Dependent variables
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Total risk (TR) |
The standard deviation of daily stock returns (natural logarithm of consecutive daily closing prices: ln (Pt/Pt-1)) in each year |
Jiraporn and Lee (2018)Jiraporn, P., & Lee, S. M. (2018). How do independent directors influence corporate risk-taking? Evidence from a quasi-natural experiment. International Review of Finance, 18(3), 507–519.
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Yahoo Finance website |
Idiosyncratic risk (IR) |
The standard deviation of the residuals from the regression of daily stock returns on daily market returns |
Jiraporn and Lee (2018)Jiraporn, P., & Lee, S. M. (2018). How do independent directors influence corporate risk-taking? Evidence from a quasi-natural experiment. International Review of Finance, 18(3), 507–519.
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Yahoo Finance website |
Systematic risk (SR) |
The coefficient of the market returns when daily returns are regressed on market returns |
Jiraporn and Lee (2018)Jiraporn, P., & Lee, S. M. (2018). How do independent directors influence corporate risk-taking? Evidence from a quasi-natural experiment. International Review of Finance, 18(3), 507–519.
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Yahoo Finance website |
Independent variables
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Independent Directors (IND) |
The ratio of independent directors to the total number of directors on the board |
Pathan (2009)Pathan, S. (2009). Strong boards, CEO power and bank risk-taking. Journal of Banking & Finance, 33(7), 1340–1350.
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Corporate Governance Reports |
Board Size (BS) |
The natural logarithm of the total number of directors on the corporate board |
Zhang, Cheong, and Rasiah (2018)Zhang, C., Cheong, K. C., & Rasiah, R. (2018). Board independence, state ownership and stock return volatility during Chinese state enterprise reform. Corporate Governance: The International Journal of Business in Society, 18(2), 220-232.
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Corporate Governance Reports |
Control variables
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Corporate Governance
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Independent Female Directors (FEM_IND) |
The ratio of female independent directors to the total number of independent directors |
Teodósio and Lisboa (2020)Teodósio, J., & Lisboa, I. (2020). Board gender diversity and capital structure: the case of Portuguese listed firms. International Conference on Management Technology and Tourism, Book of Abstracts, 47.
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Corporate Governance Reports |
Female Directors (FEM) |
The ratio of female directors to the total number of directors |
Bernile, Bhagwat, and Yonker (2018)Bernile, G., Bhagwat, V., & Yonker, S. (2018). Board diversity, firm risk, and corporate policies. Journal of Financial Economics, 127(3), 588-612.
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Corporate Governance Reports |
Firm Characteristics
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Firm Age (AGE) |
The natural logarithm of the number of years since the constitution of the firm |
Bradley and Chen (2015)Bradley, M., & Chen, D. (2015). Does board independence reduce the cost of debt? Financial Management, 44(1), 15–47.
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SABI database |
Firm Size (SIZE) |
The natural logarithmic of total assets |
Ferris, Javakhadze, and Rajkovic (2017)Ferris, S. P., Javakhadze, D., & Rajkovic, T. (2017). CEO social capital, risk-taking and corporate policies. Journal of Corporate Finance, 47, 46–71.
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SABI database |
Firm Growth (FG) |
The annual rate of growth of sales |
Faccio, Marchica, and Mura (2016)Faccio, M., Marchica, M., & Mura, R. (2016). CEO gender, corporate risk-taking, and the efficiency of capital allocation. Journal of Corporate Finance, 39, 193–209.
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SABI database |
Cash Flow (CF) |
The ratio of free cash flow to total assets |
Jiraporn and Lee (2018)Jiraporn, P., & Lee, S. M. (2018). How do independent directors influence corporate risk-taking? Evidence from a quasi-natural experiment. International Review of Finance, 18(3), 507–519.
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SABI database |
Return on Assets (ROA) |
The ratio of net earnings to total assets |
Zhang, Cheong, and Rasiah (2018)Zhang, C., Cheong, K. C., & Rasiah, R. (2018). Board independence, state ownership and stock return volatility during Chinese state enterprise reform. Corporate Governance: The International Journal of Business in Society, 18(2), 220-232.
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SABI database |
Tobin's Q (TQ) |
The ratio of market value to total assets |
Zhang, Cheong, and Rasiah (2018)Zhang, C., Cheong, K. C., & Rasiah, R. (2018). Board independence, state ownership and stock return volatility during Chinese state enterprise reform. Corporate Governance: The International Journal of Business in Society, 18(2), 220-232.
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SABI database |
Leverage (LEV) |
The ratio of total debts to total assets |
Sá, Neves, and Góis (2017)Sá, T. M., Neves, E. D., & Góis, C. G. (2017). The influence of corporate governance on changes in risk following the global financial crisis: Evidence from the Portuguese stock market. Journal of Management and Governance, 21, 841–878
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SABI database |