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Exploring and counteracting stage specific course completion risk factors in open higher education distance learning

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05 ago 2024
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Figure 1:

The statistically significant risk factors for each course non-completion stage and their predicted probability change for 1-unit change in risk factor.
The statistically significant risk factors for each course non-completion stage and their predicted probability change for 1-unit change in risk factor.

Descriptive and reliability statistics

Independent variables M SD Skewness Kurtosis VIF
Motivation 4.56 1.78 −0.27 −1.14 1.57
Available time 3.23 1.26 −0.19 −0.76 1.91
Life situation 2.32 1.06 0.68 0.75 1.85
Instructions 2.72 1.01 0.97 2.86 1.56
Formative feedback 2.57 0.95 1.14 4.18 1.50
Difficulty level 3.38 1.36 −0.08 −0.62 2.19
Completion method 2.63 1.10 0.70 0.90 2.17
Study material 2.51 0.93 0.62 0.74 1.57
Material availability 2.83 1.15 0.30 −0.18 2.21
Learning environment 2.38 0.96 0.74 0.86 1.40
Study schedule 2.63 1.27 0.77 0.45 1.51

Course completion risk factor significance at each completion stage

Risk factor Completion stage
Completed Failed Abandoned Not initiated
Student-based risk factors
Motivation 0.46 [0.30, 0.72] 0.98 [0.52, 1.85] 1.07 [0.71, 1.61] 1.80 [1.12, 2.90]
Available time 0.62 [0.41, 0.93] 1.48 [0.71, 3.09] 1.01 [0.65, 1.58] 1.98 [1.21, 3.26]
Life situation 0.70 [0.48, 1.01] 1.04 [0.54, 1.99] 1.66 [1.09, 2.54] 1.25 [0.81, 1.92]
Pedagogy-related risk factors
Instructions 1.09 [0.67, 1.77] 1.42 [0.71, 2.84] 1.12 [0.67, 1.87] 1.06 [0.61, 1.83]
Formative feedback 0.87 [0.69, 1.09] 1.29 [0.87, 1.92] 1.34 [0.81, 2.20] 1.21 [0.93, 1.57]
Difficulty level 0.94 [0.59, 1.51] 2.11 [1.09, 4.09] 1.34 [0.85, 2.20] 1.05 [0.62, 1.79]
Completion method 0.47 [0.28, 0.80] 0.76 [0.37, 1.55] 1.70 [1.05, 2.77] 2.33 [1.29, 4.24]
Study material 1.74 [0.99, 3.06] 0.86 [0.36, 2.06] 0.74 [0.41, 1.34] 0.65 [0.34, 1.24]
Material availability 0.94 [0.65, 1.36] 1.93 [1.03, 3.60] 1.09 [0.72, 1.65] 0.74 [0.74, 1.16]
Learning environment 0.84 [0.51, 1.40] 1.44 [0.66, 3.14] 0.90 [0.53, 1.52] 0.92 [0.53, 1.61]
Study schedule 1.07 [0.73, 1.57] 0.69 [0.36, 1.36] 1.09 [0.73, 1.64] 0.91 [0.58, 1.42]
Lingua:
Inglese
Frequenza di pubblicazione:
2 volte all'anno
Argomenti della rivista:
Scienze sociali, Educazione, Programma didattico e pedagogico, Educazione, altro