Growth: Factor Analysis Approach," Business Systems Research, Sciendo, vol. 7(2), pages 23-34, September.
    • Handle: RePEc:bit:bsrysr:v:7:y:2016:i:2:p:23-34
    DOI: 10.1515/bsrj-2016-0010
    as

    Download full text from publisher

    File URL: https://doi.org/10.1515/bsrj-2016-0010
    Download Restriction: no
    File URL: https://libkey.io/10.1515/bsrj-2016-0010?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Per Davidsson & Frédéric Delmar & Johan Wiklund, 2006. "Entrepreneurship and the Growth of Firms," Books, Edward Elgar Publishing, number 3971.
    2. Lars Kolvereid & Erlend Bullvag, 1996. "Growth Intentions And Actual Growth: The Impact Of Entrepreneurial Choice," Journal of Enterprising Culture (JEC), World Scientific Publishing Co. Pte. Ltd., vol. 4(01), pages 1-17.
    3. Miroslav Mateev & Yanko Anastasov, 2010. "Determinants of small and medium sized fast growing enterprises in central and eastern Europe: a panel data analysis," Financial Theory and Practice, Institute of Public Finance, vol. 34(3), pages 269-295.
    4. Henrekson, Magnus & Johansson, Dan, 1999. "Institutional Effects on the Evolution of the Size Distribution of Firms," Small Business Economics, Springer, vol. 12(1), pages 11-23, February.
    5. Dean Shepherd & Johan Wiklund, 2009. "Are we Comparing Apples with Apples or Apples with Oranges? Appropriateness of Knowledge Accumulation across Growth Studies," Entrepreneurship Theory and Practice, , vol. 33(1), pages 105-123, January.
    6. Piergiuseppe Morone & Giuseppina Testa, 2008. "Firms Growth, Size And Innovation An Investigation Into The Italian Manufacturing Sector," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(4), pages 311-329.
    7. Frédéric Delmar & Johan Wiklund & Per Davidsson, 2006. "Entrepreneurship and the Growth of Firms," Post-Print hal-01892801, HAL.
    8. Frédéric Delmar & Johan Wiklund & Per Davidsson, 2006. "Entrepreneurship and the Growth of Firms," Post-Print hal-01892798, HAL.
    9. Gabriele Sampagnaro, 2013. "Predicting rapid-growth SMEs through a reversal of credit-scoring principles," International Journal of Entrepreneurship and Small Business, Inderscience Enterprises Ltd, vol. 18(3), pages 313-331.
    10. Barringer, Bruce R. & Jones, Foard F. & Neubaum, Donald O., 2005. "A quantitative content analysis of the characteristics of rapid-growth firms and their founders," Journal of Business Venturing, Elsevier, vol. 20(5), pages 663-687, September.
    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. Marta Gancarczyk, 2015. "Proces wzrostu przedsiębiorstwa w świetle podejścia zasobowego i teorii kosztów transakcyjnych," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 5, pages 5-31.
    2. Magnus Henrekson & Dan Johansson, 2010. "Gazelles as job creators: a survey and interpretation of the evidence," Small Business Economics, Springer, vol. 35(2), pages 227-244, September.
    3. Šarlija, Nataša & Bilandžić, Ana, 2018. "Does Innovation Matter for SMEs' growth in Croatia?," 6th International OFEL Conference on Governance, Management and Entrepreneurship. New Business Models and Institutional Entrepreneurs: Leading Disruptive Change (Dubrovnik, 2018), in: 6th International OFEL Conference on Governance, Management and Entrepreneurship. New Business Models and Institutional Entrepreneurs: Leading Disrupt, pages 356-375, Governance Research and Development Centre (CIRU), Zagreb.
    4. Marta Gancarczyk & Jon Mikel Zabala Iturriagagoitia, 2015. "The Process of the Growth of Small and Medium-Sized Enterprises (SMEs)," Journal of Entrepreneurship, Management and Innovation, Fundacja Upowszechniająca Wiedzę i Naukę "Cognitione", vol. 11(4), pages 3-24.
    5. Laure Ambroise & Nathalie Claveau & Muriel Perez & Isabelle Prim-Allaz & Martine Séville & Christine Teyssier, 2013. "Firm'S Growth Profiles And Ceo'S Attitudes: The Moderating Role Of Growth Intention On Firm'S Growth?," Post-Print hal-01613823, HAL.
    6. Maria Tunberg & Alistair R. Anderson, 2020. "Growing a small firm; experiences and managing difficult processes," International Entrepreneurship and Management Journal, Springer, vol. 16(4), pages 1445-1463, December.
    7. Kholekile L. Gwebu & Jeffrey Sohl & Jing Wang, 2019. "Differential performance of science park firms: an integrative model," Small Business Economics, Springer, vol. 52(1), pages 193-211, January.
    8. Johan Karlsson, 2021. "Firm size and growth barriers: a data-driven approach," Small Business Economics, Springer, vol. 57(3), pages 1319-1338, October.
    9. Juan Federico & Joan-Lluis Capelleras, 2015. "The heterogeneous dynamics between growth and profits: the case of young firms," Small Business Economics, Springer, vol. 44(2), pages 231-253, February.
    10. Ivan Miroshnychenko & Alfredo De Massis & Danny Miller & Roberto Barontini, 2021. "Family Business Growth Around the World," Entrepreneurship Theory and Practice, , vol. 45(4), pages 682-708, July.
    11. Rolando Vaz, 2023. "Firm growth in the Portuguese footwear industry: the location dilemma," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 70(2), pages 407-427, April.
    12. Sullivan, Diane M. & Marvel, Matthew R. & Wolfe, Marcus T., 2021. "With a little help from my friends? How learning activities and network ties impact performance for high tech startups in incubators," Technovation, Elsevier, vol. 101(C).
    13. Erik Stam, 2010. "Growth beyond Gibrat: firm growth processes and strategies," Small Business Economics, Springer, vol. 35(2), pages 129-135, September.
    14. Alex Coad & Werner Hölzl, 2012. "Firm Growth: Empirical Analysis," Chapters, in: Michael Dietrich & Jackie Krafft (ed.), Handbook on the Economics and Theory of the Firm, chapter 24, Edward Elgar Publishing.
    15. Sven-Olov Daunfeldt & Niklas Elert & Dan Johansson, 2014. "The Economic Contribution of High-Growth Firms: Do Policy Implications Depend on the Choice of Growth Indicator?," Journal of Industry, Competition and Trade, Springer, vol. 14(3), pages 337-365, September.
    16. Maks Tajnikar & Nina Ponikvar & Petra Došenovič Bonča, 2016. "Characteristics Of Firms With Different Types Of Growth: The Case Of Slovenia," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 61(208), pages 27-48, January -.
    17. Anna-Leena Asikainen & Giovanni Mangiarotti, 2017. "Open innovation and growth in IT sector," Service Business, Springer;Pan-Pacific Business Association, vol. 11(1), pages 45-68, March.
    18. Márta Bisztray & Francesca de Nicola & Balázs Muraközy, 2020. "Industry dynamics and high-growth firms' contribution to productivity growth," CERS-IE WORKING PAPERS 2047, Institute of Economics, Centre for Economic and Regional Studies.
    19. Raquel Puente & María Antonia Cervilla & Carlos Giovanni González & Nunzia Auletta, 2017. "Determinants of the growth aspiration: a quantitative study of Venezuelan entrepreneurs," Small Business Economics, Springer, vol. 48(3), pages 699-726, March.
    20. Miriam Bird & Thomas Zellweger, 2018. "Relational Embeddedness and Firm Growth: Comparing Spousal and Sibling Entrepreneurs," Organization Science, INFORMS, vol. 29(2), pages 264-283, April.

    More about this item

    Keywords

    factor analysis; logistic regression; interpretability; growth prediction model;
    All these keywords.

    JEL classification:

    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis

    Statistics

    Access and download statistics

    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:bit:bsrysr:v:7:y:2016:i:2:p:23-34. 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: Peter Golla (email available below). General contact details of provider: https://www.sciendo.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.