IDEAS home Printed from https://ideas.repec.org/a/fan/macoma/vhtml10.3280-maco2023-003009.html
   My bibliography  Save this article

Cheating in the evaluation. An expedient to estimate the impact of intangibles on the enterprise value of the high-growth start-ups

Author

Listed:
  • Giulia Cattafi
  • Giovanna Mariani
  • Francesco Pistolesi
  • Domenico Nicol?

Abstract

This study investigates the effect of investments in intangible fixed assets and human capital on the Enterprise Value (EV) of Italian high-growth startups (HGSs). To test our hypotheses, we conducted several Ordinary Least Squares (OLS) regression analyses on a dataset comprising 782 HGSs. The EV was esti-mates using the Discounted Cash Flow (DCF) method. Our findings reveal a posi-tive and statistically significant relationship between investments in intangible as-sets and EV. However, investments in human capital and highly skilled workers show a negatively relationship with EV. Lastly, a positive and statistically signifi-cant relationship between value-added per employees and the EV of HGSs has been identified. This study offers valuable insight into the process through which new firms gener-ate value. By strategically investing in intangible assets and human capital, startups not only enhance their probability of survival but also improve their growth potential. This allows these companies to overcome the challenges of the early stage and embark on a sustainable growth process. To spotlight the unique value drivers of these companies, unlike prior studies, we manually estimate the EV. We have employed the DCF method by playing the cards face up: we used the actual cash flows realized by the HGSs during the study period instead of rely-ing on forecasts. We have therefore ?cheated? to measure the value created by the HGSs. This research can be considered a pioneering study that significantly con-tributes to the ongoing debate on the value creation process in fast growing startups.

Suggested Citation

  • Giulia Cattafi & Giovanna Mariani & Francesco Pistolesi & Domenico Nicol?, 2023. "Cheating in the evaluation. An expedient to estimate the impact of intangibles on the enterprise value of the high-growth start-ups," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2023(3), pages 193-218.
  • Handle: RePEc:fan:macoma:v:html10.3280/maco2023-003009
    as

    Download full text from publisher

    File URL: http://www.francoangeli.it/riviste/Scheda_Rivista.aspx?IDArticolo=74627&Tipo=ArticoloPDF
    Download Restriction: Single articles can be downloaded buying download credits, for info: https://www.francoangeli.it/DownloadCredit
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Sandra A. Waddock & Samuel B. Graves, 1997. "The Corporate Social Performance–Financial Performance Link," Strategic Management Journal, Wiley Blackwell, vol. 18(4), pages 303-319, April.
    2. Sven-Olov Daunfeldt & Dan Johansson & Daniel Halvarsson, 2015. "Using the eurostat-OECD definition of high-growth firms: a cautionary note," Journal of Entrepreneurship and Public Policy, Emerald Group Publishing Limited, vol. 4(1), pages 50-56, April.
    3. Mata, Jose & Portugal, Pedro & Guimaraes, Paulo, 1995. "The survival of new plants: Start-up conditions and post-entry evolution," International Journal of Industrial Organization, Elsevier, vol. 13(4), pages 459-481, December.
    4. Giulio Greco & Giuseppe D?Onza, 2020. "Dal controllo alla creazione del valore," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2020(2), pages 5-9.
    5. Tobias Stucki, 2014. "Success of start-up firms: the role of financial constraints," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 25-64, February.
    6. Zoltán J. Ács & Pamela Mueller, 2015. "Employment effects of business dynamics: Mice, Gazelles and Elephants," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 16, pages 304-319, Edward Elgar Publishing.
    7. Paul Nightingale & Alex Coad, 2014. "Muppets and gazelles: political and methodological biases in entrepreneurship research," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 113-143, February.
    8. Davidsson, Per & Henrekson, Magnus, 2002. "Determinants of the Prevalence of Start-Ups and High-Growth Firms," Small Business Economics, Springer, vol. 19(2), pages 81-104, September.
    9. Paloma Lopez-Garcia & Sergio Puente, 2012. "What makes a high-growth firm? A dynamic probit analysis using Spanish firm-level data," Small Business Economics, Springer, vol. 39(4), pages 1029-1041, November.
    10. Sven-Olov Daunfeldt & Daniel Halvarsson, 2015. "Are high-growth firms one-hit wonders? Evidence from Sweden," Small Business Economics, Springer, vol. 44(2), pages 361-383, February.
    11. Mate, Mariluz & Occhino, Paolo, 2020. "A proposal to estimate the valuation of small and medium size companies using geographically comparable information," Small Business International Review, Asociación Española de Contabilidad y Administración de Empresas - AECA, vol. 4(1), pages 34-51, January.
    12. David Audretsch & Yvonne Prince & A. Thurik, 1999. "Do small firms compete with large firms?," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 27(2), pages 201-209, June.
    13. Hsu, David H., 2007. "Experienced entrepreneurial founders, organizational capital, and venture capital funding," Research Policy, Elsevier, vol. 36(5), pages 722-741, June.
    14. Damiano Montani & Daniele Gervasio & Andrea Pulcini, 2020. "Startup Company Valuation: The State of Art and Future Trends," International Business Research, Canadian Center of Science and Education, vol. 13(9), pages 1-31, September.
    15. Clarysse, Bart & Wright, Mike & Lockett, Andy & Van de Velde, Els & Vohora, Ajay, 2005. "Spinning out new ventures: a typology of incubation strategies from European research institutions," Journal of Business Venturing, Elsevier, vol. 20(2), pages 183-216, March.
    16. Alex Coad & Stjepan Srhoj, 2020. "Catching Gazelles with a Lasso: Big data techniques for the prediction of high-growth firms," Small Business Economics, Springer, vol. 55(3), pages 541-565, October.
    17. Carita Eklund & Kristof van Criekingen, 2022. "Fast as a gazelle – young firms gaining from educational diversity," Industry and Innovation, Taylor & Francis Journals, vol. 29(8), pages 927-947, September.
    18. A. Arrighetti & A. Lasagni, 2010. "Assessing the determinants of fast growth in Italy," Economics Department Working Papers 2010-EP07, Department of Economics, Parma University (Italy).
    19. Stefano Bianchini & Giulio Bottazzi & Federico Tamagni, 2017. "What does (not) characterize persistent corporate high-growth?," Small Business Economics, Springer, vol. 48(3), pages 633-656, March.
    20. Becchetti, Leonardo & Trovato, Giovanni, 2002. "The Determinants of Growth for Small and Medium Sized Firms: The Role of the Availability of External Finance," Small Business Economics, Springer, vol. 19(4), pages 291-306, December.
    21. Sven-Olov Daunfeldt & Dan Johansson & Daniel Halvarsson, 2015. "Using the eurostat-OECD definition of high-growth firms: a cautionary note," Journal of Entrepreneurship and Public Policy, Emerald Group Publishing Limited, vol. 4(1), pages 50-56, April.
    22. Nick French, 2013. "The discounted cash flow model for property valuations: quarterly cash flows," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 31(2), pages 208-212, March.
    23. Casper Claudi Rasmussen, 2014. "Intangible Resources As Drivers Of High Growth," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 18(04), pages 1-20.
    24. Delmar, Frederic & Davidsson, Per & Gartner, William B., 2003. "Arriving at the high-growth firm," Journal of Business Venturing, Elsevier, vol. 18(2), pages 189-216, March.
    25. Tarek Miloud & Arild Aspelund & Mathieu Cabrol, 2012. "Startup valuation by venture capitalists: an empirical study," Venture Capital, Taylor & Francis Journals, vol. 14(2-3), pages 151-174, February.
    26. Baruch Lev & Stefano Zambon, 2003. "Intangibles and intellectual capital: an introduction to a special issue," European Accounting Review, Taylor & Francis Journals, vol. 12(4), pages 597-603.
    27. Kaya, Mehmet Caglar & Persson, Lars, 2019. "A theory of gazelle growth: Competition, venture capital finance and policy," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    28. Alex Coad & Sven-Olov Daunfeldt & Werner Hölzl & Dan Johansson & Paul Nightingale, 2014. "High-growth firms: introduction to the special section," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 91-112, February.
    29. Giovanna Mariani & Davide Morelli & Leonardo Bartoloni, 2019. "Managing uncertainty in the start-up environment. Is a business plan an incentive or a limitation?," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2019(1), pages 73-96.
    30. Davidsson, Per, 2006. "Nascent Entrepreneurship: Empirical Studies and Developments," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 2(1), pages 1-76, June.
    31. Werner Hölzl, 2009. "Is the R&D behaviour of fast-growing SMEs different? Evidence from CIS III data for 16 countries," Small Business Economics, Springer, vol. 33(1), pages 59-75, June.
    32. Fiona Sussan & Zoltan J. Acs, 2017. "The digital entrepreneurial ecosystem," Small Business Economics, Springer, vol. 49(1), pages 55-73, June.
    33. Simon Parker & David Storey & Arjen Witteloostuijn, 2010. "What happens to gazelles? The importance of dynamic management strategy," Small Business Economics, Springer, vol. 35(2), pages 203-226, September.
    34. Eckhardt, Jonathan T. & Shane, Scott A., 2011. "Industry changes in technology and complementary assets and the creation of high-growth firms," Journal of Business Venturing, Elsevier, vol. 26(4), pages 412-430, July.
    35. Davila, Antonio & Foster, George & Gupta, Mahendra, 2003. "Venture capital financing and the growth of startup firms," Journal of Business Venturing, Elsevier, vol. 18(6), pages 689-708, November.
    36. Moreno-Menéndez, Ana M. & Casillas, José C., 2021. "How do family businesses grow? Differences in growth patterns between family and non-family firms," Journal of Family Business Strategy, Elsevier, vol. 12(3).
    37. A. Arrighetti & A. Ninni, 2009. "Firm size and growth opportunities: a survey," Economics Department Working Papers 2009-EP05, Department of Economics, Parma University (Italy).
    38. M. Diane Burton & Michael S. Dahl & Olav Sorenson, 2018. "Do Start-ups Pay Less?," ILR Review, Cornell University, ILR School, vol. 71(5), pages 1179-1200, October.
    39. Stefano Bianchini & Giulio Bottazzi & Federico Tamagni, 2017. "What does (not) characterize persistent corporate high-growth?," Small Business Economics, Springer, vol. 48(3), pages 633-656, March.
    40. Block, Joern H. & De Vries, Geertjan & Schumann, Jan H. & Sandner, Philipp, 2014. "Trademarks and venture capital valuation," Journal of Business Venturing, Elsevier, vol. 29(4), pages 525-542.
    41. Antonio Davila & George Foster & Ning Jia, 2015. "The Valuation of Management Control Systems in Start-Up Companies: International Field-Based Evidence," European Accounting Review, Taylor & Francis Journals, vol. 24(2), pages 207-239, June.
    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. Raysa Geaquinto Rocha & João J. Ferreira, 2022. "Gazelles (High-Growth) Companies: a Bibliometric Science Map of the Field," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(4), pages 2911-2934, December.
    2. Erhardt, Eva Christine, 2018. "Firm performance after high growth: A comparison of absolute and relative growth measures," MPRA Paper 88077, University Library of Munich, Germany.
    3. Daniele Moschella & Federico Tamagni & Xiaodan Yu, 2019. "Persistent high-growth firms in China’s manufacturing," Small Business Economics, Springer, vol. 52(3), pages 573-594, March.
    4. Erhardt, Eva, 2017. "Who persistently creates jobs? Absolute versus relative high-growth firms," MPRA Paper 79307, University Library of Munich, Germany.
    5. Eva Christine Erhardt, 2021. "Measuring the persistence of high firm growth: choices and consequences," Small Business Economics, Springer, vol. 56(1), pages 451-478, January.
    6. Silviano Esteve-Pérez & Fabio Pieri & Diego Rodriguez, 2022. "One swallow does not make a summer: episodes and persistence in high growth," Small Business Economics, Springer, vol. 58(3), pages 1517-1544, March.
    7. Márta Bisztray & Francesca de Nicola & Balázs Muraközy, 2023. "High-growth firms’ contribution to aggregate productivity growth," Small Business Economics, Springer, vol. 60(2), pages 771-811, February.
    8. Sorin Gabriel Anton, 2019. "Leverage and firm growth: an empirical investigation of gazelles from emerging Europe," International Entrepreneurship and Management Journal, Springer, vol. 15(1), pages 209-232, March.
    9. Ho-Chang Chae, 2024. "In search of gazelles: machine learning prediction for Korean high-growth firms," Small Business Economics, Springer, vol. 62(1), pages 243-284, January.
    10. Kovács, Olivér, 2020. "Gazellák az iparpolitika tükrében, I [Gazelles and industrial policy, Part 1]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(1), pages 54-87.
    11. Yannis Caloghirou & Ioannis Giotopoulos & Alexandra Kontolaimou & Aggelos Tsakanikas, 2022. "Inside the black box of high-growth firms in a crisis-hit economy: corporate strategy, employee human capital and R&D capabilities," International Entrepreneurship and Management Journal, Springer, vol. 18(3), pages 1319-1345, September.
    12. Ivan Savin & Maria Novitskaya, 2023. "Data-driven definitions of gazelle companies that rule out chance: application for Russia and Spain," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(3), pages 507-542, September.
    13. Eva Christine Erhardt, 2022. "Prevalence and Persistence of High-Growth Entrepreneurship: Which Institutions Matter Most?," Journal of Industry, Competition and Trade, Springer, vol. 22(2), pages 297-332, June.
    14. Stefano Bianchini & Giulio Bottazzi & Federico Tamagni, 2017. "What does (not) characterize persistent corporate high-growth?," Small Business Economics, Springer, vol. 48(3), pages 633-656, March.
    15. Florian Léon, 2022. "The elusive quest for high-growth firms in Africa: when other metrics of performance say nothing," Small Business Economics, Springer, vol. 58(1), pages 225-246, January.
    16. Stefano Bianchini & Giulio Bottazzi & Federico Tamagni, 2017. "What does (not) characterize persistent corporate high-growth?," Small Business Economics, Springer, vol. 48(3), pages 633-656, March.
    17. Jaap W. B. Bos & Erik Stam, 2014. "Gazelles and industry growth: a study of young high-growth firms in The Netherlands," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 145-169, February.
    18. Florian Leon, 2019. "The elusive quest for high- growth firms in Africa: The (lack of) growth persistence in Senegal," Working Papers hal-02493326, HAL.
    19. Besnik A. Krasniqi & Sameeksha Desai, 2016. "Institutional drivers of high-growth firms: country-level evidence from 26 transition economies," Small Business Economics, Springer, vol. 47(4), pages 1075-1094, December.
    20. 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.

    More about this item

    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:fan:macoma:v:html10.3280/maco2023-003009. 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: Stefania Rosato (email available below). General contact details of provider: http://www.francoangeli.it/riviste/sommario.aspx?IDRivista=166 .

    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.