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. 2022 May 9;158(1):12. doi: 10.1186/s41937-022-00091-7

Table 5.

Cantonal banks: instrumenting size by local population

(1) (2) (3) (4) (5) (6) (7) (8)
CIR CIR CIR CIR ROA ROA ROA ROA
A. Pre-crisis period (1997–2006)
Log(Total Assets) 0.953 1.972 -1.438 -1.036 0.042 0.027 0.060* 0.064*
(1.299) (1.253) (1.271) (1.370) (0.025) (0.024) (0.034) (0.033)
Pop. share w/tert. educ. -13.934 -23.466 -23.182 -24.962 -0.297 -0.160 -0.510 -0.530
(35.802) (33.769) (20.006) (20.575) (0.542) (0.526) (0.323) (0.337)
Method OLS IV OLS IV OLS IV OLS IV
Controls? No No Yes Yes No No Yes Yes
Year FE? Yes Yes Yes Yes Yes Yes Yes Yes
Nr. banks 24 24 24 24 24 24 24 24
N 240 240 240 240 240 240 240 240
Adj. R2 0.04 0.48 0.29 0.49
First-stage F-stat 127.6 74.6 127.6 74.6
(1) (2) (3) (4) (5) (6) (7) (8)
CIR CIR CIR CIR ROA ROA ROA ROA
B. Post-crisis period (2010–2019)
Log(Total Assets) -0.390 1.224 -3.745*** -3.286** 0.078*** 0.062** 0.111*** 0.091***
(1.690) (1.566) (1.291) (1.503) (0.027) (0.023) (0.021) (0.023)
Pop. share w/tert. educ. 9.370 -5.145 -5.958 -7.833 -0.595 -0.445 -0.394* -0.312
(23.904) (22.727) (11.422) (11.840) (0.358) (0.340) (0.208) (0.199)
Method OLS IV OLS IV OLS IV OLS IV
Controls? No No Yes Yes No No Yes Yes
Year FE? Yes Yes Yes Yes Yes Yes Yes Yes
Nr. banks 24 24 24 24 24 24 24 24
N 240 240 240 240 240 240 240 240
Adj. R2 -0.04 0.55 0.22 0.59
First-stage F-stat 110.6 342.2 110.6 342.2
(1) (2) (3) (4)
1997–2006 2010–2019
C. First-stage regressions for IV specifications (dep. var.: Log(Total Assets))
Log(Canton Population in 1995) 0.699*** 0.668*** 0.689*** 1.046***
(0.062) (0.077) (0.066) (0.057)
Pop. share w/tert. educ. 3.872*** 3.258** 3.599** 2.153***
(1.031) (1.181) (1.379) (0.673)
Controls? No Yes No Yes
Year FE? Yes Yes Yes Yes
Nr. banks 24 24 24 24
N 240 240 240 240
Adj. R2 0.87 0.92 0.86 0.96

Robust standard errors (clustered by bank) in parentheses.

Significance: *<0.1, *<0.05, ***<0.01