International Diversification and Stock-Price Crash Risk
Abstract
:1. Introduction
2. Literature Review and Hypothesis Development
3. Model Specification and Data
3.1. Crash Risk Measures
3.2. Baseline Model
3.3. Sample
4. Results and Discussion
4.1. Baseline Model
4.2. Cross-Sectional Heterogeneity
4.2.1. International Experience
4.2.2. Monitoring Channel
4.3. Endogeneity Concerns
4.4. Alternative Measures of Internationalization
5. Conclusions
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Variable Definitions
Variable | Definition |
NCSKEW | The negative coefficient of skewness of firm-specific daily returns over the fiscal year. |
DUVOL | The log of the ratio of the standard deviation of firm-specific daily returns for the “down-day” sample to the standard deviation of firm-specific daily returns for the “up-day” sample over the fiscal year. |
CRASH | The number of firm-specific daily returns exceeding 3.09 standard deviations below the mean firm-specific daily return over the fiscal year minus the number of firm-specific daily returns exceeding 3.09 standard deviations above the mean firm-specific daily return over the fiscal year. |
DOISale | Degree of internationalization, defined as foreign sales divided by total sales. |
DOIasset | Degree of internationalization, defined as foreign assets divided by total assets. |
Return | The cumulative firm-specific daily returns over the fiscal year. |
SD | The standard deviation of firm-specific daily returns over the fiscal year. |
Kurtosis | The kurtosis of firm-specific daily returns over the fiscal year. |
M/B | The market value of equity divided by the book value of equity. |
Size | The log value of market capitalization at the end of the fiscal year. |
Leverage | The book value of all liabilities divided by total assets at the end of the fiscal year. |
ROE | Income before extraordinary items divided by the book value of equity at the end of the fiscal year. |
Duration | Number of years a firm has international sales data in Compustat. |
Cash | The ratio of cash and cash equivalents to sales. |
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Panel A: Summary statistics. | ||||||||||||
N | Mean | SD | p25 | Median | p75 | |||||||
NCSKEW | 36,488 | −0.359 | 1.250 | −0.852 | −0.31 | 0.182 | ||||||
DUVOL | 36,488 | −0.107 | 0.221 | −0.236 | −0.099 | 0.032 | ||||||
CRASH | 36,488 | −0.524 | 1.618 | −2 | −1 | 1 | ||||||
DOI | 36,488 | 0.457 | 0.308 | 0.194 | 0.408 | 0.686 | ||||||
DOIasset | 7665 | 0.463 | 0.336 | 0.165 | 0.395 | 0.644 | ||||||
Return | 33,613 | 0.153 | 0.572 | −0.194 | 0.078 | 0.367 | ||||||
SD | 33,613 | 0.03 | 0.016 | 0.019 | 0.026 | 0.037 | ||||||
Kurtosis | 33,613 | 6.538 | 8.710 | 1.691 | 3.392 | 7.454 | ||||||
M/B | 33,605 | 3.334 | 3.581 | 1.39 | 2.243 | 3.784 | ||||||
Size | 33,057 | 8.019 | 1.915 | 6.569 | 8.015 | 9.376 | ||||||
Leverage | 28,103 | 0.232 | 0.167 | 0.095 | 0.216 | 0.342 | ||||||
ROE | 33,603 | 0.016 | 0.371 | −0.018 | 0.086 | 0.163 | ||||||
Panel B: Pairwise correlations. | ||||||||||||
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) |
(1) NCSKEW | 1.000 | |||||||||||
(2) DUVOL | 0.877 *** | 1.000 | ||||||||||
(3) CRASH | 0.550 *** | 0.617 *** | 1.000 | |||||||||
(4) DOI | 0.033 *** | 0.024 *** | 0.019 *** | 1.000 | ||||||||
(5) DOIasset | 0.065 *** | 0.047 *** | 0.058 *** | 0.880 *** | 1.000 | |||||||
(6) Return | 0.079 * | 0.109 ** | 0.072 * | −0.002 | 0.012 | 1.000 | ||||||
(7) SD | −0.171 * | −0.251 * | −0.217 * | −0.050 | −0.087 | −0.025 * | 1.000 | |||||
(8) Kurtosis | −0.041 ** | −0.027 ** | −0.020 * | 0.017 ** | −0.012 * | −0.003 | 0.153 * | 1.000 | ||||
(9) M/B | 0.062 *** | 0.083 *** | 0.064 * | 0.025 *** | 0.044 ** | 0.195 * | −0.053 * | 0.021 | 1.000 | |||
(10) Size | 0.145 * | 0.184 ** | 0.177 | −0.020 * | −0.066 ** | −0.034 ** | −0.453 | −0.102 * | 0.021 * | 1.000 | ||
(11) Leverage | 0.021 *** | 0.035 *** | 0.036 * | 0.035 * | 0.039 | −0.025 ** | −0.109 | −0.001 | 0.139 ** | 0.207 * | 1.000 | |
(12) ROE | 0.129 * | 0.164 ** | 0.140 * | 0.015 * | −0.039 | 0.130 *** | −0.390 * | −0.057 | 0.031 *** | 0.281 ** | −0.022 ** | 1.000 |
(1) | (2) | (3) | |
---|---|---|---|
VARIABLES | NCSKEWt+1 | DUVOLt+1 | CRASHt+1 |
DOIt | 0.141 *** | 0.0219 *** | 0.130 *** |
(0.0277) | (0.0046) | (0.0351) | |
NCSKEWt | 0.0380 *** | 0.0071 *** | 0.0285 *** |
(0.0089) | (0.00142) | (0.0094) | |
Returnt | 0.201 *** | 0.0409 *** | 0.224 *** |
(0.0166) | (0.0028) | (0.0212) | |
SDt | −9.727 *** | −2.134 *** | −15.15 *** |
(0.780) | (0.135) | (0.994) | |
Kurtosist | −0.00102 | 0.0001 | 0.00210 * |
(0.0011) | (0.0001) | (0.0011) | |
M/Bt | 0.0109 *** | 0.0023 *** | 0.0166 *** |
(0.0022) | (0.0003) | (0.0026) | |
Sizet | 0.0584 *** | 0.0125 *** | 0.0889 *** |
(0.0048) | (0.0008) | (0.0066) | |
Leveraget | −0.108 ** | −0.0260 *** | −0.181 *** |
(0.0521) | (0.0089) | (0.0671) | |
ROEt | 0.147 *** | 0.0285 *** | 0.188 *** |
(0.0248) | (0.0042) | (0.0297) | |
Constant | −0.623 *** | −0.157 *** | −0.865 *** |
(0.0585) | (0.0099) | (0.0772) | |
Industry FE | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes |
Observations | 27,598 | 27,598 | 27,598 |
R squared | 0.065 | 0.151 | 0.082 |
(1) | (2) | (3) | |
---|---|---|---|
VARIABLES | NCSKEWt+1 | DUVOLt+1 | CRASHt+1 |
DOIt | 0.226 *** | 0.0365 *** | 0.206 *** |
(0.0428) | (0.0072) | (0.0546) | |
Durationt | 0.0009 | 0.0001 | 0.0027 |
(0.0016) | (0.0002) | (0.0021) | |
DOIt×Durationt | −0.007 *** | −0.0012 *** | −0.0062 * |
(0.0025) | (0.0004) | (0.0033) | |
NCSKEWt | 0.0370 *** | 0.00695 *** | 0.0279 *** |
(0.0089) | (0.0014) | (0.0094) | |
Returnt | 0.201 *** | 0.0408 *** | 0.224 *** |
(0.0166) | (0.0028) | (0.0212) | |
SDt | −10.10 *** | −2.197 *** | −15.21 *** |
(0.791) | (0.137) | (1.000) | |
Kurtosist | −0.0009 | 0.0001 | 0.00210 * |
(0.0011) | (0.0001) | (0.0011) | |
M/Bt | 0.0108 *** | 0.00229 *** | 0.0165 *** |
(0.0022) | (0.0003) | (0.0026) | |
Sizet | 0.0630 *** | 0.0133 *** | 0.0894 *** |
(0.0050) | (0.0008) | (0.0069) | |
Leveraget | −0.114 ** | −0.0270 *** | −0.181 *** |
(0.0523) | (0.009) | (0.0673) | |
ROEt | 0.149 *** | 0.0288 *** | 0.190 *** |
(0.0248) | (0.0042) | (0.0297) | |
Constant | −0.653 *** | −0.162 *** | −0.900 *** |
(0.0607) | (0.0104) | (0.0802) | |
Industry FE | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes |
Observations | 27,598 | 27,598 | 27,598 |
R squared | 0.066 | 0.152 | 0.082 |
(1) | (2) | (3) | |
---|---|---|---|
VARIABLES | NCSKEWt+1 | DUVOLt+1 | CRASHt+1 |
DOIt | 0.0937 ** | 0.0123 * | 0.0545 |
(0.0399) | (0.0068) | (0.0517) | |
Casht | −0.167 | −0.0178 | −0.165 |
(0.121) | (0.0210) | (0.169) | |
DOIt*Casht | 0.334 | 0.0596 * | 0.608 ** |
(0.208) | (0.0357) | (0.276) | |
NCSKEWt | 0.0336 *** | 0.00630 *** | 0.0255 *** |
(0.0093) | (0.0014) | (0.0099) | |
Returnt | 0.189 *** | 0.0385 *** | 0.203 *** |
(0.0176) | (0.003) | (0.0229) | |
SDt | −9.647 *** | −2.162 *** | −15.02 *** |
(0.833) | (0.147) | (1.091) | |
Kurtosist | −0.0004 | 0.0001 | 0.0023 * |
(0.0011) | (0.0001) | (0.0012) | |
M/Bt | 0.0130 *** | 0.0026 *** | 0.0181 *** |
(0.0027) | (0.0004) | (0.0031) | |
Sizet | 0.0590 *** | 0.0125 *** | 0.0916 *** |
(0.0051) | (0.0009) | (0.0071) | |
Leveraget | −0.119 ** | −0.0240 ** | −0.150 ** |
(0.0585) | (0.0100) | (0.0756) | |
ROEt | 0.162 *** | 0.0323 *** | 0.223 *** |
(0.0265) | (0.0046) | (0.0331) | |
Constant | −0.614 *** | −0.156 *** | −0.880 *** |
(0.0669) | (0.0114) | (0.0899) | |
Industry FE | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes |
Observations | 25,181 | 25,181 | 25,181 |
R squared | 0.064 | 0.152 | 0.082 |
NCSKEWt+1 | DUVOLt+1 | CRASHCOUNTt+1 | ||||
---|---|---|---|---|---|---|
Low Investment Inefficiency | High Investment Inefficiency | Low Investment Inefficiency | High Investment Inefficiency | Low Investment Inefficiency | High Investment Inefficiency | |
DOIt | 0.085 *** (0.029) | 0.141 *** (0.033) | 0.003 (0.008) | 0.022 *** (0.006) | 0.014 (0.050) | 0.177 *** (0.049) |
Controls | Yes | Yes | Yes | Yes | Yes | Yes |
Industry FE | Yes | Yes | Yes | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 13,799 | 13,799 | 13,799 | 13,799 | 13,799 | 13,799 |
R squared | 0.044 | 0.065 | 0.094 | 0.150 | 0.051 | 0.076 |
F-Test of equal coefficient estimates on DOI | 3.33 * (0.068) | 2.94 * (0.086) | 5.38 ** (0.020) |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
VARIABLES | DOIt | NCSKEWt+1 | DUVOLt+1 | CRASHt+1 |
PNFORt-1 | 0.389 *** | |||
(0.0520) | ||||
Fitted DOIr | 0.141 *** | 0.0220 *** | 0.134 *** | |
(0.0275) | (0.0045) | (0.0350) | ||
NCSKEWt | −0.0078 *** | 0.0391 *** | 0.0073 *** | 0.0295 *** |
(0.0017) | (0.0089) | (0.0014) | (0.0094) | |
Returnt | −0.00340 | 0.202 *** | 0.0410 *** | 0.225 *** |
(0.0035) | (0.0166) | (0.0028) | (0.0211) | |
SDt | 1.412 *** | −9.924 *** | −2.164 *** | −15.32 *** |
(0.249) | (0.779) | (0.135) | (0.991) | |
Kurtosist | −0.0004 * | −0.0009 | 0.0001 | 0.0021 * |
(0.0002) | (0.0011) | (0.0001) | (0.0011) | |
M/Bt | −0.001 | 0.0111 *** | 0.0023 *** | 0.0167 *** |
(0.001) | (0.0022) | (0.0003) | (0.0026) | |
Sizet | 0.0217 *** | 0.0553 *** | 0.0120 *** | 0.0861 *** |
(0.0032) | (0.0048) | (0.0008) | (0.0066) | |
Leveraget | −0.0275 | −0.104 ** | −0.0253 *** | −0.178 *** |
(0.0291) | (0.0522) | (0.0089) | (0.0671) | |
ROEt | 0.0012 | 0.146 *** | 0.0284 *** | 0.188 *** |
(0.0079) | (0.0248) | (0.0042) | (0.0297) | |
Constant | 0.0583 | −0.515 *** | −0.141 *** | −0.766 *** |
(0.0389) | (0.0537) | (0.0092) | (0.0714) | |
Industry FE | Yes | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes | Yes |
Observations | 27,598 | 27,598 | 27,598 | 27,598 |
R squared | 0.138 | 0.065 | 0.151 | 0.082 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
VARIABLES | NCSKEWt+1 | DUVOLt+1 | CRASHt+1 | NCSKEWt+1 | DUVOLt+1 | CRASHt+1 |
DOIasset | 0.227 *** | 0.0346 *** | 0.339 *** | |||
(0.0518) | (0.0091) | (0.0699) | ||||
(DOIsale + DOIasset)/2 | 0.241 *** | 0.0356 *** | 0.347 *** | |||
(0.0535) | (0.0095) | (0.0729) | ||||
NCSKEWt | 0.0515 *** | 0.0119 *** | 0.0602 *** | 0.0511 ** | 0.0118 *** | 0.0599 *** |
(0.0199) | (0.0031) | (0.0204) | (0.0199) | (0.0031) | (0.0204) | |
Returnt | 0.201 *** | 0.0411 *** | 0.233 *** | 0.200 *** | 0.0410 *** | 0.232 *** |
(0.031) | (0.0055) | (0.0412) | (0.0310) | (0.0055) | (0.0413) | |
SDt | −8.655 *** | −2.152 *** | −17.50 *** | −8.525 *** | −2.139 *** | −17.39 *** |
(1.671) | (0.288) | (1.959) | (1.669) | (0.287) | (1.966) | |
Kurtosist | −0.002 | 0.0002 | 0.0068 ** | −0.0021 | 0.0002 | 0.0066 ** |
(0.0027) | (0.0004) | (0.0028) | (0.0027) | (0.0004) | (0.0028) | |
M/Bt | 0.0153 *** | 0.0028 *** | 0.0126 ** | 0.0157 *** | 0.0028 *** | 0.0132 ** |
(0.0055) | (0.0009) | (0.0059) | (0.0055) | (0.0009) | (0.0059) | |
Sizet | 0.0752 *** | 0.0136 *** | 0.108 *** | 0.0758 *** | 0.0137 *** | 0.108 *** |
(0.0109) | (0.0018) | (0.0146) | (0.0109) | (0.0018) | (0.0146) | |
Leveraget | −0.0370 | −0.0264 | −0.218 | −0.0508 | −0.0285 | −0.237 * |
(0.107) | (0.0188) | (0.134) | (0.107) | (0.0188) | (0.134) | |
ROEt | 0.184 *** | 0.0306 *** | 0.0785 | 0.182 *** | 0.0302 *** | 0.0741 |
(0.0591) | (0.0099) | (0.0712) | (0.0590) | (0.0099) | (0.0710) | |
Constant | −0.911 *** | −0.184 *** | −1.099 *** | −0.922 *** | −0.184 *** | −1.101 *** |
(0.133) | (0.0225) | (0.163) | (0.132) | (0.0225) | (0.165) | |
Industry FE | Yes | Yes | Yes | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 5779 | 5779 | 5779 | 5779 | 5779 | 5779 |
R squared | 0.086 | 0.163 | 0.095 | 0.086 | 0.163 | 0.095 |
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Askarzadeh, A.; Kanaanitorshizi, M.; Tabarhosseini, M.; Amiri, D. International Diversification and Stock-Price Crash Risk. Int. J. Financial Stud. 2024, 12, 47. https://doi.org/10.3390/ijfs12020047
Askarzadeh A, Kanaanitorshizi M, Tabarhosseini M, Amiri D. International Diversification and Stock-Price Crash Risk. International Journal of Financial Studies. 2024; 12(2):47. https://doi.org/10.3390/ijfs12020047
Chicago/Turabian StyleAskarzadeh, Alireza, Mostafa Kanaanitorshizi, Maryam Tabarhosseini, and Dana Amiri. 2024. "International Diversification and Stock-Price Crash Risk" International Journal of Financial Studies 12, no. 2: 47. https://doi.org/10.3390/ijfs12020047
APA StyleAskarzadeh, A., Kanaanitorshizi, M., Tabarhosseini, M., & Amiri, D. (2024). International Diversification and Stock-Price Crash Risk. International Journal of Financial Studies, 12(2), 47. https://doi.org/10.3390/ijfs12020047