From: Direction of collaborative problem solving-based STEM learning by learning analytics approach
Learning behaviors | |||||||
Pre-learning | |||||||
Next(p) | Prev(p) | AM(p) | DM(p) | AA(p) | AB(p) | ||
STEM learning strategy | Organizing | 0.31 (0.32) | 0.08 (0.79) | 0.22 (0.50) | 0.30 (0.35) | 0.26 (0.42) | 0.08 (0.81) |
Elaborating | 0.18 (0.59) | 0.05 (0.89) | 0.15 (0.65) | 0.25 (0.25) | 0.18 (0.57) | −0.03 (0.92) | |
Repeating | − 0.25 (0.43) | − 0.05 (0.88) | − 0.28 (0.38) | − 0.26 (0.42) | − 0.09 (0.79) | 0.37 (0.24) | |
Effort | − 0.43 (0.16) | − 0.16 (0.61) | − 0.44 (0.15) | − 0.47 (0.13) | − 0.21 (0.51) | 0.24 (0.46) | |
Attention | 0.05 (0.88) | 0.43 (0.16) | 0.33 (0.29) | 0.15 (0.65) | 0.54† (0.07) | 0.06 (0.85) | |
Time management | 0.03 (0.92) | 0.27 (0.39) | 0.23 (0.48) | 0.17 (0.60) | 0.40 (0.20) | 0.17 (0.60) | |
Learning environment | − 0.42 (0.17) | − 0.43 (0.16) | − 0.54† (0.07) | − 0.52† (0.09) | − 0.51† (0.09) | − 0.18 (0.57) | |
Peer learning | 0.02 (0.96) | −0.18 (0.58) | −0.13 (0.69) | 0.07 (0.84) | −0.10 (0.75) | 0.02 (0.95) | |
Using references | −0.00 (1.00) | −0.11 (0.74) | −0.11 (0.73) | 0.02 (0.96) | 0.24 (0.46) | 0.09 (0.78) | |
Group discussion | |||||||
Next(g) | Prev(g) | AM(g) | DM(g) | AA(g) | AB(g) | ||
STEM learning strategy | Organizing | − 0.25 (0.43) | − 0.29 (0.37) | − 0.58* (0.05) | − 0.74** (0.01) | − 0.09 (0.78) | − 0.22 (0.49) |
Elaborating | − 0.26 (0.42) | − 0.29 (0.37) | − 0.41 (0.19) | − 0.55† (0.06) | 0.45 (0.15) | − 0.05 (0.87) | |
Repeating | 0.51† (0.09) | 0.61* (0.03) | 0.24 (0.45) | 0.19 (0.55) | 0.31 (0.32) | 0.46 (0.32) | |
Effort | 0.56† (0.06) | 0.75** (0.01) | 0.28 (0.39) | 0.24 (0.45) | 0.18 (0.58) | 0.39 (0.21) | |
Attention | 0.34 (0.28) | 0.24 (0.28) | 0.27 (0.39) | 0.157 (0.63) | 0.09 (0.78) | 0.03 (0.94) | |
Time management | − 0.20 (0.53) | 0.12 (0.72) | − 0.33 (0.30) | − 0.44 (0.16) | − 0.14 (0.67) | 0.08 (0.79) | |
Learning environment | 0.19 (0.56) | 0.42 (0.17) | 0.32 (0.32) | 0.25 (0.43) | 0.36 (0.25) | 0.58† (0.05) | |
Peer learning | − 0.04 (0.91) | 0.25 (0.43) | 0.02 (0.95) | 0.02 (0.96) | 0.13 (0.68) | 0.26 (0.42) | |
Using references | 0.17 (0.61) | 0.09 (0.77) | − 0.42 (0.18) | − 0.43 (0.17) | 0.09 (0.77) | 0.05 (0.87) |