Table 2.
List of the variables we considered for the empirical analysis.
| Variable | Description |
|---|---|
| Close | Closing price of the stock at the end of day |
| Closed | Difference in the stock price compared to the previous close |
| Closep | Percentage change in the stock price compared to the previous close |
| Ope | Opening price of the stock |
| Oped | Difference in the stock price compared to the previous opening |
| opep | Percentage change in the stock price compared to the previous opening |
| high | Highest price reached by the stock on the trading day |
| highd | Difference in the highest price reached by the stock compared to the previous day |
| highp | Percentage change in the highest price achieved by the stock compared to the previous day |
| low | Lowest price reached by the stock on the trading day |
| lowd | Difference in the lowest price reached by the stock compared to the previous day |
| lowp | Percentage change in the lowest price reached by the stock compared to the previous day |
| SMA5 | Simple Moving Average of the closing price calculated at 5 days |
| SMA10 | Simple Moving Average of the closing price calculated at 10 days |
| EMA12 | Exponential Moving Average of the closing price calculated at 12 days |
| EMA26 | Exponential Moving Average of the closing price calculated at 26 days |
| MACD | Moving Average Convergence/Divergence. It is a technical indicator to reveal changes in the strength, direction, momentum, and duration of a trend. It is calculated as the difference between the EMA26 and EMA12 |
| MACDsign | The exceeding of MACD values on MACDsign and vice versa are useful signals to identify possible trend reversals in prices. It is calculated as a 9-period exponential moving average of the MACD line |
| volume | Number of shares traded on the day |
| volumed | Difference in the number of traded shares compared to the previous day |
| volume | Percentage change in the number of traded shares compared to the previous day |
| RoC13 | Rate of Change. The ROC calculates the ratio of today's closing price to the closing price of (in our case) 13 previous days |
| K15 | Stochastic Oscillator. The Stochastic Oscillator compares the closing price of the stock with the range of prices in the considered time period (15 days, in our case) |
| D5 | Simple Moving Average of the values of the variable K15 calculated at 5 days |
| SMA20C | Simple Moving Average of the closing price calculated at 20 days |
| BOLlow | Bottom line of the Bollinger Bands |
| BOLup | Upper line of the Bollinger Bands |
| BOL | Percentage BOL, a volatility index of the stock. It is constructed as the ratio between the difference of close and BOLlow with the difference between BOLup and BOLlow |
| MOM12 | Momentum, an indicator that measures the change in closing prices. Unlike the ROC, the momentum is calculated as the difference between today's closing price and the closing price of the previous period (12 days, in our case) |