Variables definitions
| Variables | Role | Symbols | Description | Key references |
|---|---|---|---|---|
| Operating expenses/revenue | Dependent | OE | Ratio of total operating expenses to total revenue; proxy for operational efficiency | Chen et al. (2020), Lee and Yoon (2019) and Khan et al. (2021) |
| Cost of capital (%) | CC | Weighted average cost of debt and equity capital used to finance firm operations | Bhandari (1988), Fama and French (1992) and Rajan and Zingales (1995) | |
| Total cost | TC | Aggregate of all production and operating costs incurred by the firm | Filippini and Pachauri (2004) and Bai and Ng (2002) | |
| Profile soil moisture | Independent | GW | Average soil moisture content in the top layer; measures water availability in soil | Deryng et al. (2016) and Funk et al. (2015) |
| Precipitation | PRE | Cumulative corrected precipitation over a given period (mm/day) | Trenberth et al. (2014) and Funk et al. (2015) | |
| Specific humidity at 2 meters | QV2M | Mass of water vapor per kilogram of air near the surface (g/kg) | Romps (2014) and Sherwood and Fu (2014) | |
| Relative humidity at 2 meters | RH2M | Percentage of moisture in the air relative to saturation at 2 meters height | Soden and Held (2006) and Sherwood et al. (2010) | |
| Wet bulb temperature at 2 meters | T2MWET | Minimum temperature air can reach via evaporation; reflects heat stress impact | Sherwood and Huber (2010) and Raymond et al. (2020) | |
| Wind speed at 2 meters | WS2M | Wind velocity measured at 2 meters above ground level (m/s) | Pryor and Schoof (2013) and Uccellini (2013) | |
| Leverage | Control | Lev | Ratio of total liabilities to total assets; measures financial risk | Rajan and Zingales (1995), Myers (2001) and Titman and Wessels (1988) |
| Firm size | Size | Natural logarithm of total assets; proxy for firm scale and market power | Demsetz and Lehn (1985), Fama and French (1992) and Titman and Wessels (1988) | |
| Growth rate | G | Year-over-year percentage change in revenue; captures firm expansion dynamics | Titman and Wessels (1988), Lang et al. (1996) and Fama and French (1992) |
| Variables | Role | Symbols | Description | Key references |
|---|---|---|---|---|
| Operating expenses/revenue | Dependent | Ratio of total operating expenses to total revenue; proxy for operational efficiency | ||
| Cost of capital (%) | Weighted average cost of debt and equity capital used to finance firm operations | |||
| Total cost | Aggregate of all production and operating costs incurred by the firm | |||
| Profile soil moisture | Independent | Average soil moisture content in the top layer; measures water availability in soil | ||
| Precipitation | Cumulative corrected precipitation over a given period (mm/day) | |||
| Specific humidity at 2 meters | QV2M | Mass of water vapor per kilogram of air near the surface (g/kg) | ||
| Relative humidity at 2 meters | RH2M | Percentage of moisture in the air relative to saturation at 2 meters height | ||
| Wet bulb temperature at 2 meters | T2MWET | Minimum temperature air can reach via evaporation; reflects heat stress impact | ||
| Wind speed at 2 meters | WS2M | Wind velocity measured at 2 meters above ground level (m/s) | ||
| Leverage | Control | Lev | Ratio of total liabilities to total assets; measures financial risk | |
| Firm size | Size | Natural logarithm of total assets; proxy for firm scale and market power | ||
| Growth rate | G | Year-over-year percentage change in revenue; captures firm expansion dynamics |
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.