Abstract
We investigate the value of stable ownership for a sample of European firms using the global financial crisis as an exogenous shock and pre-and post-crisis years as benchmark periods. Consistent with the argument that stable ownership allows managers to focus on the creation of long-term value, we find that stable ownership resulted in higher stock returns and a higher market-to-book ratio during the crisis. This positive effect of stable ownership was not reversed after the crisis. Stable institutional blockholdings were more valuable in countries with weaker investor protection. However, the positive effect does not apply to firms in which a family is the largest blockholder. Finally, we also find that ownership stability was associated with a higher level of investments, illustrating that stable ownership affects real corporate decisions.
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Notes
For 82% of all shareholders, only direct ownership data are available. For 14% of all shareholders, only total ownership data are available. For 4% of all shareholders, data on both direct and total ownership are available.
When there is an unidentified overlap between total ownership and direct ownership, total ownership might exceed 100%. Suppose, for example, that firm A directly owns 100% of firm B, which directly owns 100% of firm C. If an information source also indicates that firm A holds total ownership (100%) of firm C, then the total ownership percentage in the database will be 200%.
Countries may also implement lower legal threshold notifications. The United Kingdom, for example, has set a minimal threshold of 3% for UK issuers. Germany, for example, has implemented a threshold of 3% for both German and non-German issuers.
As a robustness check, we also use other measures of ownership concentration. Following Lins et al. (2013), we distinguish between widely held and non-widely held firms, with non-widely held firms defined as those with a total blockholder ownership of at least 25%. Following Konijn et al. (2011), we also estimate our models using measures of blockholder dispersion other than the Herfindahl Index: a Gini coefficient and the number of blockholders. We also measure the Herfindahl Index based on the ownership percentages of all blockholders. Results reported in appendix are qualitatively very similar.
The log-transformation replaces a bounded dependent variable with an unbounded continuous variable.
Lesmond (2005) shows that the incidence of zero returns, or equivalently, the percentage of trading days better captures within-country liquidity than other liquidity measures (e.g., share turnover). However, controlling for the volume per share (log-transformed to deal with high skewness) yields similar results (reported in appendix).
Direct evidence on the relevance of minority shareholder protection during crises periods can be found in Kim et al. (2005) who show for a sample of Korean business groups that funds are transferred (tunneled) to the firms where the controlling shareholders have the highest cash flow rights.
We also use alternative event windows, defined by Lins et al. (2013) who study the influence of family control on stock returns during the global financial crisis for a worldwide sample. The mean and median stock return, reported by Lins et al. (2013) from the middle of August 2008 to the middle of March 2009 are − 40 and − 41%. The mean and median stock return for the firms in our sample over the same period are very similar: − 42 and − 45%, respectively.
To evaluate a potential multicollinearity problem, we calculate the variance inflation factors of all the independent variables. A variance inflation factor exceeding 10 is regarded as a sign of multicollinearity. However, the highest value in our analysis equals 2.26, which is far below this threshold.
The number of observations during the crisis is different from the number of observations in the pre-crisis and post-crisis sample. In light of this, we perform the analysis again using a constant sample of 1088 firms that are present in all periods considered. Results (reported in appendix) are very similar, except for the coefficient of Total Blockholder Ownership, which is no longer significant during the crisis.
28% of the blockholders are family blockholders and 34% are institutional investors (including banks: 6.26%; financial firms: 7.36%; insurance firms: 2.40%; mutual and pension funds: 16.91%; private equity firms: 0.81%). Since the ownership measures in our main analysis are based on direct shareholdings, our sample also includes a substantial percentage of corporate blockholders: 36%. Results (unreported) for the stability of corporate blockholders are insignificant. For corporate blockholders, it might be the stability of the ultimate shareholders that matters, rather than the stability of the direct corporate shareholders. The remaining 2% is comprised of governments, foundations/research institutes and employees/managers.
We use Hausman tests to investigate whether the fixed or random effects estimator is appropriate. Hausman tests reject the null hypotheses that random effects is appropriate, so we use the fixed effects estimator.
The insignificant negative relation between total blockholder ownership and firm value prior to the crisis may be a surprise; Thomsen et al. (2006) find a significantly negative relation in Europe during a non-crisis period. However, they doubt whether a systematic relation will persist in the long run, as this negative relation might be an out-of-equilibrium effect following corporate governance and finance restructurings in Europe during the 1990 s. Consistent with this view, we do not find such a relation in Europe in 2005 and 2006.
We use Hausman tests to investigate whether the fixed or random effects estimator is appropriate. Hausman tests reject the null hypotheses that random effects is appropriate, so we use the fixed effects estimator.
We exclude firm-years during which investments are larger than the book value of total assets, ensuring that results are not driven by merger investments.
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Acknowledgments
We are grateful to two anonymous reviewers, Christina Atanasova, Christophe Boone, Andriy Boytsun, Eric de Bodt, Corneel Defrancq, Marc Jegers, Ann Jorissen, Eddy Laveren, Sophie Manigart, Gianluca Mattarocci, Armin Schwienbacher, Tensie Steijvers, Christophe Van der Elst, and seminar participants at the Australasian Finance and Banking Conference in Sydney, the AIDEA conference in Lecce, the Corporate Finance Day in Ghent, the Skema Business School (Lille) and the Politecnico de Milano for helpful comments and suggestions. We also thank Christine Lippens for her help with data processing. Financial support from the Flemish Agency for Innovation by Science and Technology (IWT, Grant No. SBO 90061) is gratefully acknowledged. All remaining errors are ours.
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Appendix: Robustness checks
Appendix: Robustness checks
1.1 Including total ownership (1)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.028** | 0.029** | ||
(0.026) | (0.020) | |||
Maintain-stake-points duration | 0.043*** | 0.043*** | ||
(0.002) | (0.001) | |||
Largest blockholder ownership | 0.111*** | 0.108*** | ||
(0.002) | (0.003) | |||
Herfindahl Index | 0.079*** | 0.076*** | ||
(0.003) | (0.004) | |||
Total blockholder ownership | 0.048 | 0.046 | ||
(0.119) | (0.131) | |||
Ln(total assets) | − 0.005 | − 0.005 | − 0.004 | − 0.004 |
(0.375) | (0.330) | (0.474) | (0.418) | |
Leverage | − 0.162*** | − 0.160*** | − 0.164*** | − 0.162*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.101 | 0.104 | 0.100 | 0.103 |
(0.164) | (0.145) | (0.170) | (0.152) | |
Return on assets | − 0.054 | − 0.055 | − 0.057 | − 0.059 |
(0.558) | (0.544) | (0.532) | (0.521) | |
Beta | − 0.022** | − 0.022** | − 0.021** | − 0.021** |
(0.020) | (0.023) | (0.025) | (0.029) | |
Ln(idiosyncratic risk) | − 0.073*** | − 0.074*** | − 0.071*** | − 0.073*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | 0.012 | 0.010 | 0.011 | 0.010 |
(0.261) | (0.326) | (0.275) | (0.342) | |
Ln(market-to-book) | − 0.002 | − 0.002 | − 0.000 | − 0.000 |
(0.900) | (0.898) | (0.981) | (0.978) | |
Momentum | − 0.033** | − 0.032** | − 0.034*** | − 0.033** |
(0.011) | (0.014) | (0.009) | (0.012) | |
Stock liquidity | − 0.360*** | − 0.364*** | − 0.354*** | − 0.359*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.065*** | 0.065*** | 0.068*** | 0.068*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Financial development | 0.032 | 0.031 | 0.028 | 0.028 |
(0.237) | (0.257) | (0.288) | (0.312) | |
Disclosure Index | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1517 | 1517 | 1517 | 1517 |
Adjusted R-squared | 0.2173 | 0.2168 | 0.2205 | 0.2198 |
1.2 Including total ownership (2)
Ownership stability and market-to-book
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.009 | − 0.009 | ||
(0.521) | (0.539) | |||
Maintain-stake-points duration | − 0.022 | − 0.022 | ||
(0.164) | (0.172) | |||
Year 2007 | 0.008 | 0.007 | 0.008 | 0.006 |
(0.681) | (0.729) | (0.706) | (0.755) | |
Year 2008 | 0.054*** | 0.052*** | 0.066*** | 0.065*** |
(0.004) | (0.006) | (0.001) | (0.001) | |
Year 2009 | 0.051*** | 0.052*** | 0.063*** | 0.064*** |
(0.009) | (0.008) | (0.003) | (0.003) | |
Year 2010 | 0.001 | 0.001 | 0.016 | 0.016 |
(0.949) | (0.959) | (0.464) | (0.473) | |
Largest blockholder ownership | − 0.029 | − 0.034 | ||
(0.715) | (0.659) | |||
Herfindahl Index | 0.001 | 0.001 | ||
(0.980) | (0.979) | |||
Year 2007 | 0.034 | 0.017 | 0.037 | 0.017 |
(0.480) | (0.629) | (0.440) | (0.625) | |
Year 2008 | 0.199*** | 0.116*** | 0.195*** | 0.113*** |
(0.000) | (0.001) | (0.000) | (0.001) | |
Year 2009 | 0.044 | 0.049 | 0.041 | 0.046 |
(0.398) | (0.183) | (0.426) | (0.211) | |
Year 2010 | − 0.016 | 0.036 | − 0.022 | 0.032 |
(0.790) | (0.392) | (0.707) | (0.438) | |
Total blockholder ownership | − 0.014 | − 0.017 | ||
(0.806) | (0.762) | |||
Year 2007 | 0.024 | 0.027 | ||
(0.562) | (0.513) | |||
Year 2008 | 0.136*** | 0.133*** | ||
(0.001) | (0.001) | |||
Year 2009 | 0.003 | 0.001 | ||
(0.952) | (0.981) | |||
Year 2010 | − 0.045 | − 0.050 | ||
(0.346) | (0.297) | |||
Ln(total assets) | − 0.451*** | − 0.451*** | − 0.450*** | − 0.451*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | 0.186*** | 0.188*** | 0.188*** | 0.190*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.101 | 0.102 | 0.103 | 0.104 |
(0.147) | (0.143) | (0.138) | (0.135) | |
Return on assets | 0.298*** | 0.298*** | 0.299*** | 0.299*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Asset tangibility | − 0.035 | − 0.037 | − 0.037 | − 0.038 |
(0.653) | (0.638) | (0.642) | (0.626) | |
Beta | 0.001 | 0.001 | 0.000 | 0.001 |
(0.912) | (0.874) | (0.950) | (0.913) | |
Ln(idiosyncratic risk) | − 0.024** | − 0.024** | − 0.022* | − 0.023* |
(0.042) | (0.036) | (0.058) | (0.050) | |
Synchronicity | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** |
(0.004) | (0.004) | (0.005) | (0.004) | |
Stock liquidity | 0.078* | 0.077* | 0.077* | 0.076* |
(0.060) | (0.065) | (0.063) | (0.068) | |
Rule of law | − 0.142** | − 0.141** | − 0.136** | − 0.136** |
(0.028) | (0.028) | (0.035) | (0.035) | |
Financial development | − 0.055 | − 0.050 | − 0.053 | − 0.048 |
(0.107) | (0.146) | (0.123) | (0.168) | |
Disclosure Index | − 0.016 | − 0.016 | − 0.016 | − 0.016 |
(0.310) | (0.321) | (0.322) | (0.332) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.290*** | − 0.360*** | − 0.232*** | − 0.300*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 6783 | 6783 | 6783 | 6783 |
Number of firms | 1930 | 1930 | 1930 | 1930 |
Adjusted R-squared | 0.5239 | 0.5240 | 0.5244 | 0.5244 |
1.3 Including total ownership (3)
Ownership stability and investments
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.002 | − 0.003 | ||
(0.779) | (0.642) | |||
Maintain-stake-points duration | − 0.001 | − 0.002 | ||
(0.917) | (0.807) | |||
Year 2007 | − 0.002 | − 0.001 | 0.006 | 0.007 |
(0.864) | (0.965) | (0.640) | (0.556) | |
Year 2008 | 0.024** | 0.025** | 0.030** | 0.032** |
(0.041) | (0.032) | (0.015) | (0.012) | |
Year 2009 | − 0.004 | − 0.004 | 0.007 | 0.007 |
(0.726) | (0.750) | (0.577) | (0.550) | |
Year 2010 | − 0.001 | − 0.000 | 0.008 | 0.008 |
(0.956) | (0.977) | (0.519) | (0.499) | |
Largest blockholder ownership | − 0.010 | − 0.010 | ||
(0.780) | (0.778) | |||
Herfindahl Index | 0.015 | 0.014 | ||
(0.464) | (0.510) | |||
Year 2007 | 0.040 | 0.024 | 0.033 | 0.022 |
(0.149) | (0.274) | (0.216) | (0.306) | |
Year 2008 | 0.092*** | 0.064*** | 0.086*** | 0.062*** |
(0.001) | (0.003) | (0.001) | (0.003) | |
Year 2009 | 0.010 | − 0.000 | 0.002 | − 0.003 |
(0.689) | (0.999) | (0.953) | (0.900) | |
Year 2010 | 0.016 | − 0.004 | 0.009 | − 0.007 |
(0.558) | (0.843) | (0.742) | (0.756) | |
Total blockholder ownership | − 0.023 | − 0.021 | ||
(0.341) | (0.373) | |||
Year 2007 | 0.011 | 0.005 | ||
(0.661) | (0.848) | |||
Year 2008 | 0.044* | 0.039 | ||
(0.070) | (0.114) | |||
Year 2009 | 0.003 | − 0.005 | ||
(0.895) | (0.817) | |||
Year 2010 | 0.012 | 0.005 | ||
(0.628) | (0.834) | |||
Ln(total assets) | − 0.127*** | − 0.127*** | − 0.126*** | − 0.126*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | − 0.122*** | − 0.122*** | − 0.123*** | − 0.123*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.212*** | 0.213*** | 0.213*** | 0.214*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Return on assets | 0.085** | 0.082** | 0.084** | 0.081** |
(0.013) | (0.016) | (0.014) | (0.018) | |
Ln(market-to-book) | 0.057*** | 0.058*** | 0.057*** | 0.057*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Ln(idiosyncratic risk) | − 0.012** | − 0.012** | − 0.012** | − 0.012** |
(0.030) | (0.030) | (0.036) | (0.036) | |
Financial development | − 0.015 | − 0.014 | − 0.014 | − 0.013 |
(0.436) | (0.464) | (0.483) | (0.521) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.097*** | − 0.127*** | − 0.070*** | − 0.097*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 6963 | 6963 | 6963 | 6963 |
Number of firms | 1849 | 1849 | 1849 | 1849 |
Adjusted R-squared | 0.1110 | 0.1115 | 0.1110 | 0.1114 |
1.4 Alternative crisis periods (1)
Period Lins et al. (2013): 3 months (middle August 2008–middle November 2008)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.027*** | 0.028*** | ||
(0.001) | (0.001) | |||
Maintain-stake-points duration | 0.032*** | 0.032*** | ||
(0.000) | (0.000) | |||
Largest blockholder ownership | 0.048** | 0.050** | ||
(0.029) | (0.024) | |||
Herfindahl Index | 0.049*** | 0.049*** | ||
(0.004) | (0.004) | |||
Total blockholder ownership | 0.006 | 0.007 | ||
(0.787) | (0.745) | |||
Ln(total assets) | − 0.010*** | − 0.011*** | − 0.010*** | − 0.011*** |
(0.004) | (0.002) | (0.005) | (0.003) | |
Leverage | − 0.077*** | − 0.076*** | − 0.077*** | − 0.077*** |
(0.007) | (0.007) | (0.006) | (0.007) | |
Cash holdings | 0.067 | 0.065 | 0.065 | 0.062 |
(0.147) | (0.158) | (0.162) | (0.173) | |
Return on assets | − 0.055 | − 0.054 | − 0.055 | − 0.054 |
(0.227) | (0.224) | (0.228) | (0.227) | |
Beta | − 0.019*** | − 0.018*** | − 0.018*** | − 0.018*** |
(0.001) | (0.002) | (0.002) | (0.002) | |
Ln(idiosyncratic risk) | − 0.055*** | − 0.055*** | − 0.054*** | − 0.055*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | − 0.010 | − 0.012* | − 0.011 | − 0.012* |
(0.121) | (0.080) | (0.105) | (0.070) | |
Ln(market-to-book) | 0.003 | 0.004 | 0.004 | 0.004 |
(0.746) | (0.717) | (0.684) | (0.656) | |
Momentum | − 0.002 | − 0.001 | − 0.002 | − 0.001 |
(0.839) | (0.884) | (0.829) | (0.876) | |
Stock liquidity | − 0.133*** | − 0.136*** | − 0.129*** | − 0.132*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | − 0.002 | − 0.004 | 0.000 | − 0.002 |
(0.857) | (0.711) | (0.997) | (0.855) | |
Financial development | 0.066*** | 0.069*** | 0.064*** | 0.067*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.004** | − 0.004** | − 0.004* | − 0.004** |
(0.042) | (0.030) | (0.051) | (0.035) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1736 | 1736 | 1736 | 1736 |
Adjusted R-squared | 0.1402 | 0.1418 | 0.1415 | 0.1428 |
1.5 Alternative crisis periods (2)
Period Lins et al. (2013): 5 months (middle August 2008–middle January 2009)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.022** | 0.024** | ||
(0.021) | (0.013) | |||
Maintain-stake-points duration | 0.027*** | 0.028*** | ||
(0.007) | (0.006) | |||
Largest blockholder ownership | 0.072*** | 0.073*** | ||
(0.006) | (0.005) | |||
Herfindahl Index | 0.070*** | 0.069*** | ||
(0.000) | (0.000) | |||
Total blockholder ownership | 0.008 | 0.009 | ||
(0.739) | (0.717) | |||
Ln(total assets) | − 0.009** | − 0.010*** | − 0.009** | − 0.010** |
(0.021) | (0.009) | (0.026) | (0.011) | |
Leverage | − 0.135*** | − 0.135*** | − 0.135*** | − 0.136*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.098* | 0.094* | 0.095* | 0.092* |
(0.051) | (0.056) | (0.056) | (0.061) | |
Return on assets | − 0.053 | − 0.052 | − 0.053 | − 0.052 |
(0.276) | (0.275) | (0.274) | (0.277) | |
Beta | − 0.016** | − 0.016** | − 0.015** | − 0.015** |
(0.014) | (0.017) | (0.017) | (0.021) | |
Ln(idiosyncratic risk) | − 0.067*** | − 0.068*** | − 0.066*** | − 0.068*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | − 0.001 | − 0.004 | − 0.002 | − 0.004 |
(0.859) | (0.665) | (0.824) | (0.634) | |
Ln(market-to-book) | 0.005 | 0.006 | 0.006 | 0.006 |
(0.647) | (0.620) | (0.601) | (0.577) | |
Momentum | − 0.014 | − 0.013 | − 0.014 | − 0.013 |
(0.212) | (0.241) | (0.206) | (0.236) | |
Stock liquidity | − 0.134*** | − 0.138*** | − 0.130*** | − 0.135*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | − 0.005 | − 0.008 | − 0.003 | − 0.006 |
(0.666) | (0.491) | (0.774) | (0.589) | |
Financial development | 0.131*** | 0.134*** | 0.129*** | 0.132*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.009*** | − 0.010*** | − 0.009*** | − 0.009*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1714 | 1714 | 1714 | 1714 |
Adjusted R-squared | 0.1475 | 0.1497 | 0.1485 | 0.1504 |
1.6 Alternative crisis periods (3)
Period Lins et al. (2013): 7 months (middle August 2008–middle March 2009)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.020* | 0.022** | ||
(0.050) | (0.034) | |||
Maintain-stake-points duration | 0.030*** | 0.031*** | ||
(0.007) | (0.005) | |||
Largest blockholder ownership | 0.062** | 0.061** | ||
(0.031) | (0.033) | |||
Herfindahl Index | 0.053** | 0.052** | ||
(0.015) | (0.018) | |||
Total blockholder ownership | 0.001 | 0.001 | ||
(0.963) | (0.982) | |||
Ln(total assets) | − 0.008* | − 0.009** | − 0.007* | − 0.008** |
(0.059) | (0.036) | (0.077) | (0.047) | |
Leverage | − 0.148*** | − 0.148*** | − 0.149*** | − 0.149*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.107* | 0.105* | 0.105* | 0.103* |
(0.055) | (0.056) | (0.059) | (0.060) | |
Return on assets | − 0.019 | − 0.019 | − 0.021 | − 0.020 |
(0.738) | (0.740) | (0.721) | (0.727) | |
Beta | − 0.017** | − 0.017** | − 0.017** | − 0.017** |
(0.013) | (0.014) | (0.016) | (0.018) | |
Ln(idiosyncratic risk) | − 0.056*** | − 0.057*** | − 0.055*** | − 0.057*** |
(0.001) | (0.001) | (0.001) | (0.001) | |
Synchronicity | 0.008 | 0.006 | 0.007 | 0.005 |
(0.400) | (0.525) | (0.424) | (0.553) | |
Ln(market-to-book) | 0.005 | 0.005 | 0.006 | 0.006 |
(0.694) | (0.660) | (0.636) | (0.604) | |
Momentum | − 0.024** | − 0.024* | − 0.025** | − 0.024** |
(0.046) | (0.054) | (0.042) | (0.049) | |
Stock liquidity | − 0.182*** | − 0.189*** | − 0.178*** | − 0.185*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.030** | 0.028** | 0.032** | 0.030** |
(0.022) | (0.036) | (0.014) | (0.023) | |
Financial development | 0.083*** | 0.083*** | 0.080*** | 0.081*** |
(0.001) | (0.001) | (0.001) | (0.001) | |
Disclosure Index | − 0.010*** | − 0.011*** | − 0.010*** | − 0.011*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1699 | 1699 | 1699 | 1699 |
Adjusted R-squared | 0.1357 | 0.1360 | 0.1375 | 0.1377 |
1.7 Alternative crisis periods (4)
Period Lins et al. (2013): 9 months (middle August 2008–middle May 2009)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.014 | 0.015 | ||
(0.230) | (0.187) | |||
Maintain-stake-points duration | 0.018 | 0.018 | ||
(0.146) | (0.136) | |||
Largest blockholder ownership | 0.058* | 0.058* | ||
(0.072) | (0.071) | |||
Herfindahl Index | 0.065*** | 0.064*** | ||
(0.009) | (0.009) | |||
Total blockholder ownership | − 0.003 | − 0.002 | ||
(0.933) | (0.938) | |||
Ln(total assets) | − 0.010** | − 0.012** | − 0.010** | − 0.011** |
(0.029) | (0.016) | (0.032) | (0.018) | |
Leverage | − 0.166*** | − 0.166*** | − 0.166*** | − 0.166*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.152** | 0.149** | 0.151** | 0.148** |
(0.030) | (0.031) | (0.031) | (0.032) | |
Return on assets | − 0.095 | − 0.095 | − 0.096 | − 0.095 |
(0.214) | (0.214) | (0.212) | (0.213) | |
Beta | − 0.015* | − 0.015* | − 0.015* | − 0.014* |
(0.083) | (0.091) | (0.090) | (0.099) | |
Ln(idiosyncratic risk) | − 0.036* | − 0.038** | − 0.036* | − 0.038** |
(0.052) | (0.042) | (0.054) | (0.044) | |
Synchronicity | 0.026*** | 0.024** | 0.026** | 0.023** |
(0.009) | (0.018) | (0.010) | (0.019) | |
Ln(market-to-book) | 0.005 | 0.005 | 0.005 | 0.006 |
(0.738) | (0.717) | (0.714) | (0.694) | |
Momentum | − 0.021 | − 0.020 | − 0.021 | − 0.020 |
(0.133) | (0.153) | (0.129) | (0.149) | |
Stock liquidity | − 0.078** | − 0.082** | − 0.075** | − 0.080** |
(0.042) | (0.032) | (0.048) | (0.036) | |
Rule of law | 0.018 | 0.015 | 0.019 | 0.016 |
(0.206) | (0.295) | (0.177) | (0.256) | |
Financial development | 0.103*** | 0.106*** | 0.101*** | 0.104*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.004* | − 0.005* | − 0.004* | − 0.005* |
(0.083) | (0.057) | (0.095) | (0.064) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1685 | 1685 | 1685 | 1685 |
Adjusted R-squared | 0.0808 | 0.0827 | 0.0812 | 0.0829 |
1.8 Alternative pre-crisis periods (1)
Period: year 2005 (without Disclosure Index as control variable since not available for 2004)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.013 | − 0.016 | ||
(0.529) | (0.432) | |||
Maintain-stake-points duration | − 0.021 | − 0.023 | ||
(0.330) | (0.278) | |||
Largest blockholder ownership | − 0.060 | − 0.060 | ||
(0.343) | (0.338) | |||
Herfindahl Index | − 0.061 | − 0.061 | ||
(0.219) | (0.214) | |||
Total blockholder ownership | 0.035 | 0.035 | ||
(0.565) | (0.560) | |||
Ln(total assets) | 0.011 | 0.014 | 0.011 | 0.013 |
(0.268) | (0.208) | (0.278) | (0.213) | |
Leverage | − 0.106 | − 0.115 | − 0.107 | − 0.116 |
(0.220) | (0.187) | (0.215) | (0.184) | |
Cash holdings | 0.088 | 0.091 | 0.092 | 0.095 |
(0.467) | (0.452) | (0.448) | (0.431) | |
Return on assets | 0.160 | 0.158 | 0.159 | 0.157 |
(0.379) | (0.393) | (0.381) | (0.395) | |
Beta | 0.058*** | 0.058*** | 0.057*** | 0.058*** |
(0.002) | (0.002) | (0.002) | (0.002) | |
Ln(idiosyncratic risk) | 0.001 | 0.002 | 0.000 | 0.002 |
(0.986) | (0.959) | (0.994) | (0.964) | |
Synchronicity | 0.021 | 0.021 | 0.020 | 0.020 |
(0.277) | (0.270) | (0.292) | (0.287) | |
Ln(market-to-book) | − 0.115*** | − 0.116*** | − 0.117*** | − 0.118*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Momentum | 0.090*** | 0.090*** | 0.090*** | 0.091*** |
(0.004) | (0.003) | (0.003) | (0.003) | |
Stock liquidity | − 0.144* | − 0.131 | − 0.148* | − 0.136 |
(0.085) | (0.119) | (0.078) | (0.108) | |
Rule of law | 0.087** | 0.091** | 0.085* | 0.088** |
(0.046) | (0.039) | (0.054) | (0.047) | |
Financial development | − 0.154** | − 0.146** | − 0.149** | − 0.142** |
(0.019) | (0.027) | (0.023) | (0.033) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1498 | 1498 | 1498 | 1498 |
Adjusted R-squared | 0.0827 | 0.0829 | 0.0830 | 0.0833 |
1.9 Alternative pre-crisis periods (2)
Period: year from July 15, 2006 to July 15, 2007
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.038 | − 0.035 | ||
(0.260) | (0.287) | |||
Maintain-Stake-Points Duration | − 0.048 | − 0.045 | ||
(0.191) | (0.219) | |||
Largest blockholder ownership | − 0.207** | − 0.206** | ||
(0.018) | (0.018) | |||
Herfindahl Index | − 0.119* | − 0.117* | ||
(0.068) | (0.071) | |||
Total blockholder ownership | − 0.197*** | − 0.196*** | ||
(0.009) | (0.009) | |||
Ln(total assets) | − 0.005 | − 0.005 | − 0.005 | − 0.005 |
(0.708) | (0.697) | (0.688) | (0.678) | |
Leverage | 0.180 | 0.182 | 0.181 | 0.182 |
(0.183) | (0.179) | (0.180) | (0.176) | |
Cash holdings | 0.028 | 0.026 | 0.031 | 0.028 |
(0.867) | (0.878) | (0.853) | (0.865) | |
Return on assets | 0.303 | 0.304 | 0.302 | 0.303 |
(0.138) | (0.139) | (0.140) | (0.141) | |
Beta | 0.045* | 0.044* | 0.044* | 0.044* |
(0.077) | (0.079) | (0.080) | (0.081) | |
Ln(idiosyncratic risk) | 0.077 | 0.079 | 0.077 | 0.078 |
(0.130) | (0.123) | (0.134) | (0.127) | |
Synchronicity | 0.036 | 0.034 | 0.036 | 0.034 |
(0.123) | (0.142) | (0.123) | (0.142) | |
Ln(market-to-book) | − 0.138*** | − 0.138*** | − 0.139*** | − 0.138*** |
(0.003) | (0.003) | (0.002) | (0.002) | |
Momentum | 0.038 | 0.039 | 0.038 | 0.039 |
(0.371) | (0.358) | (0.363) | (0.350) | |
Stock liquidity | − 0.107 | − 0.121 | − 0.120 | − 0.133 |
(0.393) | (0.339) | (0.353) | (0.308) | |
Rule of law | − 0.215*** | − 0.219*** | − 0.221*** | − 0.224*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Financial development | − 0.463*** | − 0.464*** | − 0.456*** | − 0.458*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.013** | − 0.014** | − 0.013** | − 0.014** |
(0.034) | (0.024) | (0.032) | (0.023) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1606 | 1606 | 1606 | 1606 |
Adjusted R-squared | 0.1583 | 0.1590 | 0.1587 | 0.1594 |
1.10 Alternative maintain-stake-points duration measurement (1)
Compare ownership percentage with ownership percentage in first year
Ownership stability and crisis period stock returns
(1) | (2) | |
---|---|---|
Maintain-stake-points duration | 0.033*** | 0.034*** |
(0.004) | (0.004) | |
Largest blockholder ownership | 0.118*** | |
(0.000) | ||
Herfindahl Index | 0.076*** | |
(0.002) | ||
Total blockholder ownership | 0.058* | |
(0.052) | ||
Ln(total assets) | − 0.004 | − 0.005 |
(0.370) | (0.289) | |
Leverage | − 0.162*** | − 0.162*** |
(0.000) | (0.000) | |
Cash holdings | 0.125* | 0.124* |
(0.065) | (0.063) | |
Return on assets | − 0.032 | − 0.031 |
(0.699) | (0.712) | |
Beta | − 0.023** | − 0.022** |
(0.012) | (0.013) | |
Ln(idiosyncratic risk) | − 0.093*** | − 0.094*** |
(0.000) | (0.000) | |
Synchronicity | 0.010 | 0.009 |
(0.308) | (0.365) | |
Ln(market-to-book) | − 0.011 | − 0.011 |
(0.396) | (0.406) | |
Momentum | − 0.026** | − 0.026** |
(0.032) | (0.036) | |
Stock liquidity | − 0.331*** | − 0.335*** |
(0.000) | (0.000) | |
Rule of law | 0.060*** | 0.059*** |
(0.000) | (0.000) | |
Financial development | 0.019 | 0.018 |
(0.436) | (0.461) | |
Disclosure Index | − 0.015*** | − 0.015*** |
(0.000) | (0.000) | |
Industry dummies | Yes | Yes |
Observations | 1700 | 1700 |
Adjusted R-squared | 0.2235 | 0.2220 |
1.11 Alternative maintain-sake-points duration measurement (2)
Compare ownership percentage with ownership percentage in first year
Ownership stability and market-to-book
(1) | (2) | |
---|---|---|
Maintain-stake-points duration | − 0.016 | − 0.016 |
(0.183) | (0.166) | |
Year 2007 | 0.011 | 0.010 |
(0.484) | (0.529) | |
Year 2008 | 0.047*** | 0.044*** |
(0.002) | (0.004) | |
Year 2009 | 0.051*** | 0.051*** |
(0.002) | (0.002) | |
Year 2010 | 0.021 | 0.022 |
(0.236) | (0.222) | |
Largest blockholder ownership | 0.003 | |
(0.956) | ||
Herfindahl Index | 0.039 | |
(0.364) | ||
Year 2007 | 0.035 | 0.007 |
(0.376) | (0.813) | |
Year 2008 | 0.187*** | 0.090*** |
(0.000) | (0.002) | |
Year 2009 | 0.046 | 0.061* |
(0.274) | (0.052) | |
Year 2010 | − 0.010 | 0.050 |
(0.837) | (0.169) | |
Total blockholder ownership | − 0.005 | |
(0.908) | ||
Year 2007 | 0.035 | |
(0.341) | ||
Year 2008 | 0.163*** | |
(0.000) | ||
Year 2009 | 0.008 | |
(0.830) | ||
Year 2010 | − 0.050 | |
(0.261) | ||
Ln(total assets) | − 0.453*** | − 0.452*** |
(0.000) | (0.000) | |
Leverage | 0.185*** | 0.187*** |
(0.000) | (0.000) | |
Cash holdings | 0.087 | 0.090 |
(0.145) | (0.130) | |
Return on assets | 0.300*** | 0.301*** |
(0.000) | (0.000) | |
Asset tangibility | − 0.106 | − 0.109* |
(0.109) | (0.099) | |
Beta | 0.001 | 0.001 |
(0.867) | (0.809) | |
Ln(idiosyncratic risk) | − 0.022** | − 0.023** |
(0.029) | (0.023) | |
Synchronicity | − 0.015*** | − 0.015*** |
(0.001) | (0.000) | |
Stock liquidity | 0.076** | 0.071* |
(0.037) | (0.051) | |
Rule of law | − 0.110* | − 0.105* |
(0.052) | (0.064) | |
Financial development | − 0.129*** | − 0.127*** |
(0.000) | (0.000) | |
Disclosure Index | − 0.020 | − 0.019 |
(0.175) | (0.193) | |
Firm and year fixed effects | Yes | Yes |
… with year 2008 | − 0.206*** | − 0.280*** |
(0.000) | (0.000) | |
Firm-year observations | 8207 | 8207 |
Number of firms | 2143 | 2143 |
Adjusted R-squared | 0.5316 | 0.5329 |
1.12 Alternative maintain-stake-points duration measurement (3)
Compare ownership percentage with ownership percentage in first year
Ownership stability and investments
(1) | (2) | |
---|---|---|
Maintain-stake-points duration | 0.004 | 0.004 |
(0.410) | (0.425) | |
Year 2007 | 0.006 | 0.006 |
(0.534) | (0.519) | |
Year 2008 | 0.025** | 0.025** |
(0.011) | (0.012) | |
Year 2009 | 0.011 | 0.011 |
(0.230) | (0.251) | |
Year 2010 | 0.010 | 0.010 |
(0.284) | (0.298) | |
Largest blockholder ownership | 0.012 | |
(0.637) | ||
Herfindahl Index | 0.012 | |
(0.542) | ||
Year 2007 | 0.015 | 0.008 |
(0.504) | (0.666) | |
Year 2008 | 0.066*** | 0.059*** |
(0.003) | (0.001) | |
Year 2009 | − 0.006 | − 0.007 |
(0.787) | (0.704) | |
Year 2010 | − 0.008 | − 0.012 |
(0.742) | (0.501) | |
Total blockholder ownership | − 0.008 | |
(0.656) | ||
Year 2007 | 0.005 | |
(0.797) | ||
Year 2008 | 0.037* | |
(0.087) | ||
Year 2009 | − 0.003 | |
(0.898) | ||
Year 2010 | − 0.004 | |
(0.873) | ||
Ln(total assets) | − 0.128*** | − 0.128*** |
(0.000) | (0.000) | |
Leverage | − 0.111*** | -0.111*** |
(0.000) | (0.000) | |
Cash holdings | 0.195*** | 0.194*** |
(0.000) | (0.000) | |
Return on assets | 0.064** | 0.063** |
(0.030) | (0.033) | |
Ln(market-to-book) | 0.068*** | 0.068*** |
(0.000) | (0.000) | |
Ln(idiosyncratic risk) | − 0.011** | − 0.011** |
(0.037) | (0.035) | |
Financial development | − 0.003 | − 0.003 |
(0.852) | (0.865) | |
Firm and year fixed effects | Yes | Yes |
… with year 2008 | − 0.062*** | − 0.092*** |
(0.000) | (0.000) | |
Firm-year observations | 8576 | 8576 |
Number of firms | 2047 | 2047 |
Adjusted R-squared | 0.1131 | 0.1138 |
1.13 Alternative maintain-stake-points duration measurement (4)
Ownership percentage in prior period, less small ownership percentage: 2–3–4%
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
2% | 2% | 3% | 3% | 4% | 4% | |
Maintain-stake-points duration | 0.030*** | 0.032*** | 0.029** | 0.031*** | 0.030*** | 0.031*** |
(0.008) | (0.006) | (0.010) | (0.007) | (0.008) | (0.006) | |
Largest blockholder ownership | 0.120*** | 0.120*** | 0.119*** | |||
(0.000) | (0.000) | (0.000) | ||||
Herfindahl Index | 0.079*** | 0.079*** | 0.079*** | |||
(0.001) | (0.001) | (0.001) | ||||
Total blockholder ownership | 0.058* | 0.058* | 0.058* | |||
(0.055) | (0.055) | (0.056) | ||||
Ln(total assets) | − 0.004 | − 0.005 | − 0.004 | − 0.005 | − 0.004 | − 0.005 |
(0.416) | (0.325) | (0.412) | (0.324) | (0.420) | (0.330) | |
Leverage | − 0.162*** | − 0.162*** | − 0.162*** | − 0.162*** | − 0.162*** | − 0.162*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.125* | 0.124* | 0.126* | 0.125* | 0.127* | 0.126* |
(0.065) | (0.064) | (0.063) | (0.062) | (0.061) | (0.060) | |
Return on assets | − 0.033 | − 0.032 | − 0.033 | − 0.032 | − 0.032 | − 0.031 |
(0.691) | (0.701) | (0.694) | (0.704) | (0.697) | (0.708) | |
Beta | − 0.023** | − 0.022** | − 0.023** | − 0.023** | − 0.023** | − 0.023** |
(0.012) | (0.013) | (0.012) | (0.013) | (0.011) | (0.013) | |
Ln(idiosyncratic risk) | − 0.092*** | − 0.094*** | − 0.092*** | − 0.094*** | − 0.092*** | − 0.094*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | 0.010 | 0.009 | 0.010 | 0.009 | 0.010 | 0.009 |
(0.294) | (0.355) | (0.300) | (0.362) | (0.296) | (0.356) | |
Ln(market-to-book) | − 0.011 | − 0.011 | − 0.011 | − 0.011 | − 0.011 | − 0.011 |
(0.416) | (0.429) | (0.404) | (0.416) | (0.405) | (0.418) | |
Momentum | − 0.027** | − 0.026** | − 0.027** | − 0.026** | − 0.027** | − 0.026** |
(0.030) | (0.034) | (0.031) | (0.035) | (0.031) | (0.035) | |
Stock liquidity | − 0.333*** | − 0.337*** | − 0.333*** | − 0.337*** | − 0.334*** | − 0.338*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.059*** | 0.058*** | 0.059*** | 0.058*** | 0.059*** | 0.058*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Financial development | 0.021 | 0.020 | 0.021 | 0.020 | 0.021 | 0.020 |
(0.397) | (0.414) | (0.399) | (0.416) | (0.400) | (0.417) | |
Disclosure Index | − 0.015*** | − 0.015*** | − 0.015*** | − 0.015*** | − 0.015*** | − 0.015*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 1700 | 1700 | 1700 | 1700 | 1700 | 1700 |
Adjusted R-squared | 0.2226 | 0.2214 | 0.2224 | 0.2212 | 0.2226 | 0.2214 |
1.14 Alternative maintain-stake-points duration measurement (5)
Ownership percentage in prior period, less small ownership percentage: 2–3–4%
Ownership stability and market-to-book
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
2% | 2% | 3% | 3% | 4% | 4% | |
Maintain-stake-points duration | − 0.012 | − 0.013 | − 0.012 | − 0.013 | − 0.010 | − 0.012 |
(0.385) | (0.347) | (0.383) | (0.344) | (0.430) | (0.391) | |
Year 2007 | 0.013 | 0.011 | 0.013 | 0.012 | 0.014 | 0.012 |
(0.420) | (0.490) | (0.396) | (0.460) | (0.378) | (0.440) | |
Year 2008 | 0.046*** | 0.043*** | 0.044*** | 0.041*** | 0.045*** | 0.042*** |
(0.003) | (0.006) | (0.004) | (0.009) | (0.003) | (0.007) | |
Year 2009 | 0.045*** | 0.045*** | 0.044*** | 0.044*** | 0.045*** | 0.045*** |
(0.005) | (0.005) | (0.006) | (0.006) | (0.005) | (0.005) | |
Year 2010 | 0.009 | 0.011 | 0.009 | 0.011 | 0.009 | 0.011 |
(0.623) | (0.542) | (0.629) | (0.559) | (0.618) | (0.555) | |
Largest blockholder ownership | 0.004 | 0.004 | 0.005 | |||
(0.949) | (0.949) | (0.933) | ||||
Herfindahl Index | 0.036 | 0.036 | 0.035 | |||
(0.407) | (0.405) | (0.412) | ||||
Year 2007 | 0.032 | 0.007 | 0.032 | 0.007 | 0.031 | 0.007 |
(0.420) | (0.811) | (0.419) | (0.809) | (0.429) | (0.811) | |
Year 2008 | 0.188*** | 0.095*** | 0.189*** | 0.095*** | 0.188*** | 0.094*** |
(0.000) | (0.001) | (0.000) | (0.001) | (0.000) | (0.001) | |
Year 2009 | 0.050 | 0.067** | 0.051 | 0.067** | 0.050 | 0.067** |
(0.235) | (0.032) | (0.228) | (0.033) | (0.238) | (0.034) | |
Year 2010 | − 0.005 | 0.053 | − 0.005 | 0.053 | − 0.005 | 0.053 |
(0.915) | (0.150) | (0.925) | (0.147) | (0.919) | (0.147) | |
Total blockholder ownership | − 0.003 | − 0.004 | − 0.003 | |||
(0.939) | (0.933) | (0.951) | ||||
Year 2007 | 0.032 | 0.032 | 0.031 | |||
(0.382) | (0.382) | (0.392) | ||||
Year 2008 | 0.162*** | 0.163*** | 0.162*** | |||
(0.000) | (0.000) | (0.000) | ||||
Year 2009 | 0.009 | 0.010 | 0.009 | |||
(0.823) | (0.799) | (0.812) | ||||
Year 2010 | − 0.045 | − 0.045 | − 0.045 | |||
(0.307) | (0.311) | (0.309) | ||||
Ln(total assets) | − 0.453*** | − 0.452*** | − 0.453*** | − 0.452*** | − 0.453*** | − 0.452*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | 0.185*** | 0.186*** | 0.184*** | 0.186*** | 0.184*** | 0.186*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.085 | 0.088 | 0.084 | 0.088 | 0.084 | 0.088 |
(0.155) | (0.138) | (0.156) | (0.139) | (0.157) | (0.140) | |
Return on assets | 0.299*** | 0.300*** | 0.299*** | 0.300*** | 0.298*** | 0.299*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Asset tangibility | − 0.107 | − 0.110* | − 0.107 | − 0.110* | − 0.107 | − 0.110* |
(0.106) | (0.096) | (0.106) | (0.097) | (0.107) | (0.097) | |
Beta | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 |
(0.866) | (0.808) | (0.867) | (0.808) | (0.868) | (0.808) | |
Ln(idiosyncratic risk) | − 0.022** | − 0.023** | − 0.022** | − 0.023** | − 0.022** | − 0.023** |
(0.025) | (0.020) | (0.025) | (0.020) | (0.025) | (0.020) | |
Synchronicity | − 0.015*** | − 0.015*** | − 0.015*** | − 0.015*** | − 0.015*** | − 0.015*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Stock liquidity | 0.077** | 0.072** | 0.076** | 0.072** | 0.077** | 0.072** |
(0.035) | (0.047) | (0.035) | (0.048) | (0.034) | (0.047) | |
Rule of law | − 0.116** | − 0.111* | − 0.116** | − 0.111* | − 0.116** | − 0.111* |
(0.041) | (0.052) | (0.041) | (0.053) | (0.041) | (0.052) | |
Financial development | − 0.129*** | − 0.127*** | − 0.130*** | − 0.127*** | − 0.129*** | − 0.127*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.020 | − 0.019 | − 0.020 | − 0.019 | − 0.020 | − 0.019 |
(0.171) | (0.188) | (0.171) | (0.188) | (0.170) | (0.187) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.217*** | − 0.292*** | − 0.216*** | − 0.291*** | − 0.218*** | − 0.292*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 8207 | 8207 | 8207 | 8207 | 8207 | 8207 |
Number of firms | 2143 | 2143 | 2143 | 2143 | 2143 | 2143 |
Adjusted R-squared | 0.5315 | 0.5328 | 0.5313 | 0.5327 | 0.5314 | 0.5328 |
1.15 Alternative maintain-stake-points duration measurement (6)
Ownership percentage in prior period, less small ownership percentage: 2–3–4%
Ownership stability and investments
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
2% | 2% | 3% | 3% | 4% | 4% | |
Maintain-stake-points duration | 0.002 | 0.002 | 0.001 | 0.001 | 0.001 | 0.001 |
(0.728) | (0.729) | (0.888) | (0.893) | (0.927) | (0.930) | |
Year 2007 | 0.007 | 0.007 | 0.005 | 0.006 | 0.006 | 0.006 |
(0.473) | (0.464) | (0.570) | (0.564) | (0.565) | (0.563) | |
Year 2008 | 0.026** | 0.026** | 0.027*** | 0.027*** | 0.027*** | 0.027*** |
(0.011) | (0.011) | (0.007) | (0.007) | (0.006) | (0.006) | |
Year 2009 | 0.012 | 0.012 | 0.011 | 0.010 | 0.010 | 0.010 |
(0.201) | (0.227) | (0.249) | (0.279) | (0.274) | (0.308) | |
Year 2010 | 0.014 | 0.013 | 0.016 | 0.015 | 0.015 | 0.014 |
(0.150) | (0.167) | (0.111) | (0.124) | (0.135) | (0.151) | |
Largest blockholder ownership | 0.014 | 0.014 | 0.015 | |||
(0.580) | (0.571) | (0.559) | ||||
Herfindahl Index | 0.013 | 0.013 | 0.014 | |||
(0.496) | (0.482) | (0.473) | ||||
Year 2007 | 0.015 | 0.009 | 0.016 | 0.009 | 0.016 | 0.008 |
(0.504) | (0.644) | (0.471) | (0.642) | (0.476) | (0.646) | |
Year 2008 | 0.067*** | 0.061*** | 0.066*** | 0.060*** | 0.066*** | 0.060*** |
(0.003) | (0.001) | (0.003) | (0.001) | (0.003) | (0.001) | |
Year 2009 | − 0.005 | − 0.005 | − 0.004 | − 0.005 | − 0.004 | − 0.005 |
(0.813) | (0.763) | (0.848) | (0.762) | (0.854) | (0.756) | |
Year 2010 | − 0.009 | − 0.011 | − 0.009 | − 0.012 | − 0.009 | − 0.012 |
(0.718) | (0.540) | (0.697) | (0.524) | (0.709) | (0.519) | |
Total blockholder ownership | − 0.007 | − 0.007 | − 0.007 | |||
(0.701) | (0.700) | (0.707) | ||||
Year 2007 | 0.005 | 0.007 | 0.007 | |||
(0.799) | (0.749) | (0.747) | ||||
Year 2008 | 0.037* | 0.036* | 0.037* | |||
(0.090) | (0.091) | (0.090) | ||||
Year 2009 | − 0.002 | − 0.001 | − 0.001 | |||
(0.910) | (0.958) | (0.973) | ||||
Year 2010 | − 0.005 | − 0.005 | − 0.005 | |||
(0.834) | (0.819) | (0.840) | ||||
Ln(total assets) | − 0.128*** | − 0.128*** | − 0.128*** | − 0.128*** | − 0.128*** | − 0.128*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | − 0.110*** | − 0.110*** | − 0.111*** | − 0.111*** | − 0.111*** | − 0.111*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.195*** | 0.194*** | 0.195*** | 0.194*** | 0.195*** | 0.193*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Return on assets | 0.064** | 0.063** | 0.064** | 0.063** | 0.064** | 0.063** |
(0.030) | (0.034) | (0.030) | (0.033) | (0.030) | (0.034) | |
Ln(market-to-book) | 0.068*** | 0.068*** | 0.067*** | 0.068*** | 0.068*** | 0.068*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Ln(idiosyncratic risk) | − 0.011** | − 0.011** | − 0.011** | − 0.011** | − 0.011** | − 0.011** |
(0.038) | (0.036) | (0.039) | (0.036) | (0.038) | (0.036) | |
Financial development | − 0.002 | − 0.002 | − 0.002 | − 0.002 | − 0.002 | − 0.002 |
(0.904) | (0.924) | (0.900) | (0.919) | (0.888) | (0.906) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.070*** | − 0.101*** | − 0.072*** | − 0.102*** | − 0.072*** | − 0.102*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 8576 | 8576 | 8576 | 8576 | 8576 | 8576 |
Number of firms | 2047 | 2047 | 2047 | 2047 | 2047 | 2047 |
Adjusted R-squared | 0.1129 | 0.1136 | 0.1130 | 0.1137 | 0.1130 | 0.1137 |
1.16 Alternative ownership concentration measurement (1)
Other ownership concentration measures: non-widely held, gini, number of blockholders
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Non-widely held firm | 0.015 | ||||
(0.240) | |||||
Non-zero-points duration | 0.026** | 0.024** | |||
(0.022) | (0.040) | ||||
Maintain-stake-points duration | 0.040*** | 0.037*** | |||
(0.002) | (0.003) | ||||
Gini coefficient | 0.125*** | 0.123*** | |||
(0.000) | (0.000) | ||||
Number of blockholders | − 0.017*** | − 0.017*** | |||
(0.000) | (0.000) | ||||
Total blockholder ownership | 0.063** | 0.090*** | 0.062** | 0.088*** | |
(0.038) | (0.005) | (0.041) | (0.006) | ||
Ln(total assets) | − 0.002 | − 0.005 | − 0.006 | − 0.005 | − 0.005 |
(0.640) | (0.284) | (0.268) | (0.352) | (0.336) | |
Leverage | − 0.104*** | − 0.166*** | − 0.164*** | − 0.167*** | − 0.165*** |
(0.002) | (0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.154*** | 0.119* | 0.120* | 0.117* | 0.118* |
(0.002) | (0.074) | (0.071) | (0.079) | (0.076) | |
Return on assets | 0.036 | − 0.033 | − 0.036 | − 0.035 | − 0.038 |
(0.451) | (0.688) | (0.661) | (0.673) | (0.645) | |
Beta | − 0.018** | − 0.023*** | − 0.023*** | − 0.023** | − 0.023** |
(0.013) | (0.010) | (0.010) | (0.013) | (0.012) | |
Ln(idiosyncratic risk) | − 0.065*** | − 0.094*** | − 0.096*** | − 0.093*** | − 0.094*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | 0.009 | 0.008 | 0.009 | 0.008 | 0.009 |
(0.272) | (0.389) | (0.358) | (0.418) | (0.385) | |
Ln(market-to-book) | − 0.016 | − 0.011 | − 0.010 | − 0.010 | − 0.008 |
(0.124) | (0.422) | (0.468) | (0.477) | (0.526) | |
Momentum | − 0.035*** | − 0.026** | − 0.026** | − 0.027** | − 0.027** |
(0.000) | (0.034) | (0.036) | (0.030) | (0.031) | |
Stock liquidity | − 0.375*** | − 0.336*** | − 0.331*** | − 0.331*** | − 0.327*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.068*** | 0.056*** | 0.054*** | 0.059*** | 0.057*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Financial development | − 0.039* | 0.030 | 0.037 | 0.027 | 0.034 |
(0.076) | (0.229) | (0.141) | (0.286) | (0.182) | |
Disclosure Index | − 0.018*** | − 0.015*** | − 0.015*** | − 0.014*** | − 0.014*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes | Yes |
Observations | 2446 | 1700 | 1700 | 1700 | 1700 |
Adjusted R-squared | 0.2042 | 0.2236 | 0.2254 | 0.2262 | 0.2279 |
1.17 Alternative ownership concentration measurement (2)
Other ownership concentration measures: non-widely held, gini, number of blockholders
Ownership stability and market-to-book
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Non-widely held firm | − 0.010 | ||||
(0.592) | |||||
Non-zero-points duration | − 0.010 | − 0.009 | |||
(0.463) | (0.485) | ||||
Maintain-stake-points duration | − 0.017 | − 0.016 | |||
(0.238) | (0.256) | ||||
Year 2007 | 0.006 | 0.019 | 0.019 | 0.010 | 0.010 |
(0.751) | (0.232) | (0.241) | (0.531) | (0.546) | |
Year 2008 | 0.057*** | 0.044*** | 0.042*** | 0.049*** | 0.047*** |
(0.002) | (0.004) | (0.007) | (0.002) | (0.004) | |
Year 2009 | 0.022 | 0.043*** | 0.041** | 0.053*** | 0.051*** |
(0.243) | (0.007) | (0.011) | (0.002) | (0.003) | |
Year 2010 | − 0.004 | 0.006 | 0.005 | 0.016 | 0.015 |
(0.864) | (0.760) | (0.801) | (0.404) | (0.429) | |
Gini coefficient | 0.049 | 0.047 | |||
(0.406) | (0.426) | ||||
Number of blockholders | − 0.003 | − 0.003 | |||
(0.662) | (0.690) | ||||
Year 2007 | 0.015 | − 0.002 | 0.019 | − 0.003 | |
(0.679) | (0.679) | (0.603) | (0.578) | ||
Year 2008 | 0.120*** | − 0.016*** | 0.122*** | − 0.017*** | |
(0.001) | (0.000) | (0.001) | (0.000) | ||
Year 2009 | 0.085** | − 0.014*** | 0.085** | − 0.013*** | |
(0.027) | (0.006) | (0.027) | (0.006) | ||
Year 2010 | 0.058 | − 0.008 | 0.057 | − 0.008 | |
(0.198) | (0.169) | (0.199) | (0.176) | ||
Total blockholder ownership | 0.002 | 0.001 | − 0.002 | − 0.004 | |
(0.966) | (0.988) | (0.955) | (0.940) | ||
Year 2007 | 0.028 | 0.030 | 0.034 | 0.037 | |
(0.454) | (0.428) | (0.354) | (0.323) | ||
Year 2008 | 0.159*** | 0.182*** | 0.159*** | 0.182*** | |
(0.000) | (0.000) | (0.000) | (0.000) | ||
Year 2009 | 0.008 | 0.028 | 0.006 | 0.026 | |
(0.842) | (0.487) | (0.885) | (0.528) | ||
Year 2010 | − 0.044 | − 0.032 | − 0.047 | − 0.036 | |
(0.321) | (0.490) | (0.292) | (0.445) | ||
Ln(total assets) | − 0.466*** | − 0.452*** | − 0.452*** | − 0.452*** | − 0.451*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | 0.219*** | 0.184*** | 0.184*** | 0.185*** | 0.186*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.184*** | 0.085 | 0.083 | 0.087 | 0.085 |
(0.000) | (0.153) | (0.161) | (0.145) | (0.153) | |
Return on assets | 0.203*** | 0.299*** | 0.299*** | 0.300*** | 0.301*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Asset tangibility | − 0.104* | − 0.107 | − 0.107 | − 0.106 | − 0.107 |
(0.054) | (0.105) | (0.104) | (0.108) | (0.107) | |
Beta | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 |
(0.730) | (0.812) | (0.788) | (0.846) | (0.820) | |
Ln(idiosyncratic risk) | − 0.022*** | − 0.023** | − 0.023** | − 0.022** | − 0.022** |
(0.009) | (0.019) | (0.020) | (0.025) | (0.026) | |
Synchronicity | − 0.017*** | − 0.016*** | − 0.015*** | − 0.015*** | − 0.015*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Stock liquidity | 0.110*** | 0.072** | 0.071* | 0.071** | 0.070* |
(0.000) | (0.046) | (0.050) | (0.050) | (0.055) | |
Rule of law | − 0.221*** | − 0.113** | − 0.115** | − 0.109* | − 0.111* |
(0.000) | (0.049) | (0.044) | (0.057) | (0.052) | |
Financial development | − 0.136*** | − 0.128*** | − 0.122*** | − 0.126*** | − 0.120*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.018* | − 0.020 | − 0.019 | − 0.019 | − 0.019 |
(0.069) | (0.177) | (0.179) | (0.184) | (0.186) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.160*** | − 0.354*** | − 0.246*** | − 0.304*** | − 0.197*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 13,502 | 8207 | 8207 | 8207 | 8207 |
Number of firms | 3601 | 2143 | 2143 | 2143 | 2143 |
Adjusted R-squared | 0.5224 | 0.5329 | 0.5331 | 0.5331 | 0.5334 |
1.18 Alternative ownership concentration measurement (3)
Other ownership concentration measures: non-widely held, gini, number of blockholders
Ownership stability and investments
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Non-widely held firm | − 0.030*** | ||||
(0.001) | |||||
Non-zero-points duration | − 0.002 | − 0.002 | |||
(0.767) | (0.735) | ||||
Maintain-stake-points duration | 0.004 | 0.004 | |||
(0.524) | (0.531) | ||||
Year 2007 | 0.014 | 0.006 | 0.006 | 0.004 | 0.003 |
(0.232) | (0.542) | (0.566) | (0.729) | (0.770) | |
Year 2008 | 0.031*** | 0.031*** | 0.031*** | 0.025** | 0.025** |
(0.006) | (0.002) | (0.002) | (0.021) | (0.022) | |
Year 2009 | 0.032*** | 0.011 | 0.012 | 0.009 | 0.009 |
(0.004) | (0.244) | (0.227) | (0.416) | (0.406) | |
Year 2010 | 0.019* | 0.017* | 0.017* | 0.013 | 0.012 |
(0.086) | (0.092) | (0.091) | (0.235) | (0.242) | |
Gini coefficient | 0.045* | 0.041 | |||
(0.076) | (0.105) | ||||
Number of blockholders | − 0.006* | − 0.005* | |||
(0.067) | (0.099) | ||||
Year 2007 | 0.013 | − 0.002 | 0.014 | − 0.002 | |
(0.579) | (0.528) | (0.527) | (0.474) | ||
Year 2008 | 0.069*** | − 0.007** | 0.072*** | − 0.007** | |
(0.003) | (0.023) | (0.001) | (0.013) | ||
Year 2009 | 0.003 | 0.001 | 0.005 | 0.001 | |
(0.891) | (0.775) | (0.836) | (0.836) | ||
Year 2010 | − 0.003 | 0.001 | − 0.001 | 0.000 | |
(0.904) | (0.843) | (0.979) | (0.941) | ||
Total blockholder ownership | 0.006 | 0.013 | 0.002 | 0.008 | |
(0.774) | (0.535) | (0.930) | (0.692) | ||
Year 2007 | 0.005 | 0.009 | 0.006 | 0.011 | |
(0.813) | (0.680) | (0.774) | (0.632) | ||
Year 2008 | 0.032 | 0.041* | 0.035 | 0.044** | |
(0.135) | (0.066) | (0.106) | (0.046) | ||
Year 2009 | − 0.001 | − 0.002 | − 0.000 | − 0.001 | |
(0.963) | (0.939) | (0.985) | (0.976) | ||
Year 2010 | − 0.006 | − 0.005 | − 0.004 | − 0.003 | |
(0.809) | (0.819) | (0.877) | (0.906) | ||
Ln(total assets) | − 0.147*** | − 0.128*** | − 0.128*** | − 0.128*** | − 0.128*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | − 0.111*** | − 0.111*** | − 0.111*** | − 0.111*** | − 0.111*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.223*** | 0.193*** | 0.192*** | 0.193*** | 0.193*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Return on assets | 0.061*** | 0.064** | 0.064** | 0.063** | 0.063** |
(0.003) | (0.031) | (0.031) | (0.034) | (0.034) | |
Ln(market-to-book) | 0.060*** | 0.067*** | 0.067*** | 0.068*** | 0.068*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Ln(idiosyncratic risk) | − 0.008* | − 0.011** | − 0.011** | − 0.011** | − 0.011** |
(0.067) | (0.037) | (0.034) | (0.041) | (0.038) | |
Financial development | 0.009 | 0.002 | 0.001 | 0.002 | 0.001 |
(0.524) | (0.890) | (0.952) | (0.905) | (0.957) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.052*** | − 0.141*** | − 0.087*** | − 0.102*** | − 0.045*** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.004) | |
Firm-year observations | 12,708 | 8576 | 8576 | 8576 | 8576 |
Number of firms | 3282 | 2047 | 2047 | 2047 | 2047 |
Adjusted R-squared | 0.1226 | 0.1141 | 0.1135 | 0.1137 | 0.1131 |
1.19 Alternative ownership concentration measurement (4)
Herfindahl Index based on all blockholders
Ownership stability and crisis period stock returns
(1) | (2) | |
---|---|---|
Non-zero-points duration | 0.027** | |
(0.017) | ||
Maintain-stake-points duration | 0.040*** | |
(0.002) | ||
Herfindahl Index | 0.080*** | 0.078*** |
(0.001) | (0.001) | |
Total blockholder ownership | 0.060** | 0.059* |
(0.048) | (0.052) | |
Ln(total assets) | − 0.005 | − 0.004 |
(0.308) | (0.380) | |
Leverage | − 0.163*** | − 0.163*** |
(0.000) | (0.000) | |
Cash holdings | 0.125* | 0.123* |
(0.060) | (0.065) | |
Return on assets | − 0.031 | − 0.033 |
(0.707) | (0.694) | |
Beta | − 0.023** | − 0.022** |
(0.011) | (0.014) | |
Ln(idiosyncratic risk) | − 0.094*** | − 0.093*** |
(0.000) | (0.000) | |
Synchronicity | 0.009 | 0.009 |
(0.358) | (0.385) | |
Ln(market-to-book) | − 0.011 | − 0.010 |
(0.397) | (0.451) | |
Momentum | − 0.026** | − 0.027** |
(0.036) | (0.031) | |
Stock liquidity | − 0.339*** | − 0.334*** |
(0.000) | (0.000) | |
Rule of law | 0.057*** | 0.060*** |
(0.000) | (0.000) | |
Financial development | 0.023 | 0.019 |
(0.363) | (0.441) | |
Disclosure Index | − 0.015*** | − 0.015*** |
(0.000) | (0.000) | |
Industry dummies | Yes | Yes |
Observations | 1700 | 1700 |
Adjusted R-squared | 0.2210 | 0.2235 |
1.20 Alternative ownership concentration measurement (5)
Herfindahl Index based on all blockholders
Ownership stability and market-to-book
(1) | (2) | |
---|---|---|
Non-zero-points duration | − 0.010 | |
(0.474) | ||
Maintain-stake-points duration | − 0.017 | |
(0.238) | ||
Year 2007 | 0.020 | 0.011 |
(0.219) | (0.517) | |
Year 2008 | 0.045*** | 0.050*** |
(0.003) | (0.002) | |
Year 2009 | 0.044*** | 0.053*** |
(0.006) | (0.002) | |
Year 2010 | 0.005 | 0.015 |
(0.764) | (0.419) | |
Herfindahl Index | 0.037 | 0.036 |
(0.383) | (0.401) | |
Year 2007 | 0.005 | 0.007 |
(0.871) | (0.805) | |
Year 2008 | 0.091*** | 0.091*** |
(0.002) | (0.001) | |
Year 2009 | 0.065** | 0.063** |
(0.035) | (0.038) | |
Year 2010 | 0.052 | 0.051 |
(0.147) | (0.151) | |
Total blockholder ownership | 0.003 | − 0.002 |
(0.948) | (0.964) | |
Year 2007 | 0.026 | 0.033 |
(0.485) | (0.377) | |
Year 2008 | 0.160*** | 0.160*** |
(0.000) | (0.000) | |
Year 2009 | 0.008 | 0.006 |
(0.835) | (0.873) | |
Year 2010 | − 0.043 | − 0.046 |
(0.338) | (0.310) | |
Ln(total assets) | − 0.452*** | − 0.452*** |
(0.000) | (0.000) | |
Leverage | 0.185*** | 0.187*** |
(0.000) | (0.000) | |
Cash holdings | 0.087 | 0.089 |
(0.141) | (0.134) | |
Return on assets | 0.299*** | 0.300*** |
(0.000) | (0.000) | |
Asset tangibility | − 0.111* | − 0.110* |
(0.094) | (0.097) | |
Beta | 0.001 | 0.001 |
(0.801) | (0.834) | |
Ln(idiosyncratic risk) | − 0.024** | − 0.023** |
(0.017) | (0.023) | |
Synchronicity | − 0.016*** | − 0.015*** |
(0.000) | (0.000) | |
Stock liquidity | 0.073** | 0.072** |
(0.044) | (0.049) | |
Rule of law | − 0.114** | − 0.111* |
(0.045) | (0.053) | |
Financial development | − 0.128*** | − 0.126*** |
(0.000) | (0.000) | |
Disclosure Index | − 0.019 | − 0.019 |
(0.184) | (0.192) | |
Firm and year fixed effects | Yes | Yes |
… with year 2008 | − 0.340*** | − 0.288*** |
(0.000) | (0.000) | |
Firm-year observations | 8207 | 8207 |
Number of firms | 2143 | 2143 |
Adjusted R-squared | 0.5329 | 0.5331 |
1.21 Alternative ownership concentration measurement (6)
Herfindahl Index based on all blockholders
Ownership stability and investments
(1) | (2) | |
---|---|---|
Non-zero-points duration | − 0.002 | |
(0.777) | ||
Maintain-stake-points duration | 0.004 | |
(0.500) | ||
Year 2007 | 0.006 | 0.004 |
(0.518) | (0.700) | |
Year 2008 | 0.031*** | 0.026** |
(0.002) | (0.018) | |
Year 2009 | 0.012 | 0.009 |
(0.221) | (0.379) | |
Year 2010 | 0.017* | 0.013 |
(0.081) | (0.211) | |
Herfindahl Index | 0.018 | 0.014 |
(0.349) | (0.461) | |
Year 2007 | 0.008 | 0.009 |
(0.671) | (0.605) | |
Year 2008 | 0.055*** | 0.057*** |
(0.002) | (0.001) | |
Year 2009 | − 0.007 | − 0.006 |
(0.682) | (0.737) | |
Year 2010 | − 0.012 | − 0.011 |
(0.488) | (0.550) | |
Total blockholder ownership | − 0.003 | − 0.007 |
(0.873) | (0.700) | |
Year 2007 | 0.006 | 0.007 |
(0.778) | (0.740) | |
Year 2008 | 0.034 | 0.036* |
(0.121) | (0.095) | |
Year 2009 | − 0.002 | − 0.002 |
(0.918) | (0.937) | |
Year 2010 | − 0.007 | − 0.005 |
(0.752) | (0.817) | |
Ln(total assets) | − 0.128*** | − 0.128*** |
(0.000) | (0.000) | |
Leverage | − 0.111*** | − 0.111*** |
(0.000) | (0.000) | |
Cash holdings | 0.193*** | 0.194*** |
(0.000) | (0.000) | |
Return on assets | 0.064** | 0.063** |
(0.032) | (0.035) | |
Ln(market-to-book) | 0.068*** | 0.068*** |
(0.000) | (0.000) | |
Ln(idiosyncratic risk) | − 0.011** | − 0.011** |
(0.035) | (0.039) | |
Financial development | − 0.001 | − 0.002 |
(0.934) | (0.919) | |
Firm and year fixed effects | Yes | Yes |
… with year 2008 | − 0.135*** | − 0.094*** |
(0.000) | (0.000) | |
Firm-year observations | 8576 | 8576 |
Number of firms | 2047 | 2047 |
Adjusted R-squared | 0.1140 | 0.1136 |
1.22 Constant sample (1)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.031** | 0.031** | ||
(0.016) | (0.015) | |||
Maintain-stake-points duration | 0.037*** | 0.037*** | ||
(0.009) | (0.009) | |||
Largest blockholder ownership | 0.079** | 0.080** | ||
(0.048) | (0.044) | |||
Herfindahl Index | 0.075*** | 0.075*** | ||
(0.008) | (0.008) | |||
Total blockholder ownership | 0.019 | 0.018 | ||
(0.621) | (0.629) | |||
Ln(total assets) | − 0.011* | − 0.012** | − 0.011* | − 0.012** |
(0.069) | (0.045) | (0.075) | (0.049) | |
Leverage | − 0.186*** | − 0.187*** | − 0.185*** | − 0.186*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | − 0.009 | − 0.007 | − 0.009 | − 0.007 |
(0.897) | (0.919) | (0.893) | (0.916) | |
Return on assets | − 0.141 | − 0.137 | − 0.141 | − 0.136 |
(0.227) | (0.238) | (0.230) | (0.241) | |
Beta | − 0.028*** | − 0.028*** | − 0.028*** | − 0.027*** |
(0.007) | (0.008) | (0.009) | (0.010) | |
Ln(idiosyncratic risk) | − 0.118*** | − 0.118*** | − 0.119*** | − 0.118*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | − 0.005 | − 0.007 | − 0.006 | − 0.008 |
(0.661) | (0.536) | (0.632) | (0.508) | |
Ln(market-to-book) | 0.014 | 0.014 | 0.014 | 0.014 |
(0.381) | (0.377) | (0.382) | (0.378) | |
Momentum | 0.008 | 0.008 | 0.007 | 0.008 |
(0.605) | (0.574) | (0.630) | (0.598) | |
Stock liquidity | − 0.361*** | − 0.364*** | − 0.355*** | − 0.358*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.032* | 0.031* | 0.036** | 0.034** |
(0.063) | (0.080) | (0.037) | (0.048) | |
Financial development | 0.056** | 0.061** | 0.051* | 0.056** |
(0.041) | (0.027) | (0.060) | (0.042) | |
Disclosure Index | − 0.016*** | − 0.017*** | − 0.016*** | − 0.016*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1088 | 1088 | 1088 | 1088 |
Adjusted R-squared | 0.2547 | 0.2560 | 0.2557 | 0.2568 |
1.23 Constant sample (2)
Ownership stability and stock returns during the pre-crisis period
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.001 | 0.003 | ||
(0.967) | (0.933) | |||
Maintain-stake-points duration | 0.024 | 0.026 | ||
(0.481) | (0.441) | |||
Largest blockholder ownership | − 0.152* | − 0.159* | ||
(0.081) | (0.067) | |||
Herfindahl Index | − 0.140** | − 0.145** | ||
(0.030) | (0.024) | |||
Total blockholder ownership | − 0.064 | − 0.069 | ||
(0.435) | (0.399) | |||
Ln(total assets) | 0.005 | 0.007 | 0.005 | 0.007 |
(0.713) | (0.605) | (0.705) | (0.595) | |
Leverage | 0.098 | 0.099 | 0.102 | 0.102 |
(0.453) | (0.450) | (0.437) | (0.434) | |
Cash holdings | 0.196 | 0.194 | 0.199 | 0.197 |
(0.420) | (0.422) | (0.414) | (0.416) | |
Return on assets | 0.681*** | 0.659*** | 0.688*** | 0.666*** |
(0.001) | (0.002) | (0.001) | (0.002) | |
Beta | 0.041 | 0.042 | 0.041 | 0.042 |
(0.121) | (0.116) | (0.120) | (0.114) | |
Ln(idiosyncratic risk) | 0.097* | 0.096* | 0.100* | 0.099* |
(0.077) | (0.082) | (0.068) | (0.072) | |
Synchronicity | 0.049* | 0.050* | 0.050* | 0.051* |
(0.072) | (0.067) | (0.066) | (0.061) | |
Ln(market-to-book) | − 0.134*** | − 0.132*** | − 0.134*** | − 0.132*** |
(0.002) | (0.002) | (0.002) | (0.002) | |
Momentum | 0.029 | 0.028 | 0.028 | 0.027 |
(0.548) | (0.562) | (0.561) | (0.577) | |
Stock liquidity | − 0.161 | − 0.162 | − 0.147 | − 0.149 |
(0.202) | (0.202) | (0.244) | (0.245) | |
Rule of law | − 0.149*** | − 0.147*** | − 0.146*** | − 0.144*** |
(0.001) | (0.001) | (0.002) | (0.002) | |
Financial development | − 0.334*** | − 0.340*** | − 0.339*** | − 0.345*** |
(0.001) | (0.001) | (0.001) | (0.000) | |
Disclosure Index | − 0.006 | − 0.006 | − 0.006 | − 0.006 |
(0.319) | (0.318) | (0.332) | (0.329) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1088 | 1088 | 1088 | 1088 |
Adjusted R-squared | 0.1487 | 0.1493 | 0.1492 | 0.1498 |
1.24 Constant sample (3)
Ownership stability and stock returns during the post-crisis period
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.021 | 0.019 | ||
(0.631) | (0.664) | |||
Maintain-stake-points duration | 0.017 | 0.015 | ||
(0.698) | (0.719) | |||
Largest blockholder ownership | − 0.150 | − 0.148 | ||
(0.179) | (0.189) | |||
Herfindahl Index | − 0.088 | − 0.088 | ||
(0.328) | (0.334) | |||
Total blockholder ownership | − 0.046 | − 0.046 | ||
(0.671) | (0.676) | |||
Ln(total assets) | 0.093*** | 0.094*** | 0.093*** | 0.094*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | − 0.152 | − 0.148 | − 0.150 | − 0.146 |
(0.302) | (0.310) | (0.310) | (0.318) | |
Cash holdings | 0.097 | 0.097 | 0.098 | 0.098 |
(0.643) | (0.643) | (0.639) | (0.640) | |
Return on assets | 0.131 | 0.130 | 0.133 | 0.133 |
(0.544) | (0.546) | (0.538) | (0.540) | |
Beta | 0.077 | 0.078 | 0.077 | 0.078 |
(0.233) | (0.225) | (0.235) | (0.227) | |
Ln(idiosyncratic risk) | 0.371*** | 0.374*** | 0.371*** | 0.373*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | 0.018 | 0.020 | 0.018 | 0.020 |
(0.662) | (0.625) | (0.662) | (0.625) | |
Ln(Market-To-Book) | 0.036 | 0.034 | 0.037 | 0.034 |
(0.518) | (0.545) | (0.515) | (0.542) | |
Momentum | − 0.887*** | − 0.881*** | − 0.887*** | − 0.881*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Stock liquidity | 0.172 | 0.182 | 0.172 | 0.182 |
(0.203) | (0.178) | (0.202) | (0.177) | |
Rule of law | 0.101* | 0.103* | 0.101* | 0.103* |
(0.090) | (0.086) | (0.087) | (0.083) | |
Financial development | − 0.260*** | − 0.257*** | − 0.262*** | − 0.259*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | 0.046*** | 0.047*** | 0.046*** | 0.047*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1088 | 1088 | 1088 | 1088 |
Adjusted R-squared | 0.2328 | 0.2316 | 0.2327 | 0.2316 |
1.25 Ownership stability measures with weighted average (1)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.023** | 0.027** | ||
(0.044) | (0.020) | |||
Maintain-stake-points duration | 0.035*** | 0.037*** | ||
(0.002) | (0.001) | |||
Largest blockholder ownership | 0.119*** | 0.117*** | ||
(0.000) | (0.000) | |||
Herfindahl Index | 0.082*** | 0.079*** | ||
(0.001) | (0.001) | |||
Total blockholder ownership | 0.055* | 0.053* | ||
(0.071) | (0.080) | |||
Ln(total assets) | − 0.004 | − 0.005 | − 0.004 | − 0.005 |
(0.408) | (0.325) | (0.466) | (0.365) | |
Leverage | − 0.162*** | − 0.163*** | − 0.162*** | − 0.162*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.128* | 0.126* | 0.124* | 0.123* |
(0.059) | (0.059) | (0.065) | (0.064) | |
Return on assets | − 0.029 | − 0.028 | − 0.029 | − 0.028 |
(0.729) | (0.736) | (0.725) | (0.736) | |
Beta | − 0.024*** | − 0.023*** | − 0.023** | − 0.023** |
(0.009) | (0.010) | (0.011) | (0.013) | |
Ln(idiosyncratic risk) | − 0.092*** | − 0.094*** | − 0.091*** | − 0.092*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | 0.010 | 0.009 | 0.010 | 0.008 |
(0.295) | (0.364) | (0.328) | (0.401) | |
Ln(market-to-book) | − 0.013 | − 0.013 | − 0.012 | − 0.011 |
(0.332) | (0.341) | (0.386) | (0.399) | |
Momentum | − 0.026** | − 0.026** | − 0.027** | − 0.026** |
(0.034) | (0.039) | (0.029) | (0.033) | |
Stock liquidity | − 0.338*** | − 0.342*** | − 0.332*** | − 0.336*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.058*** | 0.057*** | 0.061*** | 0.060*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Financial development | 0.022 | 0.022 | 0.020 | 0.019 |
(0.372) | (0.380) | (0.424) | (0.437) | |
Disclosure Index | − 0.015*** | − 0.015*** | − 0.015*** | − 0.015*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1700 | 1700 | 1700 | 1700 |
Adjusted R-squared | 0.2212 | 0.2204 | 0.2240 | 0.2230 |
1.26 Ownership stability measures with weighted average (2)
Ownership stability and market-to-book
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.001 | 0.000 | ||
(0.968) | (0.995) | |||
Maintain-stake-points duration | − 0.011 | − 0.011 | ||
(0.423) | (0.413) | |||
Year 2007 | 0.025 | 0.023 | 0.021 | 0.019 |
(0.117) | (0.146) | (0.175) | (0.220) | |
Year 2008 | 0.043*** | 0.040*** | 0.050*** | 0.046*** |
(0.006) | (0.009) | (0.001) | (0.002) | |
Year 2009 | 0.034** | 0.036** | 0.046*** | 0.047*** |
(0.037) | (0.027) | (0.003) | (0.003) | |
Year 2010 | − 0.000 | 0.003 | 0.020 | 0.023 |
(0.981) | (0.864) | (0.231) | (0.175) | |
Largest blockholder ownership | 0.020 | 0.011 | ||
(0.719) | (0.849) | |||
Herfindahl Index | 0.041 | 0.034 | ||
(0.330) | (0.424) | |||
Year 2007 | 0.022 | 0.007 | 0.028 | 0.008 |
(0.581) | (0.816) | (0.474) | (0.794) | |
Year 2008 | 0.185*** | 0.098*** | 0.184*** | 0.096*** |
(0.000) | (0.001) | (0.000) | (0.001) | |
Year 2009 | 0.051 | 0.070** | 0.047 | 0.068** |
(0.228) | (0.024) | (0.267) | (0.029) | |
Year 2010 | − 0.003 | 0.053 | − 0.011 | 0.053 |
(0.950) | (0.143) | (0.828) | (0.145) | |
Total blockholder ownership | 0.008 | 0.002 | ||
(0.852) | (0.960) | |||
Year 2007 | 0.020 | 0.026 | ||
(0.585) | (0.477) | |||
Year 2008 | 0.156*** | 0.155*** | ||
(0.000) | (0.000) | |||
Year 2009 | 0.007 | 0.003 | ||
(0.866) | (0.941) | |||
Year 2010 | − 0.045 | − 0.054 | ||
(0.316) | (0.229) | |||
Ln(total assets) | − 0.453*** | − 0.453*** | − 0.453*** | − 0.452*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | 0.185*** | 0.186*** | 0.184*** | 0.186*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.084 | 0.087 | 0.085 | 0.088 |
(0.160) | (0.144) | (0.154) | (0.137) | |
Return on assets | 0.299*** | 0.299*** | 0.298*** | 0.299*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Asset tangibility | − 0.111* | − 0.114* | − 0.108 | − 0.111* |
(0.092) | (0.084) | (0.103) | (0.094) | |
Beta | 0.001 | 0.001 | 0.001 | 0.001 |
(0.884) | (0.823) | (0.911) | (0.844) | |
Ln(idiosyncratic risk) | − 0.022** | − 0.023** | − 0.021** | − 0.022** |
(0.023) | (0.018) | (0.031) | (0.024) | |
Synchronicity | − 0.015*** | − 0.016*** | − 0.015*** | − 0.015*** |
(0.000) | (0.000) | (0.001) | (0.000) | |
Stock liquidity | 0.078** | 0.073** | 0.077** | 0.072** |
(0.031) | (0.043) | (0.034) | (0.047) | |
Rule of law | − 0.114** | − 0.110* | − 0.106* | − 0.103* |
(0.045) | (0.055) | (0.062) | (0.073) | |
Financial development | − 0.136*** | − 0.132*** | − 0.132*** | − 0.129*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.021 | − 0.020 | − 0.021 | − 0.020 |
(0.152) | (0.167) | (0.161) | (0.176) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.272*** | − 0.345*** | − 0.222*** | − 0.295*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 8207 | 8207 | 8207 | 8207 |
Number of firms | 2143 | 2143 | 2143 | 2143 |
Adjusted R-squared | 0.5313 | 0.5326 | 0.5314 | 0.5327 |
1.27 Ownership stability measures with weighted average (3)
Ownership stability and investments
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.000 | 0.000 | ||
(0.970) | (0.961) | |||
Maintain-stake-points duration | 0.008 | 0.009 | ||
(0.150) | (0.135) | |||
Year 2007 | − 0.004 | − 0.004 | − 0.004 | − 0.004 |
(0.679) | (0.643) | (0.647) | (0.650) | |
Year 2008 | 0.028*** | 0.029*** | 0.019* | 0.020* |
(0.004) | (0.003) | (0.053) | (0.051) | |
Year 2009 | 0.012 | 0.011 | 0.004 | 0.003 |
(0.173) | (0.226) | (0.706) | (0.775) | |
Year 2010 | 0.019* | 0.017* | 0.010 | 0.009 |
(0.052) | (0.071) | (0.301) | (0.341) | |
Largest blockholder ownership | 0.018 | 0.008 | ||
(0.474) | (0.746) | |||
Herfindahl Index | 0.016 | 0.011 | ||
(0.403) | (0.564) | |||
Year 2007 | 0.022 | 0.009 | 0.023 | 0.011 |
(0.336) | (0.621) | (0.310) | (0.554) | |
Year 2008 | 0.064*** | 0.062*** | 0.070*** | 0.063*** |
(0.004) | (0.001) | (0.001) | (0.001) | |
Year 2009 | − 0.005 | − 0.005 | − 0.000 | − 0.004 |
(0.812) | (0.781) | (0.983) | (0.829) | |
Year 2010 | − 0.012 | − 0.011 | − 0.006 | − 0.010 |
(0.618) | (0.553) | (0.784) | (0.584) | |
Total blockholder ownership | − 0.006 | − 0.012 | ||
(0.765) | (0.512) | |||
Year 2007 | 0.013 | 0.012 | ||
(0.540) | (0.564) | |||
Year 2008 | 0.033 | 0.037* | ||
(0.128) | (0.087) | |||
Year 2009 | − 0.002 | 0.002 | ||
(0.927) | (0.934) | |||
Year 2010 | − 0.008 | − 0.004 | ||
(0.727) | (0.871) | |||
Ln(total assets) | − 0.128*** | − 0.129*** | − 0.128*** | − 0.128*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | − 0.111*** | − 0.111*** | − 0.111*** | − 0.111*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.194*** | 0.193*** | 0.195*** | 0.193*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Return on assets | 0.067** | 0.067** | 0.065** | 0.064** |
(0.023) | (0.026) | (0.029) | (0.032) | |
Ln(market-to-book) | 0.067*** | 0.067*** | 0.068*** | 0.068*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Ln(idiosyncratic risk) | − 0.010** | − 0.011** | − 0.010** | − 0.011** |
(0.043) | (0.040) | (0.045) | (0.042) | |
Financial development | − 0.001 | − 0.000 | − 0.001 | − 0.001 |
(0.961) | (0.991) | (0.930) | (0.954) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.111*** | − 0.142*** | − 0.066*** | − 0.098*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 8576 | 8576 | 8576 | 8576 |
Number of firms | 2047 | 2047 | 2047 | 2047 |
Adjusted R-squared | 0.1137 | 0.1146 | 0.1132 | 0.1140 |
1.28 Without countries with substantial control-ownership wedge (1)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.017 | 0.018 | ||
(0.208) | (0.169) | |||
Maintain-stake-points duration | 0.033** | 0.034** | ||
(0.025) | (0.021) | |||
Largest blockholder ownership | 0.093** | 0.088** | ||
(0.015) | (0.021) | |||
Herfindahl Index | 0.040 | 0.037 | ||
(0.147) | (0.181) | |||
Total blockholder ownership | 0.054 | 0.050 | ||
(0.121) | (0.150) | |||
Ln(total assets) | 0.001 | 0.001 | 0.002 | 0.002 |
(0.860) | (0.897) | (0.743) | (0.781) | |
Leverage | − 0.197*** | − 0.198*** | − 0.199*** | − 0.200*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.083 | 0.085 | 0.080 | 0.082 |
(0.240) | (0.228) | (0.257) | (0.244) | |
Return on assets | − 0.023 | − 0.022 | − 0.026 | − 0.025 |
(0.800) | (0.805) | (0.776) | (0.782) | |
Beta | − 0.025*** | − 0.025*** | − 0.025** | − 0.025** |
(0.009) | (0.009) | (0.010) | (0.010) | |
Ln(idiosyncratic risk) | − 0.077*** | − 0.078*** | − 0.076*** | − 0.076*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | 0.018* | 0.018 | 0.018 | 0.018 |
(0.099) | (0.104) | (0.110) | (0.115) | |
Ln(market-to-book) | 0.003 | 0.004 | 0.005 | 0.006 |
(0.831) | (0.770) | (0.740) | (0.680) | |
Momentum | − 0.031** | − 0.031** | − 0.032** | − 0.032** |
(0.023) | (0.022) | (0.019) | (0.018) | |
Stock liquidity | − 0.373*** | − 0.379*** | − 0.369*** | − 0.376*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.077*** | 0.078*** | 0.080*** | 0.081*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Financial development | 0.021 | 0.016 | 0.017 | 0.012 |
(0.462) | (0.571) | (0.555) | (0.675) | |
Disclosure Index | − 0.020*** | − 0.020*** | − 0.019*** | − 0.019*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1356 | 1356 | 1356 | 1356 |
Adjusted R-squared | 0.2187 | 0.2164 | 0.2210 | 0.2188 |
1.29 Without countries with substantial control-ownership wedge (2)
Ownership stability and market-to-book
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.012 | − 0.010 | ||
(0.408) | (0.473) | |||
Maintain-stake-points duration | − 0.022 | − 0.021 | ||
(0.148) | (0.163) | |||
Year 2007 | 0.012 | 0.010 | 0.011 | 0.009 |
(0.505) | (0.562) | (0.567) | (0.627) | |
Year 2008 | 0.034** | 0.031* | 0.044** | 0.040** |
(0.050) | (0.073) | (0.014) | (0.026) | |
Year 2009 | 0.034* | 0.035* | 0.050*** | 0.052*** |
(0.065) | (0.054) | (0.009) | (0.008) | |
Year 2010 | − 0.021 | − 0.018 | − 0.006 | − 0.002 |
(0.316) | (0.400) | (0.788) | (0.933) | |
Largest blockholder ownership | − 0.002 | − 0.002 | ||
(0.981) | (0.978) | |||
Herfindahl Index | 0.013 | 0.015 | ||
(0.785) | (0.761) | |||
Year 2007 | 0.030 | 0.041 | 0.033 | 0.042 |
(0.501) | (0.205) | (0.459) | (0.201) | |
Year 2008 | 0.173*** | 0.132*** | 0.169*** | 0.130*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Year 2009 | 0.051 | 0.110*** | 0.042 | 0.105*** |
(0.298) | (0.002) | (0.388) | (0.002) | |
Year 2010 | 0.009 | 0.098** | 0.002 | 0.095** |
(0.870) | (0.017) | (0.971) | (0.020) | |
Total blockholder ownership | 0.007 | 0.008 | ||
(0.884) | (0.870) | |||
Year 2007 | 0.011 | 0.014 | ||
(0.797) | (0.740) | |||
Year 2008 | 0.127*** | 0.124*** | ||
(0.002) | (0.002) | |||
Year 2009 | − 0.016 | − 0.024 | ||
(0.714) | (0.598) | |||
Year 2010 | − 0.061 | − 0.068 | ||
(0.226) | (0.184) | |||
Ln(total assets) | − 0.431*** | − 0.429*** | − 0.431*** | − 0.429*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | 0.212*** | 0.214*** | 0.214*** | 0.216*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.094 | 0.099 | 0.095 | 0.100* |
(0.123) | (0.103) | (0.118) | (0.099) | |
Return on assets | 0.288*** | 0.288*** | 0.290*** | 0.289*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Asset tangibility | − 0.117 | − 0.122* | − 0.115 | − 0.121* |
(0.107) | (0.092) | (0.113) | (0.097) | |
Beta | 0.007 | 0.007 | 0.007 | 0.007 |
(0.190) | (0.174) | (0.200) | (0.182) | |
Ln(idiosyncratic risk) | − 0.024** | − 0.025** | − 0.023** | − 0.024** |
(0.030) | (0.023) | (0.042) | (0.032) | |
Synchronicity | − 0.021*** | − 0.022*** | − 0.021*** | − 0.022*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Stock liquidity | 0.028 | 0.025 | 0.026 | 0.023 |
(0.465) | (0.512) | (0.489) | (0.537) | |
Rule of law | − 0.213*** | − 0.207*** | − 0.206*** | − 0.200*** |
(0.002) | (0.003) | (0.003) | (0.004) | |
Financial development | − 0.119*** | − 0.111*** | − 0.117*** | − 0.108*** |
(0.000) | (0.001) | (0.000) | (0.001) | |
Disclosure Index | − 0.083*** | − 0.081*** | − 0.082*** | − 0.080*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.236*** | − 0.316*** | − 0.200*** | − 0.282*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 6518 | 6518 | 6518 | 6518 |
Number of firms | 1727 | 1727 | 1727 | 1727 |
Adjusted R-squared | 0.5278 | 0.5299 | 0.5279 | 0.5301 |
1.30 Without countries with substantial control-ownership wedge (3)
Ownership stability and investments
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.003 | 0.003 | ||
(0.668) | (0.670) | |||
Maintain-stake-points duration | 0.009 | 0.009 | ||
(0.178) | (0.172) | |||
Year 2007 | 0.002 | 0.001 | 0.004 | 0.003 |
(0.817) | (0.930) | (0.707) | (0.816) | |
Year 2008 | 0.025** | 0.023** | 0.017 | 0.015 |
(0.020) | (0.031) | (0.150) | (0.212) | |
Year 2009 | 0.004 | 0.001 | 0.001 | − 0.002 |
(0.720) | (0.945) | (0.924) | (0.857) | |
Year 2010 | 0.012 | 0.010 | 0.009 | 0.006 |
(0.258) | (0.360) | (0.445) | (0.590) | |
Largest blockholder ownership | 0.023 | 0.017 | ||
(0.414) | (0.549) | |||
Herfindahl Index | 0.029 | 0.025 | ||
(0.180) | (0.243) | |||
Year 2007 | 0.038 | 0.009 | 0.037 | 0.009 |
(0.132) | (0.666) | (0.143) | (0.660) | |
Year 2008 | 0.092*** | 0.065*** | 0.098*** | 0.068*** |
(0.000) | (0.001) | (0.000) | (0.001) | |
Year 2009 | 0.030 | − 0.002 | 0.031 | − 0.001 |
(0.203) | (0.912) | (0.183) | (0.958) | |
Year 2010 | 0.021 | − 0.002 | 0.023 | − 0.001 |
(0.412) | (0.904) | (0.364) | (0.956) | |
Total blockholder ownership | − 0.011 | − 0.015 | ||
(0.601) | (0.477) | |||
Year 2007 | 0.039* | 0.037 | ||
(0.094) | (0.114) | |||
Year 2008 | 0.072*** | 0.077*** | ||
(0.002) | (0.001) | |||
Year 2009 | 0.045** | 0.045** | ||
(0.048) | (0.046) | |||
Year 2010 | 0.033 | 0.034 | ||
(0.172) | (0.156) | |||
Ln(total assets) | − 0.143*** | − 0.144*** | − 0.143*** | − 0.143*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | − 0.099*** | − 0.099*** | − 0.099*** | − 0.100*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.180*** | 0.180*** | 0.180*** | 0.180*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Return on ASSETS | 0.089*** | 0.088*** | 0.087*** | 0.087*** |
(0.005) | (0.005) | (0.006) | (0.006) | |
Ln(market-to-book) | 0.075*** | 0.075*** | 0.076*** | 0.076*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Ln(idiosyncratic risk) | − 0.012** | − 0.011** | − 0.012** | − 0.011** |
(0.032) | (0.037) | (0.035) | (0.039) | |
Financial development | 0.017 | 0.017 | 0.017 | 0.017 |
(0.334) | (0.337) | (0.343) | (0.338) | |
Firm and year fixed effects | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.108*** | − 0.148*** | − 0.073*** | − 0.116*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 6756 | 6756 | 6756 | 6756 |
Number of Firms | 1612 | 1612 | 1612 | 1612 |
Adjusted R-squared | 0.1338 | 0.1352 | 0.1334 | 0.1348 |
1.31 Ln(volume per share) instead of percentage of trading days as stock liquidity measure (1)
Ownership stability and crisis period stock returns
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.018 | 0.019 | ||
(0.134) | (0.110) | |||
Maintain-stake-points duration | 0.033*** | 0.034*** | ||
(0.009) | (0.008) | |||
Largest blockholder ownership | 0.069* | 0.066* | ||
(0.059) | (0.066) | |||
Herfindahl Index | 0.055** | 0.053** | ||
(0.032) | (0.039) | |||
Total blockholder ownership | 0.015 | 0.013 | ||
(0.652) | (0.696) | |||
Ln(total assets) | − 0.010* | − 0.010** | − 0.009* | − 0.010* |
(0.052) | (0.037) | (0.077) | (0.055) | |
Leverage | − 0.129*** | − 0.128*** | − 0.131*** | − 0.130*** |
(0.001) | (0.001) | (0.001) | (0.001) | |
Cash holdings | 0.137** | 0.135** | 0.134** | 0.133** |
(0.043) | (0.043) | (0.047) | (0.047) | |
Return on assets | − 0.017 | − 0.016 | − 0.020 | − 0.019 |
(0.839) | (0.844) | (0.811) | (0.817) | |
Beta | − 0.022** | − 0.021** | − 0.021** | − 0.021** |
(0.017) | (0.019) | (0.020) | (0.023) | |
Ln(idiosyncratic risk) | − 0.071*** | − 0.072*** | − 0.070*** | − 0.071*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Synchronicity | 0.012 | 0.011 | 0.012 | 0.011 |
(0.222) | (0.277) | (0.244) | (0.301) | |
Ln(market-to-book) | − 0.021 | − 0.020 | − 0.019 | − 0.019 |
(0.110) | (0.120) | (0.138) | (0.149) | |
Momentum | − 0.019 | − 0.019 | − 0.020 | − 0.019 |
(0.122) | (0.141) | (0.106) | (0.124) | |
Stock liquidity | − 0.040*** | − 0.041*** | − 0.039*** | − 0.040*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Rule of law | 0.045*** | 0.043*** | 0.047*** | 0.045*** |
(0.003) | (0.005) | (0.002) | (0.003) | |
Financial development | 0.042* | 0.044* | 0.039 | 0.040 |
(0.084) | (0.078) | (0.112) | (0.105) | |
Disclosure Index | − 0.012*** | − 0.012*** | − 0.011*** | − 0.012*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1687 | 1687 | 1687 | 1687 |
Adjusted R-squared | 0.2029 | 0.2028 | 0.2054 | 0.2053 |
1.32 Ln(volume per share) instead of percentage of trading days as stock liquidity measure (2)
Ownership stability and stock returns during the pre-crisis period
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.005 | − 0.004 | ||
(0.850) | (0.870) | |||
Maintain-stake-points duration | 0.004 | 0.005 | ||
(0.897) | (0.870) | |||
Largest blockholder ownership | − 0.040 | − 0.043 | ||
(0.561) | (0.529) | |||
Herfindahl Index | − 0.048 | − 0.050 | ||
(0.339) | (0.312) | |||
Total blockholder ownership | 0.000 | − 0.002 | ||
(0.997) | (0.977) | |||
Ln(total assets) | − 0.013 | − 0.012 | − 0.013 | − 0.011 |
(0.206) | (0.258) | (0.214) | (0.268) | |
Leverage | 0.119 | 0.118 | 0.119 | 0.119 |
(0.270) | (0.271) | (0.267) | (0.268) | |
Cash holdings | 0.143 | 0.142 | 0.143 | 0.142 |
(0.394) | (0.397) | (0.393) | (0.396) | |
Return on assets | 0.613*** | 0.605*** | 0.615*** | 0.606*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Beta | 0.026 | 0.026 | 0.026 | 0.026 |
(0.207) | (0.214) | (0.205) | (0.212) | |
Ln(idiosyncratic risk) | 0.003 | 0.003 | 0.004 | 0.005 |
(0.938) | (0.933) | (0.915) | (0.910) | |
Synchronicity | 0.032 | 0.032 | 0.032 | 0.032 |
(0.135) | (0.132) | (0.132) | (0.129) | |
Ln(market-to-book) | − 0.155*** | − 0.154*** | − 0.155*** | − 0.154*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Momentum | 0.046 | 0.045 | 0.046 | 0.045 |
(0.233) | (0.244) | (0.235) | (0.246) | |
Stock liquidity | 0.024** | 0.025** | 0.024** | 0.025** |
(0.024) | (0.025) | (0.022) | (0.023) | |
Rule of law | − 0.097*** | − 0.095*** | − 0.097*** | − 0.094*** |
(0.005) | (0.006) | (0.005) | (0.006) | |
Financial development | − 0.235*** | − 0.237*** | − 0.235*** | − 0.238*** |
(0.002) | (0.002) | (0.002) | (0.002) | |
Disclosure Index | − 0.006 | − 0.006 | − 0.006 | − 0.005 |
(0.288) | (0.299) | (0.295) | (0.306) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1621 | 1621 | 1621 | 1621 |
Adjusted R-squared | 0.1202 | 0.1200 | 0.1202 | 0.1200 |
1.33 Ln(volume per share) instead of percentage of trading days as stock liquidity measure (3)
Ownership stability and stock returns during the post-crisis period
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | 0.042 | 0.039 | ||
(0.236) | (0.278) | |||
Maintain-stake-points duration | 0.044 | 0.042 | ||
(0.209) | (0.241) | |||
Largest blockholder ownership | − 0.027 | − 0.025 | ||
(0.790) | (0.807) | |||
Herfindahl Index | − 0.036 | − 0.036 | ||
(0.647) | (0.643) | |||
Total blockholder ownership | 0.068 | 0.068 | ||
(0.505) | (0.500) | |||
Ln(total assets) | 0.097*** | 0.098*** | 0.097*** | 0.098*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | − 0.279** | − 0.279** | − 0.274** | − 0.275** |
(0.027) | (0.026) | (0.029) | (0.028) | |
Cash holdings | 0.136 | 0.133 | 0.139 | 0.135 |
(0.452) | (0.464) | (0.443) | (0.457) | |
Return on assets | 0.170 | 0.165 | 0.174 | 0.169 |
(0.308) | (0.321) | (0.300) | (0.314) | |
Beta | 0.114** | 0.113** | 0.114** | 0.113** |
(0.027) | (0.029) | (0.026) | (0.028) | |
Ln(idiosyncratic risk) | 0.243*** | 0.244*** | 0.243*** | 0.244*** |
(0.001) | (0.001) | (0.001) | (0.001) | |
Synchronicity | 0.001 | 0.002 | 0.001 | 0.002 |
(0.981) | (0.955) | (0.981) | (0.955) | |
Ln(market-to-book) | 0.040 | 0.038 | 0.041 | 0.039 |
(0.383) | (0.409) | (0.376) | (0.401) | |
Momentum | − 0.940*** | − 0.934*** | − 0.940*** | − 0.934*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Stock liquidity | 0.055*** | 0.058*** | 0.055*** | 0.058*** |
(0.001) | (0.001) | (0.001) | (0.000) | |
Rule of law | 0.124** | 0.129*** | 0.127*** | 0.132*** |
(0.010) | (0.008) | (0.009) | (0.007) | |
Financial development | − 0.324*** | − 0.325*** | − 0.327*** | − 0.328*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | 0.043*** | 0.044*** | 0.043*** | 0.044*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Industry dummies | Yes | Yes | Yes | Yes |
Observations | 1445 | 1445 | 1445 | 1445 |
Adjusted R-squared | 0.2449 | 0.2448 | 0.2449 | 0.2448 |
1.34 Ln(volume per share) instead of percentage of trading days as stock liquidity measure (4)
Ownership stability and market-to-book
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Non-zero-points duration | − 0.008 | − 0.008 | ||
(0.574) | (0.545) | |||
Maintain-stake-points duration | − 0.014 | − 0.015 | ||
(0.318) | (0.280) | |||
Year 2007 | 0.018 | 0.016 | 0.009 | 0.007 |
(0.268) | (0.312) | (0.600) | (0.680) | |
Year 2008 | 0.042*** | 0.039** | 0.047*** | 0.043*** |
(0.006) | (0.011) | (0.003) | (0.008) | |
Year 2009 | 0.039** | 0.039** | 0.048*** | 0.048*** |
(0.014) | (0.014) | (0.005) | (0.005) | |
Year 2010 | − 0.003 | − 0.002 | 0.009 | 0.010 |
(0.872) | (0.930) | (0.642) | (0.583) | |
Largest blockholder ownership | 0.022 | 0.017 | ||
(0.693) | (0.766) | |||
Herfindahl Index | 0.044 | 0.043 | ||
(0.307) | (0.321) | |||
Year 2007 | 0.023 | 0.003 | 0.030 | 0.005 |
(0.567) | (0.920) | (0.443) | (0.856) | |
Year 2008 | 0.171*** | 0.085*** | 0.173*** | 0.085*** |
(0.000) | (0.004) | (0.000) | (0.004) | |
Year 2009 | 0.034 | 0.057* | 0.033 | 0.056* |
(0.434) | (0.070) | (0.442) | (0.074) | |
Year 2010 | − 0.038 | 0.036 | − 0.040 | 0.036 |
(0.442) | (0.314) | (0.409) | (0.320) | |
Total blockholder ownership | 0.011 | 0.007 | ||
(0.803) | (0.877) | |||
Year 2007 | 0.026 | 0.033 | ||
(0.487) | (0.376) | |||
Year 2008 | 0.151*** | 0.152*** | ||
(0.000) | (0.000) | |||
Year 2009 | − 0.001 | − 0.002 | ||
(0.977) | (0.952) | |||
Year 2010 | − 0.063 | − 0.067 | ||
(0.155) | (0.134) | |||
Ln(total assets) | − 0.450*** | − 0.449*** | − 0.449*** | − 0.449*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Leverage | 0.187*** | 0.188*** | 0.188*** | 0.189*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Cash holdings | 0.072 | 0.076 | 0.074 | 0.078 |
(0.225) | (0.202) | (0.215) | (0.191) | |
Return on assets | 0.298*** | 0.299*** | 0.299*** | 0.300*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Asset tangibility | − 0.116* | − 0.119* | − 0.114* | − 0.117* |
(0.084) | (0.076) | (0.088) | (0.080) | |
Beta | − 0.000 | − 0.000 | − 0.001 | − 0.000 |
(0.932) | (0.995) | (0.901) | (0.967) | |
Ln(idiosyncratic risk) | − 0.029*** | − 0.030*** | − 0.028*** | − 0.029*** |
(0.004) | (0.004) | (0.006) | (0.005) | |
Synchronicity | − 0.014*** | − 0.014*** | − 0.014*** | − 0.014*** |
(0.001) | (0.001) | (0.001) | (0.001) | |
Stock liquidity | 0.017*** | 0.017*** | 0.017*** | 0.017*** |
(0.001) | (0.001) | (0.001) | (0.001) | |
Rule of law | − 0.125** | − 0.120** | − 0.121** | − 0.116** |
(0.027) | (0.035) | (0.034) | (0.043) | |
Financial development | − 0.137*** | − 0.133*** | − 0.134*** | − 0.130*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Disclosure Index | − 0.019 | − 0.019 | − 0.019 | − 0.018 |
(0.187) | (0.204) | (0.194) | (0.211) | |
Firm and Year fixed effects | Yes | Yes | Yes | Yes |
… with year 2008 | − 0.255*** | − 0.321*** | − 0.208*** | − 0.277*** |
(0.000) | (0.000) | (0.000) | (0.000) | |
Firm-year observations | 8137 | 8137 | 8137 | 8137 |
Number of firms | 2126 | 2126 | 2126 | 2126 |
Adjusted R-squared | 0.5363 | 0.5375 | 0.5364 | 0.5376 |
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Lardon, A., Beuselinck, C. & Deloof, M. Does stable ownership create value? Evidence from the global financial crisis. Rev Quant Finan Acc 52, 573–642 (2019). https://doi.org/10.1007/s11156-018-0719-4
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DOI: https://doi.org/10.1007/s11156-018-0719-4
Keywords
- Ownership stability
- Family ownership
- Institutional ownership
- Global financial crisis
- Firm value
- Investments