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Determinants and effects of Venture Capital and Private Equity ...

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5.3 The determinants <strong>of</strong> venture capital financing<br />

Table 4 presents the results obtained estimating equation (1). In column (a) attention is<br />

confined to the variables with the coefficients from β1 to β8 (controlling for geographical area<br />

<strong>and</strong> time dummies). This is done in order to maximize the number <strong>of</strong> observations on which<br />

estimation is performed; in fact, employing variables such as Capex <strong>and</strong> Growth would imply a<br />

loss <strong>of</strong> observations given that they are calculated over year t‐1.<br />

Consistently with the theories <strong>of</strong> asymmetric information, the signs <strong>of</strong> Size <strong>and</strong> Age turn out<br />

to be negative; the existence <strong>of</strong> a non‐linear relation between the probability <strong>of</strong> receiving<br />

external capital <strong>and</strong> size also emerges. In the same direction goes the positive sign <strong>and</strong> the<br />

statistical significance <strong>of</strong> the variable Intangibles. Forthcoming considerations will conclude on<br />

the intuition by which banks are more keen on granting credit to firms with higher liquidation<br />

value <strong>of</strong> assets. In terms <strong>of</strong> pr<strong>of</strong>itability Ebitda appears to be an important determinant; we can<br />

anticipate here that its sign <strong>and</strong> its magnitude will be constant in all the different specifications<br />

<strong>of</strong> the model. Provided that Ebitda is a measure widely used in the financial industry for the<br />

assessment <strong>of</strong> the value <strong>of</strong> a company, e.g. the “multiples approach”, thus, this result can be<br />

considered coherent with the state <strong>of</strong> art in use. Conversely, investors seem not to rely much<br />

on the figures for ROE <strong>and</strong> see other variables as important factors for predicting the future<br />

performances <strong>of</strong> a firm. Looking at the negative sign we can assume that the internal finance is<br />

not sufficient <strong>and</strong> is curbing firm’s investment decisions, hence its growth opportunities. In this<br />

way, we would strengthen the theory <strong>of</strong> Carpenter <strong>and</strong> Petersen (2002a). Finally, the negative<br />

sign <strong>of</strong> Leverage backs the intuition that predicts a higher dem<strong>and</strong> for venture capital finance<br />

by firms which encounter more difficulties in accessing debt financing.<br />

We check the robustness <strong>of</strong> these results in various ways. We re‐estimated specification (a)<br />

using different lags <strong>of</strong> the variables. In particular, if the variables are entered with a lag <strong>of</strong> one<br />

year (results not reported), the basic results are confirmed, with the exception <strong>of</strong> Size <strong>and</strong><br />

Leverage which become not significant.<br />

Column (b) <strong>of</strong> the table reports the results obtained estimating the richer model for the<br />

whole set <strong>of</strong> variables reported in equation (1). In particular we introduce Capex <strong>and</strong> Growth to<br />

measure the expansion <strong>of</strong> the firm <strong>and</strong> Short Debt to capture the access to credit. Results<br />

confirm that firms that are younger, smaller <strong>and</strong> have a higher share <strong>of</strong> intangibles assets in<br />

their balance sheet are more likely to be financed. Leverage is still significant though at 10% <strong>of</strong><br />

significance, the dummy High‐Tech <strong>and</strong> Roe are still not significant. As regards the adding<br />

variables <strong>of</strong> specification (b), we find contrasting evidence between the two determinants<br />

chosen to proxy for firm expansion: while Capex is positive <strong>and</strong> not significant, Growth is<br />

positive but significant. On this basis it is possible to argue that the firms that have as their<br />

most valuable asset their knowledge are more likely to be financed by venture capitalists.<br />

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