Variable descriptions
| Abbreviation | Expected sign | Definition | Supporting literature | Source(s) |
|---|---|---|---|---|
| Panel A: The dependent variables | ||||
| N/A | Percentage institutional ownership is measured as the total value of all institutional holdings in a firm's stock divided by the firm's total market capitalisation at the end of each fiscal year | Tee (2018), Tee et al. (2018) | Authors' calculations based on hand-collected data from the annual reports | |
| N/A | Domestic institutional ownership is defined as the total holdings of Malaysian-domiciled institutional funds divided by the firm's total market capitalisation | Tee (2018), Tee et al. (2018) | Authors' calculations based on hand-collected data from the annual reports | |
| N/A | Long-term institutional ownership is measured as the combined holdings of investors in the lowest turnover tertile, divided by the firm's total market capitalisation | Attig et al. (2013), Kim et al. (2019) | Authors' calculations based on hand-collected data from the annual reports | |
| N/A | Blockholding ownership is defined as the combined holdings of the top five investors, each owning at least 5% of a firm's shares, divided by the firm's total market capitalisation | Lyssimachou and Bilinski (2023) | Authors' calculations based on hand-collected data from the annual reports | |
| Panel B: The dependent variable | ||||
| +/− | Political connections are defined as a binary variable equal to 1 if the firm is politically connected, and 0 otherwise | Faccio (2006) | Fung et al. (2015), Wong and Hooy (2018), Peranginangin et al. (2021), Tee et al. (2021b), and hand collected from annual reports | |
| Panel C: The control variables | ||||
| + | Market value is measured as the natural logarithm of the firm's market capitalisation | Borochin and Yang (2017), Dahlquist and Robertsson (2001) | Authors' calculations based on Refinitiv Eikon data | |
| +/− | Return on assets is measured as net income scaled by total assets | Gompers et al. (2003), Hou et al. (2015), Kim et al. (2019) | Authors' calculations based on Refinitiv Eikon data | |
| +/− | Price-to-sales is measured as the ratio of market capitalisation to total revenue | Lyssimachou and Bilinski (2023) | Authors' calculations based on Refinitiv Eikon data | |
| – | The book-to-market ratio is measured as the ratio of the book value of equity to market capitalisation | Attig et al. (2013) | Authors' calculations based on Refinitiv Eikon data | |
| +/− | R&D is measured as research and development expenses scaled by total sales | Kim et al. (2019) | Authors' calculations based on Refinitiv Eikon data | |
| +/− | Leverage is measured as total debt scaled by total assets | Lyssimachou and Bilinski (2023) | Authors' calculations based on Refinitiv Eikon data | |
| +/− | Advertising is measured as advertising expenses scaled by total sales | Lang et al. (2003) | Authors' calculations based on Refinitiv Eikon data | |
| Abbreviation | Expected sign | Definition | Supporting literature | Source(s) |
|---|---|---|---|---|
| N/A | Percentage institutional ownership is measured as the total value of all institutional holdings in a firm's stock divided by the firm's total market capitalisation at the end of each fiscal year | Authors' calculations based on hand-collected data from the annual reports | ||
| N/A | Domestic institutional ownership is defined as the total holdings of Malaysian-domiciled institutional funds divided by the firm's total market capitalisation | Authors' calculations based on hand-collected data from the annual reports | ||
| N/A | Long-term institutional ownership is measured as the combined holdings of investors in the lowest turnover tertile, divided by the firm's total market capitalisation | Authors' calculations based on hand-collected data from the annual reports | ||
| N/A | Blockholding ownership is defined as the combined holdings of the top five investors, each owning at least 5% of a firm's shares, divided by the firm's total market capitalisation | Authors' calculations based on hand-collected data from the annual reports | ||
| +/− | Political connections are defined as a binary variable equal to 1 if the firm is politically connected, and 0 otherwise | |||
| + | Market value is measured as the natural logarithm of the firm's market capitalisation | Authors' calculations based on Refinitiv Eikon data | ||
| +/− | Return on assets is measured as net income scaled by total assets | Authors' calculations based on Refinitiv Eikon data | ||
| +/− | Price-to-sales is measured as the ratio of market capitalisation to total revenue | Authors' calculations based on Refinitiv Eikon data | ||
| – | The book-to-market ratio is measured as the ratio of the book value of equity to market capitalisation | Authors' calculations based on Refinitiv Eikon data | ||
| +/− | R&D is measured as research and development expenses scaled by total sales | Authors' calculations based on Refinitiv Eikon data | ||
| +/− | Leverage is measured as total debt scaled by total assets | Authors' calculations based on Refinitiv Eikon data | ||
| +/− | Advertising is measured as advertising expenses scaled by total sales | Authors' calculations based on Refinitiv Eikon data | ||
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