Table 1. Data sources used to predict student performance.
| # | Data source | Tool | Number of students | Reference |
|---|---|---|---|---|
| 1 | Learning management platform | edX | - | Moreno-Marcos et al. (2020) |
| Moodle | 102 | Lu et al. (2018) | ||
| Moodle | 104 | Xin & Singh (2021) | ||
| Moodle | 336 | Villagrá-Arnedo et al. (2017) | ||
| Moodle | 32,593 | Adnan et al. (2021) | ||
| Moodle | 32,593 | Waheed et al. (2020) | ||
| DARA | 21,314 | Sandoval et al. (2018) | ||
| Moodle | 4,989 | Conijn et al. (2016) | ||
| 2 | Automated source code evaluation tools | CodeBench | 2,058 | Pereira et al. (2019) |
| CodeBench | 2,056 | Pereira et al. (2021) | ||
| CodeWork | 86 | Munson & Zitovsky (2018) |