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. 2021 May 5;58(4):1885–1914. doi: 10.1007/s11187-021-00488-3

Table 2.

Relationship between qualitative indicators of financial constraints and traditional measures

Whited–Wu Kaplan–Zingales Hadlock–Pierce Banque de France
index index index speculative grade
Short-term credit 0.013** 0.001** 0.055 1.668***
constrained (0.005) (0.001) (0.053) (0.104)
Long-term credit 0.001 0.001 0.106** 1.702***
constrained (0.001) (0.001) (0.054) (0.936)

The table reports the estimation of a logit model in which traditional indicators of financial constraints are used to explain indicators of Short-term or long-term credit constraints. Credit constrained firms refer to firms that declare themselves as cash or investment credit constrained as explained in Section 3. *** indicates significance at the 1% level, ** at the 5% level, and * at the 10% level

WW=0.091CFTA0.044ln(TA)+0.021longtermdebtTA0.035salesgrowth+0.102industrysalesgrowth0.062DividendsTA

KZ=1.001909CFTA+3.139193longtermdebtTA1.314759cashratio+0.2826389MarginalQ39.36780DividendsTA

HP = − 0.737 ∗ log(TA) + 0.043 ∗ (log(TA))2 − 0.04 ∗ age