1 Introduction
2 Background and hypotheses
2.1 Familiness and gender faultlines in family firms
2.1.1 Critical mass, gender, and the family ties faultline
3 3. Research design
3.1 Sample
3.2 Family firms
3.3 Board gender diversity and family ties
3.4 Variables
4 Results
4.1 Descriptive statistics
2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Panel A. Family firms and gender diversity | ||||||||||||||||||
Family firms (%) | 54.22 | 57.14 | 60.67 | 65.98 | 70.64 | 67.89 | 69.81 | 71.84 | 71.00 | 67.35 | 67.74 | 67.68 | 62.50 | 62.63 | 63.73 | 63.53 | 64.37 | 66.67 |
Family firms with at least one female director | 31.11 | 27.08 | 29.63 | 50.00 | 50.65 | 56.76 | 60.81 | 60.81 | 60.56 | 63.64 | 65.08 | 65.67 | 73.33 | 79.03 | 78.46 | 85.19 | 91.07 | 93.10 |
Panel B. Board of directors and women directors | ||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Board size | ||||||||||||||||||
Mean | 11.20 | 11.07 | 10.83 | 10.72 | 10.81 | 10.98 | 10.83 | 10.76 | 10.80 | 10.64 | 13.31 | 9.92 | 10.14 | 10.11 | 9.97 | 10.32 | 10.02 | 9.89 |
Median | 11.00 | 11.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 | 10.00 |
S.D | 4.41 | 3.93 | 3.85 | 3.65 | 3.75 | 3.59 | 3.31 | 3.28 | 3.34 | 3.26 | 3.53 | 3.34 | 3.17 | 3.15 | 3.18 | 3.12 | 3.09 | 3.13 |
1st Q | 8.00 | 8.00 | 8.00 | 8.00 | 9.00 | 9.00 | 9.00 | 8.00 | 9.00 | 9.00 | 8.00 | 8.00 | 8.00 | 8.00 | 7.00 | 8.00 | 7.00 | 7.00 |
3rd Q | 14.00 | 13.00 | 12.00 | 12.00 | 13.00 | 13.00 | 13.00 | 13.00 | 13.00 | 12.00 | 13.00 | 12.00 | 12.00 | 13.00 | 12.00 | 13.00 | 13.00 | 12.00 |
Women directorsa | ||||||||||||||||||
Mean | 1.26 | 1.34 | 1.35 | 1.42 | 1.53 | 1.56 | 1.59 | 1.60 | 1.61 | 1.74 | 1.81 | 1.79 | 1.82 | 1.88 | 2.12 | 2.30 | 2.51 | 2.75 |
Median | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 3.00 |
S.D | 0.54 | 0.77 | 0.91 | 0.96 | 1.00 | 0.96 | 0.85 | 0.80 | 0.89 | 1.00 | 1.08 | 1.03 | 1.01 | 0.98 | 1.24 | 1.19 | 1.29 | 1.31 |
1st Q | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 |
3rd Q | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 3.00 | 3.00 | 4.00 | 4.00 |
Family women directorsa | ||||||||||||||||||
Mean | 1.00 | 1.15 | 1.37 | 1.09 | 1.15 | 1.04 | 0.91 | 0.88 | 0.93 | 0.95 | 0.95 | 0.93 | 0.77 | 0.79 | 0.74 | 0.69 | 0.66 | 0.62 |
Median | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.50 | 0.00 | 0.00 |
S.D | 0.87 | 1.21 | 1.25 | 1.11 | 1.08 | 1.12 | 1.08 | 1.02 | 1.09 | 1.18 | 1.18 | 1.14 | 0.93 | 0.88 | 0.74 | 0.89 | 0.86 | 0.85 |
1st Q | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
3rd Q | 1.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Non-family women directorsa | ||||||||||||||||||
Mean | 0.35 | 0.38 | 0.25 | 0.50 | 0.53 | 0.59 | 0.75 | 0.75 | 0.72 | 0.85 | 0.92 | 0.84 | 0.97 | 1.04 | 1.23 | 1.50 | 1.60 | 1.77 |
Median | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 |
S.D | 0.49 | 0.50 | 0.44 | 0.62 | 0.75 | 0.70 | 0.77 | 0.82 | 0.88 | 0.87 | 0.95 | 0.80 | 0.76 | 0.91 | 1.15 | 1.14 | 1.18 | 1.17 |
1st Q | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |
3rd Q | 1.00 | 1.00 | 0.50 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 |
Panel C. Gender diversity and firm characteristics in family firms and non-family firms | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Non-family firms with board gender diversity N = 367 | Non-family firms without board gender diversity N = 228 | t-Student | |||||||||
Mean | Median | S.D | 1st Q | 3rd Q | Mean | Median | S.D | 1st Q | 3rd Q | ||
QTOBIN | 1.46 | 1.25 | 0.67 | 1.07 | 1.62 | 1.40 | 1.15 | 0.74 | 0.96 | 1.51 | 1.00 |
ROA | 0.06 | 0.06 | 0.06 | 0.03 | 0.09 | 0.05 | 0.06 | 0.06 | 0.02 | 0.09 | 1.02 |
BOARD | 2.41 | 2.39 | 0.32 | 2.30 | 2.63 | 2.30 | 2.30 | 0.35 | 2.19 | 2.48 | 3.66*** |
SIZE | 15.11 | 15.20 | 1.97 | 13.34 | 16.61 | 14.00 | 13.63 | 1.88 | 12.50 | 15.37 | 6.75*** |
DEBT | 0.64 | 0.66 | 0.18 | 0.53 | 0.76 | 0.62 | 0.64 | 0.17 | 0.51 | 0.73 | 1.02 |
PYRAMIDb | 2.71 | 0.00 | 3.83 | 0.00 | 2.41 | 1.46 | 0.00 | 5.71 | 0.00 | 0.00 | 3.20*** |
AGE | 52.27 | 41.00 | 30.39 | 29.00 | 79.00 | 53.48 | 46.00 | 29.28 | 31.00 | 79.00 | − 0.47 |
HERFINDAL | 0.10 | 0.04 | 0.15 | 0.01 | 0.09 | 0.10 | 0.04 | 0.15 | 0.01 | 0.13 | − 0.02 |
BETA | 0.90 | 0.98 | 0.72 | 0.87 | 1.09 | 0.92 | 1.02 | 0.92 | 0.94 | 1.08 | − 0.32 |
Family firms with board gender diversity N = 713 | Family firms without board gender diversity N = 421 | t-Student | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Mean | Median | S.D | 1st Q | 3rd Q | Mean | Median | S.D | 1st Q | 3rd Q | ||
QTOBIN | 1.50 | 1.22 | 0.79 | 1.00 | 1.63 | 1.52 | 1.22 | 0.79 | 1.00 | 1.70 | −0.52 |
ROA | 0.04 | 0.04 | 0.07 | 0.01 | 0.08 | 0.04 | 0.05 | 0.07 | 0.01 | 0.08 | 0.01 |
BOARD | 2.29 | 2.30 | 0.32 | 2.07 | 2.56 | 2.18 | 2.19 | 0.35 | 1.94 | 2.39 | 5.52*** |
SIZE | 13.68 | 13.91 | 1.91 | 12.08 | 15.03 | 13.13 | 13.00 | 1.64 | 12.01 | 14.07 | 4.89*** |
DEBT | 0.63 | 0.64 | 0.21 | 0.48 | 0.79 | 0.64 | 0.63 | 0.20 | 0.48 | 0.79 | 0.91 |
PYRAMID | 5.96 | 0.00 | 9.10 | 0.00 | 10.50 | 3.28 | 0.00 | 5.93 | 0.00 | 3.63 | 5.39*** |
FAM_MD | 16.53 | 14.28 | 12.36 | 8.33 | 23.07 | 18.19 | 14.28 | 17.42 | 5.55 | 25.00 | -1.86* |
AGE | 47.15 | 42.00 | 28.78 | 24.00 | 68.00 | 49.03 | 47.00 | 30.59 | 21.00 | 67.00 | -1.03 |
HERFINDAL | 0.21 | 0.15 | 0.18 | 0.07 | 0.30 | 0.20 | 0.13 | 0.19 | 0.06 | 0.30 | 0.91 |
BETA | 0.86 | 1.01 | 0.93 | 0.86 | 1.11 | 0.89 | 1.02 | 1.40 | 0.92 | 1.10 | 0.32 |
Panel D. Descriptive statistics of count variables | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1st | 2nd | 3rd | 4th | ||||||||
GENERATION (%) | 53.30 | 26.11 | 15.36 | 5.24 | |||||||
CEO_HIRE (%) | 38.39 | ||||||||||
IBEX35 (%) | 18.23 |
Panel E. Matrix correlation | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
QTOBIN | ROA | FAM_WD | NON FAM_WD | BOARD | SIZE | DEBT | PYRAMID | FAM_ MD | AGE | HERFINDAL | BETA | GENERATION | CEO_ HIRE | |
ROA | 0.27*** | |||||||||||||
FAM_WD | − 0.03 | 0.04 | ||||||||||||
NONFAM_WD | − 0.005 | − 0.04 | − 0.11*** | |||||||||||
BOARD | − 0.18*** | 0.13*** | − 0.01 | 0.006 | ||||||||||
SIZE | − 0.23*** | 0.14*** | 0.04 | 0.09*** | 0.63*** | |||||||||
DEBT | − 0.10*** | − 0.35*** | − 0.08*** | 0.01 | 0.09*** | 0.25*** | ||||||||
PYRAMID | 0.11*** | 0.14*** | 0.19*** | 0.02 | 0.06** | 0.05* | 0.02 | |||||||
FAM_MD | 0.02 | 0.06** | − 0.05** | − 0.10*** | − 0.24*** | − 0.13*** | − 0.02 | − 0.04 | ||||||
AGE | − 0.11*** | 0.009 | 0.009 | − 0.03 | 0.16*** | 0.15*** | 0.15*** | − 0.13*** | − 0.007 | |||||
HERFINDAL | 0.09*** | 0.02 | 0.16*** | − 0.04 | − 0.22*** | 0.06** | 0.09*** | 0.26*** | 0.23*** | − 0.08*** | ||||
BETA | − 0.18*** | − 0.01 | 0.02 | − 0.05* | 0.09*** | 0.05* | − 0.03 | 0.05** | − 0.02 | 0.04 | − 0.06** | |||
GENERATION | − 0.13*** | 0.08*** | 0.13*** | − 0.01 | 0.13*** | 0.02 | − 0.10*** | − 0.01 | 0.22*** | 0.32*** | 0.01 | 0.05** | ||
CEO_HIRE | − 0.05** | 0.005 | − 0.02 | 0.07** | 0.04* | − 0.05* | − 0.08*** | 0.07** | − 0.22*** | − 0.10*** | − 0.04 | 0.03 | 0.12*** | |
IBEX35 | 0.08*** | 0.20*** | − 0.004 | 0.008*** | 0.43*** | 0.61*** | 0.07** | 0.05** | − 0.09*** | 0.11*** | − 0.01 | 0.05* | 0.05* | 0.01 |
VIF | ||||||||||||||
BOARD | 2.11 | |||||||||||||
SIZE | 2.67 | |||||||||||||
DEBT | 1.16 | |||||||||||||
PYRAMID | 1.17 | |||||||||||||
FAM_MD | 1.34 | |||||||||||||
AGE | 1.26 | |||||||||||||
HERFINDAL | 1.35 | |||||||||||||
BETA | 1.02 | |||||||||||||
GENERATION | 1.38 | |||||||||||||
CEO_HIRE | 1.16 | |||||||||||||
IBEX35 | 1.67 |
4.2 Gender diversity on boards and performance in family firms
Dependent variable: QTOBIN | Dependent variable: ROA | |||
---|---|---|---|---|
(Model 1) | (Model 2) | (Model 3) | (Model 4) | |
FAM_WD | 0.026*** (2.97) | 0.028*** (10.19) | ||
FAM_WD2 | − 0.0005*** (− 5.67) | − 0.0006*** (− 11.02) | ||
NONFAM_WD | − 0.010*** (− 4.12) | − 0.031** (− 2.03) | ||
NONFAM_WD2 | 0.0003** (1.96) | 0.0009*** (2.59) | ||
GENERATION | − 0.040 (− 1.42) | − 0.101*** (− 8.18) | − 0.005 (− 1.34) | − 0.013 (− 1.04) |
FAM_MD | − 0.002** (− 2.21) | − 0.0007 (− 0.87) | − 0.0003 (− 1.59) | − 0.0003 (− 0.54) |
SIZE | − 0.182*** (− 7.69) | − 0.201*** (− 22.92) | − 0.004* (− 1.74) | − 0.016*** (− 4.59) |
DEBT | 0.406*** (5.69) | 0.108** (2.04) | 0.147*** (11.04) | 0.073** (2.55) |
PYRAMID | − 0.001 (− 1.26) | 0.0009 (0.65) | 0.0007*** (56.21) | 0.0009 (1.54) |
BOARD | 0.032 (0.48) | 0.230*** (5.72) | 0.007 (0.70) | 0.038* (1.85) |
IBEX35 | 0.653*** (10.57) | 0.573*** (17.59) | 0.035*** (4.04) | 0.053*** (3.38) |
CEO_HIRE | 0.053 (1.48) | 0.120*** (5.17) | − 0.005 (− 0.90) | − 0.006 (− 0.59) |
AGE | 0.01 (0.80) | − 0.001*** (− 3.42) | − 0.001 (− 0.94) | − 0.0006 (− 0.85) |
HERFINDAL | 0.689*** (7.94) | 0.042 (0.82) | − 0.001 (− 0.21) | − 0.024 (− 1.20) |
BETA | − 0.063 (− 5.27) | − 0.102*** (− 13.56) | − 0.003*** (− 5.48) | − 0.006 (− 0.85) |
Industry effect | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes |
Constant | 3.260*** (19.14) | 3.582*** (29.01) | 0.055* (1.78) | 0.028* (1.79) |
M2 | 1.30 | 1.28 | 1.23 | 0.57 |
Z1 | 36.58*** | 198.84*** | 75.84*** | 5.02*** |
Z2 | 28.08*** | 36.84*** | 11.76*** | 2.07*** |
Z3 | 172.16*** | 92.96*** | 244.33*** | 36.24*** |
Hansen test | 97.34 (418) | 94.77 (415) | 94.67 (418) | 53.17 (546) |
Sasabuchi test (Utest). Fam_WD | 2.97*** | 10.19*** | ||
Sasabuchi test (Utest). NonFam_WD | 2.98*** | 2.98*** |
4.3 Sensitivity analysis
Dependent variable: QTOBIN | Dependent variable: ROA | |||
---|---|---|---|---|
(Model 5) | (Model 6) | (Model 7) | (Model 8) | |
FAM_WD | 0.030*** (2.59) | 0.022*** (3.06) | ||
FAM_WD2 | − 0.0006*** (− 2.76) | − 0.0005*** (− 3.24) | ||
NONFAM_WD | − 0.014*** (− 4.12) | − 0.003*** (− 8.41) | ||
NONFAM_WD2 | 0.0005*** (2.61) | 0.0001*** (10.08) | ||
GENERATION | − 0.160 (− 1.05) | − 0.087*** (− 4.87) | − 0.005 (− 1.14) | − 0.004* (− 1.80) |
FAM_MD | − 0.005 (− 0.61) | − 0.005*** (− 5.37) | − 0.006** (− 2.45) | − 0.002 (− 1.51) |
SIZE | − 0.103 (− 1.50) | − 0.131*** (− 10.71) | − 0.011*** (− 4.24) | − 0.017*** (− 11.43) |
DEBT | 0.025 (0.50) | 0.383*** (6.04) | 0.176*** (11.88) | 0.152*** (18.78) |
PYRAMID | 0.015*** (3.37) | 0.004*** (2.60) | 0.002*** (5.68) | 0.002*** (10.50) |
BOARD | − 0.012 (− 0.30) | − 0.073 (− 1.16) | 0.001 (0.13) | 0.044*** (5.51) |
IBEX35 | 0.770*** (3.46) | 0.704*** (13.55) | 0.038*** (3.33) | 0.0008 (0.12) |
CEO_HIRE | 0.028 (0.21) | 0.100*** (3.62) | 0.0008 (0.12) | 0.025*** (7.18) |
AGE | − 0.008 (− 0.20) | − 0.001* (− 1.62) | 0.002 (0.13) | 0.006 (0.81) |
HERFINDAL | 0.228 (0.75) | 0.069 (1.18) | − 0.001 (− 0.10) | 0.008*** (11.66) |
BETA | − 0.198*** (− 10.66) | − 0.104*** (− 10.44) | − 0.007*** (− 3.65) | − 0.011*** (− 11.66) |
Industry effect | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes |
Constant | 3.950** (2.13) | 3.172*** (17.06) | − 0.021 (− 0.57) | 0.041* (1.74) |
M2 | 0.86 | 1.09 | 0.90 | 0.45 |
Z1 | 23.78*** | 48.92*** | 30.91*** | 40.45*** |
Z2 | 24.70*** | 26.06*** | 26.67*** | 73.85*** |
Z3 | 28.39*** | 34.48*** | 26.29*** | 59.25*** |
Hansen test | 27.84(247) | 32.12 (242) | 39.28 (245) | 29.83 (247) |
Sasabuchi test (Utest). Fam_WD | 2.96*** | 2.81*** | ||
Sasabuchi test (Utest). NonFam_WD | 1.69** | 13.76*** |
Dependent variable: family women directors | Dependent variable: non-family women directors | |
---|---|---|
Panel A: First-stage regressions | ||
REPUTATION | 1.058*** (3.29) | 0.690** (2.26) |
Controls | Yes | Yes |
Industry effects | Yes | Yes |
Year effects | Yes | Yes |
Anderson LM statistics | 30.17*** | 5.14** |
Cragg-Donald (CD) Wald F-statistic | 10.80*** | 5.10** |
Dependent variable: QTOBIN | Dependent variable: ROA | |||
---|---|---|---|---|
(Model 9) | (Model 10) | (Model 11) | (Model 12) | |
Panel B. Second − stage regressions | ||||
FAM_WD | 0.494*** (2.90) | 0.023* (1.69) | ||
FAM_WD2 | − 0.011*** (− 2.95) | − 0.0004* (− 1.77) | ||
NONFAM_WD | − 0.491** (− 2.06) | − 0.003*** (− 3.24) | ||
NONFAM_WD2 | 0.017** (2.05) | 0.0001*** (3.02) | ||
GENERATION | − 0.197*** (− 3.21) | − 0.07 (− 1.14) | − 0.018*** (− 2.67) | − 0.003* (− 1.64) |
FAM_MD | − 0.007** (− 2.00) | − 0.002 (− 0.73) | − 0.0001 (− 0.30) | − 0.002* (− 1.80) |
SIZE | − 0.164*** (− 4.56) | − 0.145*** (− 2.79) | 0.011 (1.60) | 0.003 (0.20) |
DEBT | 0.171** (2.31) | 0.305** (2.29) | 0.438*** (4.06) | 0.010 (1.33) |
PYRAMID | 0.005 (1.06) | 0.018** (2.39) | 0.001** (1.98) | 0.008*** (3.65) |
BOARD | 0.752** (2.49) | 0.381 (1.35) | − 0.006 (− 0.28) | 0.017** (2.42) |
IBEX35 | 0.960*** (6.91) | 0.683*** (3.86) | 0.023 (1.39) | 0.229*** (4.23) |
CEO_HIRE | 0.106 (1.24) | 0.262** (2.03) | − 0.012 (− 1.04) | 0.003 (0.81) |
AGE | 0.001 (0.90) | 0.003 (1.43) | − 0.005*** (− 3.11) | 0.003 (0.53) |
HERFINDAL | 0.411 (1.14) | − 0.437 (− 0.89) | 0.065* (1.85) | − 0.016 (− 1.28) |
BETA | − 0.111*** (− 3.21) | − 0.227*** (− 3.30) | − 0.013*** (− 2.64) | − 0.002 (− 1.59) |
Industry effect | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes |
Constant | 5.022*** (10.80) | 3.830*** (6.76) | 0.167** (2.54) | 0.028 (1.40) |
F test | 7.86*** | 4.63*** | 3.56*** | 9.14*** |
4.4 Further analysis
Dependent variable: QTOBIN | Dependent variable: ROA | |||
---|---|---|---|---|
(Model 13) | (Model 14) | (Model 15) | (Model 16) | |
TENURE_FAM_WD | 0.025* (1.86) | 0.006** (2.38) | ||
TENURE_FAM_WD2 | − 0.001** (− 2.18) | − 0.0003** (− 2.16) | ||
TENURE_NONFAM_WD | − 0.014* (− 1.93) | − 0.002** (− 2.42) | ||
TENURE_NONFAM_WD2 | 0.001* (1.66) | 0.0003*** (3.80) | ||
GENERATION | − 0.013 (− 0.19) | − 0.162 (− 1.24) | − 0.003 (− 0.23) | − 0.002 (− 1.08) |
FAM_MD | − 0.010*** (− 2.92) | − 0.002 (− 0.68) | − 0.004 (− 1.58) | − 0.004*** (− 3.43) |
SIZE | − 0.191*** (− 6.24) | − 0.322*** (− 4.41) | − 0.003 (− 0.83) | − 0.009*** (− 6.45) |
DEBT | 0.392*** (2.72) | 0.631*** (2.92) | 0.098*** (3.52) | 0.146*** (17.04) |
PYRAMID | 0.001 (0.30) | 0.017*** (4.19) | 0.002*** (4.16) | 0.001*** (5.68) |
BOARD | 0.345*** (3.10) | 0.053 (0.38) | 0.005 (0.28) | 0.012* (1.64) |
IBEX35 | 0.197** (2.24) | 0.487*** (2.70) | 0.029** (2.04) | 0.016*** (2.84) |
CEO_HIRE | 0.135* (1.75) | 0.290*** (3.15) | 0.006 (0.54) | − 0.004 (− 1.18) |
AGE | − 0.010*** (− 4.88) | − 0.009 (− 0.21) | 0.0002 (0.92) | 0.001 (1.44) |
HERFINDAL | 0.193 (1.25) | 0.254 (1.56) | 0.076*** (3.26) | 0.027*** (3.12) |
BETA | − 0.062*** (− 4.76) | − 0.222*** (− 9.95) | − 0.002 (− 1.01) | − 0.002* (− 1.70) |
Industry effect | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes |
Constant | 3.299*** (6.81) | 5.026*** (5.16) | 0.365 (1.18) | 0.018 (0.92) |
M2 | 1.01 | 0.40 | 0.21 | 0.66 |
Z1 | 40.85*** | 22.25*** | 10.66*** | 57.40*** |
Z2 | 34.79*** | 9.27*** | 23.50*** | 76.33*** |
Z3 | 53.67*** | 34.30*** | 32.61*** | 25.90*** |
Hansen test | 37.13 (294) | 36.67 (253) | 56.64 (287) | 49.63 (287) |
Sasabuchi test (Utest). Fam_WD | 1.86** | 1.92** | ||
Sasabuchi test (Utest). NonFam_WD | 1.43* | 1.99** |