|
| Task | Reference | Dataset | Type |
|
| Predicting student performance, achievement of learning outcomes or characteristics | Lin and Chi, 2017 [11] | ITS Pyrenees | Specific |
| Zhang et al., 2017 [49] | ASSISment and OLI datasets | General |
| Kim et al., 2018 [26] | Udacity | Specific |
| Lalwani and Agrawal, 2017 [14] | Funtoot dataset | Specific |
| Okubo et al., 2017 [24] | Information Science Course dataset | Specific |
| Guo et al., 2015 [23] | High schools dataset | Specific |
| Sharada et al., 2018 [22] | ASSIStment 2018 | General |
| Wang et al., 2017 [12] | Code course dataset | Specific |
| Tang et al., 2016 [21] | Kaggle Automated Essay Scoring | General |
| Bendangnuksung and P., 2018 [20] | Kaggle Students’ Academic Performance dataset | General |
| Mao et al., 2018 [15] | ITS Pyrenees and ITS Cordillera | Specific |
| Wilson et al., 2016 [50] | ASSISTment 2009-2010, KDD Cup 2010 and ITS Knewton | General |
| Wilson et al., 2016 [16] | ASSISTment 2009-2010 dataset, KDD Cup 2010 dataset and ITS Knewton | General |
| Khajah et al., 2016 [17] | Assistment 2009-2010 dataset, virtual student dataset, and data from Spanish and Engineering courses | General and Specific |
| Xiong et al., 2016 [18] | ASSISTments 2009-2010 dataset | General |
| Wang et al., 2017 [53] | KDD Cup 2015 dataset | General |
| Kim et al., 2018 [27] | Udacity | Specific |
| Montero et al., 2018 [13] | ASSISTment 2009-2010 dataset, KDD Cup 2010 dataset and ITS Woot Math | General and specific |
| Piech et al., 2015 [10] | Virtual student dataset and Assistments 2009-2010 dataset | General |
| Singh et al. 2018 [54] | Kaggle Automated Essay Scoring | General |
| Alam et al., 2018 [25] | Kaggle Students’ Academic Performance dataset | Specific |
| Yeung and Yeung, 2018 [19] | ASSISTment 2009, ASSISTment 2015, ASSISTment Challenge, Statics2011, Simulated-5 | Specific |
|
| Detecting undesirable student behaviors | Aung et al., 2018 [36] | YouTube videos of school classrooms | Specific |
| Sharma et al., 2016 [34] | StyleX dataset (multimedia) | Specific |
| Teruel and Alemany, 2018 [29] | ASSISTment 2009-2010 dataset and KDD Cup 2015 | General |
| Fei and Yeung, 2015 [28] | - | - |
| Whitehill et al., 2017 [31] | HarvardX MOOCs | General |
| Wang et al., 2017 [30] | Code course dataset | Specific |
| Min et al., 2016 [33] | Game-based virtual learning environment Crystal Island | Specific |
| Tato et al., 2017 [37] | French corpus | Specific |
| Yang et al., 2018 [35] | Videos collected in unconstrained environments | Specific |
| Xing and Du, 2018 [32] | Canvas project management MOOC | Specific |
|
| Generating recommendations | Wong, 2018 [39] | Student transcript records | Specific |
| Abhinav et al., 2018 [38] | Learner’s profile data | Specific |
|
| Evaluation | Akram et al., 2018 [44] | problem-solving dataset from game-based learning environment | Specific |
| Zhang et al., 2016 [42] | Short answers from ITS Cordillera | Specific |
| Taghipour and Ng, 2016 [41] | Kaggle Automated Essay Scoring | General |
| Zhao et al., 2017 [40] | ASSISTment 2009-2010 and Kaggle Automated Essay Scoring | General |
| Alvarado et al., 2018 [43] | Short-answer question dataset from biology course | Specific |
| Choi et al., 2017 [45] | PODS dataset | Specific |
| Sales et al., 2018 [46] | 2015 ASSISTments Skill Builder Data | General |
|
