Definitions of variables
| Variable | Definition | |
|---|---|---|
| CEO_TURN | CEO turnover | Indicator variable coded as 1 if a firm experienced a CEO turnover event during the year t, and 0 otherwise |
| FF | Family firm | Indicator variable equal to 1 if a firm is classified as a family firm, and 0 otherwise |
| TRANS | Corporate transparency | A composite index of corporate transparency based on the factor score obtained from the principal component analysis (PCA) of four variables: analyst forecast error (AFERROR), analyst forecast dispersion (AFDISP), analyst coverage (ANALYST) and bid–ask spread (SPREAD) |
| SIZE | Firm size | Natural logarithm of total assets at the beginning of the year |
| LEV | Leverage | Ratio of total debt to total assets |
| ROA | Profitability | Ratio of net profit to total assets at the beginning of the year |
| BM | Growth opportunities | Ratio of the book-to-market value of equity |
| RET | Stock return | Annualized stock returns |
| SGROWTH | Sales growth | Percentage change in annual revenue |
| CFO | Cash flow performance | Ratio of operating cash flow to total assets |
| STD_CFO | Cash flow volatility | Three-year rolling standard deviation of operating cash flows |
| FAGE | Firm age | Natural logarithm of the number of years since a firm’s founding |
| EMPTURN | Employee turnover | Percentage of employee turnover in a year |
| BLOCK | Block ownership | Percentage of ownership held by block owners |
| BSIZE | Board size | Natural logarithm of board size |
| BIND | Board independence | Percentage of independent members on the board of directors |
| CEO_DUAL | CEO duality | Indicator variable that takes a value of 1 if the chairman and CEO are the same person, and 0 otherwise |
| CEO_GENDER | CEO gender | Indicator variable that takes a value of 1 if the CEO is male, and 0 otherwise |
| CEO_OWN | CEO ownership | Percentage of stock ownership held by the CEO of a firm |
| VOLAT | Return volatility | Annualized standard deviation of daily stock returns for each firm. This measure reflects the variability in stock performance over the year |
| SEGMENT | Business segments | Natural logarithm of the total number of business segments of a firm |
| HHI | Industry competition | The Herfindahl–Hirschman Index (HHI) is calculated as the sum of squared market shares of all firms within an industry. A higher HHI indicates lower competition |
| ΔIND_VOL | Industry-level stock return volatility changes | Average change in stock return volatility for each industry, where stock return volatility is calculated as the standard deviation of daily stock returns over the financial year |
| RND | Research and development | Ratio of research and development (R&D) expenditure to total revenue |
| TURN | Share turnover | Average monthly share trading volume relative to the total number of outstanding shares |
| ANA_SHOCK | Exogenous shock to analyst coverage | An indicator variable that takes the value of 1 for the years after 2012 and 0 for the years before 2011 |
| TAX_AVOID | Tax avoidance | The ratio of total income tax expense to pre-tax book income. Since higher ETR values indicate less tax avoidance, we multiply ETR by minus one (−1) so that higher values correspond to greater tax avoidance. We truncate ETR to a range between 0 and 1 and treat it as missing when the denominator is zero or negative |
| Variable | Definition | |
|---|---|---|
| CEO turnover | Indicator variable coded as 1 if a firm experienced a CEO turnover event during the year | |
| Family firm | Indicator variable equal to 1 if a firm is classified as a family firm, and 0 otherwise | |
| Corporate transparency | A composite index of corporate transparency based on the factor score obtained from the principal component analysis (PCA) of four variables: analyst forecast error | |
| Firm size | Natural logarithm of total assets at the beginning of the year | |
| Leverage | Ratio of total debt to total assets | |
| Profitability | Ratio of net profit to total assets at the beginning of the year | |
| Growth opportunities | Ratio of the book-to-market value of equity | |
| Stock return | Annualized stock returns | |
| Sales growth | Percentage change in annual revenue | |
| Cash flow performance | Ratio of operating cash flow to total assets | |
| Cash flow volatility | Three-year rolling standard deviation of operating cash flows | |
| Firm age | Natural logarithm of the number of years since a firm’s founding | |
| Employee turnover | Percentage of employee turnover in a year | |
| Block ownership | Percentage of ownership held by block owners | |
| Board size | Natural logarithm of board size | |
| Board independence | Percentage of independent members on the board of directors | |
| CEO duality | Indicator variable that takes a value of 1 if the chairman and CEO are the same person, and 0 otherwise | |
| CEO gender | Indicator variable that takes a value of 1 if the CEO is male, and 0 otherwise | |
| CEO ownership | Percentage of stock ownership held by the CEO of a firm | |
| Return volatility | Annualized standard deviation of daily stock returns for each firm. This measure reflects the variability in stock performance over the year | |
| Business segments | Natural logarithm of the total number of business segments of a firm | |
| Industry competition | The Herfindahl–Hirschman Index (HHI) is calculated as the sum of squared market shares of all firms within an industry. A higher HHI indicates lower competition | |
| Industry-level stock return volatility changes | Average change in stock return volatility for each industry, where stock return volatility is calculated as the standard deviation of daily stock returns over the financial year | |
| Research and development | Ratio of research and development (R&D) expenditure to total revenue | |
| Share turnover | Average monthly share trading volume relative to the total number of outstanding shares | |
| Exogenous shock to analyst coverage | An indicator variable that takes the value of 1 for the years after 2012 and 0 for the years before 2011 | |
| Tax avoidance | The ratio of total income tax expense to pre-tax book income. Since higher ETR values indicate less tax avoidance, we multiply ETR by minus one (−1) so that higher values correspond to greater tax avoidance. We truncate ETR to a range between 0 and 1 and treat it as missing when the denominator is zero or negative |
Source(s): Authors' own work
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.