dissertation in pdf-format - Aalto-yliopisto
dissertation in pdf-format - Aalto-yliopisto
dissertation in pdf-format - Aalto-yliopisto
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Characteristics of successful gazelles 25<br />
GB growth of the branch of <strong>in</strong>dustry<br />
HR the number of staff employed by the firm<br />
PF profitability factor<br />
RI the number of <strong>in</strong>tellectual property rights (radical <strong>in</strong>novations).<br />
The signs of the first derivatives of the explanatory factors are shown under the<br />
equations. It was expected that the number and annual growth of staff (Veronique et al.,<br />
2000), the growth of the branch of <strong>in</strong>dustry (Audretsch, 1995; Markman and Gartner,<br />
2002), the number of IPRs (Heimonen, 2012), the success of the firm (Davidsson et al.,<br />
2009; Steffens et al., 2009) and be<strong>in</strong>g located <strong>in</strong> an urban area (theories of<br />
resource-munificence and regional competitiveness) would have a positive effect on<br />
growth of the firm. The expected impact of predictor variables would otherwise be the<br />
same, but with success <strong>in</strong>dex treated as a dependent variable and growth of sales turnover<br />
as an <strong>in</strong>dependent variable. The age of a firm was expected to have a positive impact on<br />
growth (Cooper, 1993; Heimonen and Virtanen, 2007; Littunen and Virtanen, 2006) and<br />
a negative impact on success (Birley and Westhead, 1990).<br />
Factor analysis was completed <strong>in</strong> order to identify the ma<strong>in</strong> dimensions of the<br />
f<strong>in</strong>ancial data. Four factors profitability, liquidity, solvency and bus<strong>in</strong>ess volume with<br />
eigenvalues of more than one were found to expla<strong>in</strong> about 70% of the variation <strong>in</strong> the<br />
f<strong>in</strong>ancial data.<br />
Stepwise regression was applied separately <strong>in</strong> the growth and success models<br />
(Tables 1 and 2). The best model for growth <strong>in</strong>cluded the variables logarithmic<br />
trans<strong>format</strong>ion of the number of staff, company age and IPRs. Moreover, the<br />
profitability factor and branch of <strong>in</strong>dustry (trade) and region were found to be<br />
statistically significant explanatory variables. In the success model, age and IPRs were<br />
not statistically significant but the number of auxiliary bus<strong>in</strong>ess names was <strong>in</strong>cluded <strong>in</strong><br />
the model. Two dichotomic variables, manufactur<strong>in</strong>g and transportation +<br />
telecommunication, were statistically significant but they were different from the growth<br />
model dummy (trade). The results of the growth model are consistent with, for example,<br />
Delmar (1997) so that the younger the firm the higher the growth, but contradict Littunen<br />
and Virtanen (2006) and Heimonen and Virtanen (2007) who, like Cooper (1993),<br />
concluded that the age of a firm has a positive impact on its growth. However, it should<br />
be noted that we have used age of the firm, not age of the entrepreneur, as the<br />
explanatory variable.<br />
We would expect that the number of <strong>in</strong>novation <strong>in</strong>puts (IPRs) would have a<br />
positive impact on the growth of a firm. It seems that the higher the total number of<br />
<strong>in</strong>novation <strong>in</strong>puts the higher the growth of the bus<strong>in</strong>ess. Contrary to our previous paper<br />
(Heimonen and Virtanen, 2007), region seems to have some effect on growth rate<br />
but not on success. Growth seemed to be slightly higher <strong>in</strong> the urban area. One <strong>in</strong>terest<strong>in</strong>g<br />
detail is that the growth <strong>in</strong> the number of staff seems to have a negative effect on success<br />
but a positive impact on growth. Thus those bus<strong>in</strong>esses employ<strong>in</strong>g more people<br />
dur<strong>in</strong>g their development will have a lower level of success. We could argue that, <strong>in</strong> the<br />
short run, an <strong>in</strong>crease <strong>in</strong> employment would decrease the profitability of grow<strong>in</strong>g<br />
bus<strong>in</strong>esses.