Linear and logistic regressions testing the dependency of the companies’ posting behavior
| Dimension | Predictor (Independent variable) | Company posting (dependent variable) | ||
|---|---|---|---|---|
| No. of words Model D: Linear Regression | Use of picture Model E: Log. Regression | Company-relevant content Model F: Log. Regression | ||
| ß (stand.) | Exp. (ß) | Exp. (ß) | ||
| Exogenous factors | ||||
| Point in time | Time of the day: Leisure time | −0.080 | 0.672 | 1.530 |
| Day of the week | REFERENCE: Monday | |||
| Tuesday | −0.008 | 1.492 | 1.036 | |
| Wednesday | −0.082 | 0.846 | 2.257a | |
| Thursday | −0.118 | 0.424a | 1.446 | |
| Friday | −0.032 | 0.924 | 0.778 | |
| Saturday | 0.077 | 1.605 | 0.514 | |
| Sunday | −0.139* | 0.464 | 0.442 | |
| Holiday month | 0.064 | 1.051 | 0.210*** | |
| Public holidays | −0.078 | 0.363 | 2.108** | |
| Weather | ||||
| Temperature b | −0.205* | 0.961a/e | 1.181 | |
| Precipitation c | 0.029 | 0.996 | 1.100 ***/e | |
| Humidity b | 0.001 | 0.988 | 0.990 | |
| Barometric Pressure b | −0.123* | 0.956*/e | 1.025*/e | |
| Wind velocity b | 0.007 | 0.959**/e | 1.007 | |
| sunshine b | −0.044 | 0.811 | 1.019 | |
| Model | r² | 0.109 | 0.127 | 0.154 |
| Dimension | Predictor (Independent variable) | Company posting (dependent variable) | ||
|---|---|---|---|---|
| No. | Use of | Company-relevant content | ||
| ß (stand.) | Exp. (ß) | Exp. (ß) | ||
| Point in time | Time of the day: Leisure time | −0.080 | 0.672 | 1.530 |
| Day of the week | ||||
| Tuesday | −0.008 | 1.492 | 1.036 | |
| Wednesday | −0.082 | 0.846 | ||
| Thursday | −0.118 | 1.446 | ||
| Friday | −0.032 | 0.924 | 0.778 | |
| Saturday | 0.077 | 1.605 | 0.514 | |
| Sunday | 0.464 | 0.442 | ||
| Holiday month | 0.064 | 1.051 | ||
| Public holidays | −0.078 | 0.363 | ||
| Weather | ||||
| Temperature | 1.181 | |||
| Precipitation | 0.029 | 0.996 | ||
| Humidity | 0.001 | 0.988 | 0.990 | |
| Barometric Pressure | ||||
| Wind velocity | 0.007 | 1.007 | ||
| sunshine | −0.044 | 0.811 | 1.019 | |
| Model | 0.109 | 0.127 | 0.154 | |
Notes:
Significanced: italic letter = a0.1, *0.05, **0.01, ***0.001; Logistic Regression Nagelkerke r². bAt the time of posting. cOn the day of posting. dDue to the explorative character of this study and the limited sample of 321 postings, an expanded approach of four significance levels is applied (p < 0.001; p < 0.01; p < 0.05; p < 0.1). eProbability of an image or company-relevant content in a posting when changing the item indicators by one unit. For example, an increase from 5°C to 6°C
Source: Own compilation
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