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

Titolo Rivista MANAGEMENT CONTROL
Autori/Curatori Giulia Cattafi, Giovanna Mariani, Francesco Pistolesi, Domenico Nicolò
Anno di pubblicazione 2024 Fascicolo 2023/3
Lingua Inglese Numero pagine 26 P. 193-218 Dimensione file 346 KB
DOI 10.3280/MACO2023-003009
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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.

Keywords:High-growth firms, High-growth start-ups, Intangibles, Firm growth, Value creation, Human capital

  1. Acs Z.J., Mueller P. (2008), Employment effects of business dynamics: Mice, gazelles and elephants, Small Business Economics, 30, pp. 85-100,
  2. Acs Z.J., Parsons W., Tracy S. (2008), High-impact firms: gazelles revisited, Washington, DC.
  3. Akinwande M.O., Dikko H.G., Samson A. (2015), Variance inflation factor: as a condition for the inclusion of suppressor variable (s) in regression analysis, Open journal of statistics, 5(07), pp. 754.
  4. Armstrong C., Davila A., Foster G. (2006), Venture-backed private equity valuation and financial statement information, Review of Accounting Studies, 11(1), pp. 119-154.
  5. Arrighetti A., Lasagni A. (2010), Assessing the determinants of fast growth in Italy (No. 2010-EP07), Department of Economics, Parma University (Italy).
  6. Arrighetti A., Ninni A. (2009), Firm size and growth opportunities: a survey (No. 2009-EP05), Department of Economics, Parma University (Italy).
  7. Audretsch D.B., Prince Y.M., Thurik A.R. (1999), Do small firms compete with large firms?, Atlantic Economic Journal, 27, pp. 201-209. DOI: 10.1007/BF02300239
  8. Barney J. (1991), Firm Resources and Sustained Competitive Advantage, Journal of Management, 17(1), pp. 99-120. DOI: 10.1177/014920639101700108
  9. Becchetti L., Trovato G. (2002), The determinants of growth for small and medium sized firms. The role of the availability of external finance, Small business economics, 19, pp. 291-306. DOI: 10.1023/A:1019678429111
  10. Bianchini S., Bottazzi G., Tamagni F. (2017), What does (not) characterize persistent corporate high-growth?, Small Business Economics, 48, pp. 633-656.
  11. Birch D.L. (1979), The job generation process, Vol. 302. Cambridge, MA: MIT program on neighborhood and regional change, 1979.
  12. Block J.H., De Vries G., Schumann J.H., Sandner P. (2014), Trademarks and venture capital valuation, Journal of Business Venturing, 29(4), pp. 525-542.
  13. Brown R., Mawson S., Mason C. (2017), Myth-busting and entrepreneurship policy: the case of high growth firms, Entrepreneurship and Regional Development, 29(5-6), pp. 414-443. DOI: 10.1080/08985626.2017.1291762
  14. Burton M.D., Dahl M.S., Sorenson O. (2018), Do start-ups pay less?, Industrial & Labor Relations Review, 71(5), pp. 1179-1200. DOI: 10.1177/0019793917747240
  15. Cable A. J. (2016), Fool’s Gold: Equity Compensation and the Mature Startup, Virginia Law and Business Review, 11, pp. 613.
  16. Clarysse B., Wright M., Lockett A., Van de Velde E., Vohora A. (2005), Spinning out new ventures: a typology of incubation strategies from European research institutions, Journal of Business venturing, 20(2), pp. 183-216.
  17. Coad A., Daunfeldt S.O., Hölzl W., Johansson D., Nightingale P. (2014), High-growth firms: introduction to the special section, Industrial and Corporate Change, 23(1), pp. 91-112.
  18. Coad A., Srhoj S. (2020), Catching Gazelles with a Lasso: Big data techniques for the prediction of high-growth firms, Small Business Economics, 55(3), pp. 541-565.
  19. Damodaran A. (2009), Valuing young, start-up and growth companies: estimation issues and valuation challenges, SSRN.
  20. Daunfeldt S.O., Halvarsson D. (2015), Are high-growth firms one-hit wonders? Evidence from Sweden, Small Business Economics, 44, pp. 361-383.
  21. Daunfeldt S. O., Johansson D., Halvarsson D. (2015), Using the Eurostat-OECD definition of high-growth firms: a cautionary note, Journal of Entrepreneurship and Public Policy, 4(1), pp. 50-56. DOI: 10.1108/JEPP-05-2013-0020
  22. Davidsson P. (2006), Nascent entrepreneurship: empirical studies and developments, Foundations and Trends® in Entrepreneurship, 2(1), pp. 1-76. DOI: 10.1561/0300000005
  23. Davidsson P., Henrekson M. (2002), Determinants of the prevalance of start-ups and high-growth firms, Small business economics, 19, pp. 81-104. DOI: 10.1023/A:1016264116508
  24. Davidsson P. Achtenhagen L., Naldi L. (2010), Small firm growth. Foundations and Trends® in Entrepreneurship, 6(2), pp. 69-166. DOI: 10.1561/0300000029
  25. Davila A., Foster G., Gupta M. (2003), Venture capital financing and the growth of startup firms, Journal of business venturing, 18(6), pp. 689-708. DOI: 10.1016/S0883-9026(02)00127-1
  26. Davila A., Foster G., Jia N. (2015), The valuation of management control systems in start-up companies: International field-based evidence, European Accounting Review, 24(2), pp. 207-239. DOI: 10.1080/09638180.2014.965720
  27. Delmar F., Davidsson P., Gartner W.B. (2003), Arriving at the high-growth firm, Journal of business venturing, 18(2), pp. 189-216. DOI: 10.1016/S0883-9026(02)00080-0
  28. Demir R., Wennberg K., McKelvie A. (2017), The strategic management of high-growth firms: A review and theoretical conceptualization, Long Range Planning, 50(4), pp. 431-456.
  29. Demyanova E.A. (2018), Current issues of company evaluation under fintech, Strategic decisions and risk management, (1), pp. 102-117. DOI: 10.17747/2078-8886-2018-1-102-1
  30. Dhochak M., Doliya P. (2020), Valuation of a startup: Moving towards strategic approaches, Journal of Multi‐Criteria Decision Analysis, 27(1-2), pp. 39-49.
  31. Dönbak E.R., Ukav İ. (2016), Continuing Value Calculation with Discounted Cash Flows Method: An Application Example for Tekart Tourism Establishment Whose Shares Are Dealt in Istanbul Stock Exchange, Journal of Tourism and Hospitality Management, 4(3), pp. 139-145. DOI: 10.17265/2328-2169/2016.06.005
  32. Dusatkova M.S., Zinecker M. (2016), Valuing start-ups – selected approaches and their modification based on external factors, Business: Theory and Practice, 17(4), pp. 335-344.
  33. Eckhardt J.T., Shane S.A. (2011), Industry changes in technology and complementary assets and the creation of high-growth firms, Journal of Business Venturing, 26(4), pp. 412-430.
  34. Edvinsson L., Sullivan P. (1996), Developing a model for managing intellectual capital, European Management Journal, 14(4), pp. 356-364. DOI: 10.1016/0263-2373(96)00022-9
  35. Eurostat-OECD (2007), Eurostat-OECD manual on business demography statistics, Luxembourg: Office for Official Publications of the European Communities.
  36. Eklund C., van Criekingen K. (2022), Fast as a gazelle–young firms gaining from educational diversity, Industry and Innovation, 29(8), pp. 927-947. DOI: 10.1080/13662716.2022.2044764
  37. Feld B. (2020), Startup communities: Building an entrepreneurial ecosystem in your city, John Wiley and Sons.
  38. Florida R.L., Kenney M. (1988), Venture capital, high technology and regional development, Regional Studies, 22(1), pp. 33-48. DOI: 10.1080/00343408812331344750
  39. French N. (2013), The discounted cash flow model for property valuations: quarterly cash flows, Journal of Property Investment and Finance, 31(2), pp. 208-212. DOI: 10.1108/14635781311302618
  40. Frykman D., Tolleryd J. (2012), The Financial Times Guide to Corporate Valuation.
  41. García‐Ayuso M., Moreno‐Campos I., Sierra‐Molina G. (2000), Fundamental analysis and human capital: empirical evidence on the relationship between the quality of human resources and fundamental accounting variables, Journal of Human Resource Costing and Accounting.
  42. Gibrat R. (1931), Les Inégalités Économiques, Paris, Librairie du Recueil Sirey.
  43. Goldenberg D.H., Goldenberg M.D. (2009), Why entrepreneurs and VCs disagree in valuing start-up firms: imputing the target rate of return using DCF vs. option-based approaches, The Journal of Private Equity, 13(1), pp. 73-79. DOI: 10.3905/JPE.2009.13.1.073
  44. Greco G., D’Onza G. (2020), Dal controllo alla creazione del valore, Management Control, 2, pp. 5-9. DOI: 10.3280/MACO2020-002001
  45. Davila A., Foster G., Gupta M. (2003), Venture capital financing and the growth of startup firms, Journal of business venturing, 18(6), pp. 689-708. DOI: 10.1016/S0883-9026(02)00127-1
  46. Hall R. (1992), The strategic analysis of intangible resources, Strategic Management Journal, 13(2), pp. 135-144.
  47. Hand J.R. (2005), The value relevance of financial statements in the venture capital market, The Accounting Review, 80(2), pp. 613-648.
  48. Henrekson M., Johansson D. (2010), HGSs as job creators: a survey and interpretation of the evidence, Small Business Economics, 35(2), pp. 227-244.
  49. Hölzl W. (2009), Is the R&D behaviour of fast-growing SMEs different? Evidence from CIS III data for 16 countries, Small Business Economics, 33, pp. 59-75.
  50. Hsu D.H. (2007), Experienced entrepreneurial founders, organizational capital, and venture capital funding. Research Policy, 36(5), pp. 722-741.
  51. ISTAT (2015), L’imprenditorialità in Italia (Rapporto Annuale sull’Imprenditoria Italiana). -- https://www.istat.it/it/archivio/177110.
  52. Kaya M.C., Persson L. (2019), A theory of gazelle growth: Competition, venture capital finance and policy, The North American Journal of Economics and Finance, 50, 101019,
  53. Kirchhoff B.A. (1994), Entrepreneurship and Dynamic Capitalism: The Economics of Business Firm Formation and Growth, Westport, CT, Praeger.
  54. Köhn A. (2018), The determinants of startup valuation in the venture capital context: a systematic review and avenues for future research, Management Review Quarterly, 68(1), pp. 3-36.
  55. Kucharčíková A. (2011), Human capital – definitions and approaches, Human Resources Management and Ergonomics, 5(2), pp. 60-70.
  56. La Rocca M., Fasano F., La Rocca T., Neha N. (2023), Women in CEO duality and firm performance in Europe, Journal of Management and Governance, pp. 1-38.
  57. Lev B., Zambon S. (2003), Intangibles and intellectual capital: an introduction to a special issue, European Accounting Review, 12(4), pp. 597-603.
  58. Lopez-Garcia P., Puente S. (2012), What makes a high-growth firm? A dynamic probit analysis using Spanish firm-level data, Small Business Economics, 39(4), pp. 1029-1041.
  59. Madhani P.M. (2012), Intangible assets: Value drivers for competitive advantage. In Greg Gregoriou, Nigel Finch (eds), Best practices in management accounting, pp. 146-165, London: Palgrave Macmillan UK.
  60. Mata J., Portugal P., Guimaraes P. (1995), The survival of new plants: Start-up conditions and post-entry evolution, International Journal of Industrial Organization, 13(4), pp. 459-481. DOI: 10.1016/0167-7187(95)00500-5
  61. Mate M., Occhino P. (2020), A proposal to estimate the valuation of small and medium size companies using geographically comparable information. Small Business International Review, 4(1), pp. 34-51.
  62. Mariani G., Bartoloni L., Morelli D. (2019), Managing uncertainty in the start-up environment: is a business plan an incentive or a limitation?. Management control, 1, pp. 73-96.
  63. Mariani G., Carlesi A., Scarfò A.A. (2018), Academic spinoffs as a value driver for intellectual capital: The case of the University of Pisa. Journal of Intellectual Capital, 19(1), pp. 202-226. DOI: 10.1108/JIC-03-2017-0050
  64. Milanesi G.S., Pesce G., Alabi E. (2013), Technology-based startup valuation using real options with Edgeworth expansion, Journal of Finance and Accounting, (1)2, pp. 54-61.
  65. Miloud T., Aspelund A., Cabrol M. (2012), Startup valuation by venture capitalists: an empirical study, Venture Capital. An International Journal of Entrepreneurial Finance, 14(2-3), pp. 151-174. DOI: 10.1080/13691066.2012.667907
  66. Mitusch K., Schimke A. (2011), Gazelles - High-Growth Companies, Report, Task4, Horizontal report 5. Consortium Europe INNOVA Sectoral Innovation Watch.
  67. Montani D., Gervasio D., Pulcini A. (2020), Startup company valuation: The state of art and future trends, International Business Research, 13(9), pp. 31-45.
  68. Moreno-Menéndez A.M., Casillas J.C. (2007), High-growth SMEs versus non-high-growth SMEs: a discriminant analysis, Entrepreneurship and regional development, 19(1), pp. 69-88. DOI: 10.1080/08985620601002162
  69. Moreno-Menéndez A.M., Casillas J.C. (2021), How do family businesses grow? Differences in growth patterns between family and non-family firms, Journal of Family Business Strategy, 12(3).
  70. Moreno F., Coad A. (2015), High-Growth Firms: Stylized Facts and Conflicting Results, Advances in Entrepreneurship, Firm Emergence and Growth, (17), pp.187-230. DOI: 10.1108/S1074-75402015000001701
  71. Mustar P., Wright M., Clarysse B. (2008), University spin-off firms: lessons from ten years of experience in Europe, Science and Public Policy, 35(2), pp. 67-80. DOI: 10.3152/030234208X282862
  72. Nicolò D. (2019), La vulnerabilità delle imprese nella fase di start-up: analisi ed interpretazione delle cause, Torino, Giappichelli.
  73. Nightingale P., Coad A. (2014), Muppets and gazelles: political and methodological biases in entrepreneurship research, Industrial and corporate change, 23(1), pp. 113-143.
  74. Parker S.C., Storey D.J., Van Witteloostuijn A. (2010), What happens to gazelles? The importance of dynamic management strategy, Small Business Economics, 35(2), pp. 203-226.
  75. Peteraf M.A. (1993), The cornerstones of competitive advantage: a resource‐based view, Strategic management journal, 14(3), pp. 179-191.
  76. Pšeničny V., Jakopin E., Vukčević Z., Čorić G. (2014), Dynamic entrepreneurship – generator of sustainable economic growth and competitiveness, Management: Journal of Contemporary Management Issues, 19(1), pp. 61-92.
  77. Rasmussen C.C. (2014), Intangible resources as drivers of high growth, International Journal of Innovation Management, 18(04), pp. 1-20. DOI: 10.1142/S1363919614500212
  78. Reis P., Augusto M. (2013), The terminal value (TV) performing in firm valuation: The gap of literature and research agenda, Journal of Modern Accounting and Auditing, 9(12), pp. 1622-1636.
  79. Ricci F., Riso T., Ferri S., Scafarto V. (2020), Management control systems in the knowledge economy: Assessing the role of intellectual capital in value creation, Management Control, 3, pp. 17-34. DOI: 10.3280/MACO2020-003002
  80. Rocha R.G., Ferreira J.J. (2021), Gazelles (high-growth) companies: A bibliometric science map of the field, Journal of the Knowledge Economy, 12(1), pp. 1-24.
  81. Sievers S., Mokwa C.F., Keienburg G. (2013), The relevance of financial versus non-financial information for the valuation of venture capital-backed firms, European Accounting Review, 22(3), pp. 467-511. DOI: 10.1080/09638180.2012.741051
  82. Shestakov D. (2015), Real Option Approach to Evaluate Strategic Flexibility for Startup Projects, In Cobanoglu C., Ongan S. (eds), Proceedings of the International Interdisciplinary Business and Economics Conference, pp. 1-394. IIBA Conference.
  83. Sussan F., Acs Z.J. (2017), The digital entrepreneurial ecosystem. Small Business Economics, 49(1), pp. 55-73.
  84. Steffens P., Douglas E. (2007), Valuing technology investments: use real options thinking but forget real options valuation, International journal of Technoentrepreneurship, 1(1), pp. 58-77. DOI: 10.1504/IJTE.2007.013270
  85. Stucki T. (2014), Success of start-up firms: the role of financial constraints, Industrial and Corporate Change, 23(1), pp. 25-64.
  86. Waddock S.A., Graves S.B. (1997), The corporate social performance–financial performance link, Strategic management journal, 18(4), pp. 303-319.
  87. Wiarda E.A., Luria D.D. (1998), The best-practice company and other benchmarking myths, Quality Progress, 31(2), pp. 91-94.
  88. Wu S., Levitas E., Priem R.L. (2005), CEO tenure and company invention under differing levels of technological dynamism, Academy of Management Journal, 48(5), pp. 859-873.

Giulia Cattafi, Giovanna Mariani, Francesco Pistolesi, Domenico Nicolò, Cheating in the evaluation. An expedient to estimate the impact of intangibles on the enterprise value of the high-growth start-ups in "MANAGEMENT CONTROL" 3/2023, pp 193-218, DOI: 10.3280/MACO2023-003009