From: Learning analytics dashboard: a tool for providing actionable insights to learners
Analysis | Â | Studies |
---|---|---|
Descriptive analytics content | Conducted | Aljohani et al., 2019; Baneres et al., 2019; Bodily et al., 2018; Chatti et al., 2020; Chen et al., 2019; Fleur et al., 2020; Gras et al., 2020; Han et al., 2021; He et al., 2019; Karaoglan Yilmaz & Yilmaz, 2020; Kia et al., 2020; Kokoç & Altun, 2021; Majumdar et al., 2019; Naranjo et al., 2019; Owatari et al., 2020; Ulfa et al., 2019; Valle et al., 2021 |
Predictive analytics content and reported accuracy | Not conducted | Aljohani et al., 2019; Bodily et al., 2018; Chatti et al., 2020; Chen et al., 2019; Gras et al., 2020; Han et al., 2021; He et al., 2019; Karaoglan Yilmaz & Yilmaz, 2020; Kia et al., 2020; Majumdar et al., 2019; Naranjo et al., 2019; Owatari et al., 2020; Ulfa et al., 2019 |
Conducted | Baneres et al., 2019; Fleur et al., 2020; Kokoç & Altun, 2021; Valle et al., 2021 | |
Accuracy not reported | ||
80–89% accuracy achieved | Kokoç & Altun, 2021 | |
90–95% accuracy achieved | Baneres et al., 2019 | |
Prescriptive analytics content | Conducted | None |
Conducted non-data driven | Baneres et al., 2019; Bodily et al., 2018; Gras et al., 2020; Han et al., 2021; Karaoglan Yilmaz & Yilmaz, 2020; Majumdar et al., 2019 | |
Not conducted | Aljohani et al., 2019; Chatti et al., 2020; Chen et al., 2019; Fleur et al., 2020; He et al., 2019; Kia et al., 2020; Kokoç & Altun, 2021; Naranjo et al., 2019; Owatari et al., 2020; Ulfa et al., 2019; Valle et al., 2021 | |
Model interpretability and explainablility | Conducted | None |
Dashboard evaluation and effectiveness | Evaluation conducted within a pilot study context | Bodily et al., 2018; Chatti et al., 2020; Gras et al., 2020; Han et al., 2021; He et al., 2019; Kia et al., 2020; Kokoç & Altun, 2021; Naranjo et al., 2019; Owatari et al., 2020; Ulfa et al., 2019 |
 | No evaluation conducted within a prototype study context | |
 | Positive effects on student outcomes reported | Aljohani et al., 2019; Fleur et al., 2020; Han et al., 2021; Kokoç & Altun, 2021 |
Dashboard Color content | 1-3 colors | Fleur et al., 2020 |
 | 4-6 colors | Bodily et al., 2018; Kia et al., 2020; Naranjo et al., 2019; Ulfa et al., 2019; Valle et al., 2021 |
 | > 6 colors | Aljohani et al., 2019; Baneres et al., 2019; Chatti et al., 2020; Chen et al., 2019; Gras et al., 2020; Han et al., 2021; He et al., 2019; Karaoglan Yilmaz & Yilmaz, 2020; Kokoç & Altun, 2021; Majumdar et al., 2019; Owatari et al., 2020) |