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Table 8 Spearman’s rank correlation coefficients between STEM learning strategy and learning behaviors

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)

  1. ρ(Sig.); N = 12; **p < 0.01, *p < 0.05, p < 0.1