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. 2022 Dec 1:1–21. Online ahead of print. doi: 10.1007/s11187-022-00711-9

Table 5.

Multinomial logit model

Marginal effects
Internal financing Bank debt Family capital External capital
Financial variables
  Liquidity 0.900 (7.69)***  − 0.830 (− 4.95)*** 0.147 (1.11)  − 0.216 (− 3.11)***
  Profitability 0.348 (1.72)* 0.535 (2.06)**  − 0.779 (− 3.59)***  − 0.103 (− 1.13)
  Size 0.004 (0.31)  − 0.011 (− 0.64) 0.015 (1.07)  − 0.008 (− 1.50)
  Age 0.171 (4.59)***  − 0.076 (− 1.62)  − 0.093 (− 2.41)**  − 0.002 (− 0.11)
  Risk  − 0.003 (− 1.48) 0.000 (0.20) 0.002 (1.71)* 0.000 (0.96)
  Effective tax rate  − 0.046 (− 0.84) 0.168 (2.73)***  − 0.127 (− 2.55)** 0.005 (0.31)
Family firm variables
  SEW F-dimension 0.002 (0.14) 0.020 (1.43)  − 0.007 (− 0.61)  − 0.015 (− 3.47)***
  SEW R-dimension 0.015 (1.31)  − 0.047 (− 3.53)*** 0.029 (2.63)*** 0.003 (0.82)
  Family charter 0.054 (1.40)  − 0.151 (− 3.49)***  − 0.002 (− 0.06) 0.099 (3.43)***
  Non-family CEO 0.084 (2.36)** 0.008 (0.19)  − 0.090 (− 3.23)***  − 0.001 (− 0.12)
Controlled for year Yes
Controlled for industry Yes
Log likelihood  − 1133.237
Pseudo-R2 0.1079
Number of observ 1,087

Multinomial logit model with categories defined as 0 = internal financing, 1 = bank loans, 2 = family capital, and 3 = external capital. Absolute value of z-statistics between parentheses. *, **, and *** significant at the 10%, 5%, and 1% level, respectively