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Generative AI-Based Tutoring for Enhancing Learning Engagement and Achievement Cover

Generative AI-Based Tutoring for Enhancing Learning Engagement and Achievement

By:  and    
Open Access
|Jul 2025

Figures & Tables

Table 1

Data/number of students included in the analysis.

CLASSCOURSETOTAL%
MKDU4109MKWU4101MKWU4108MKWU4109
AI46214720467346991871349.58
Non-AI47324776477847441903050.42
Total935394969451944337743100.00
Table 2

Mean of students’ posting in discussion forum.

CLASSSESSIONTOTAL
12345678
AI1.02.961.00.97.90.88.87.817.42
Non-AI1.06.97.96.93.89.86.85.817.33
Total1.04.97.98.95.89.87.86.817.37
Table 3

Normality test for the discussion data variance.

SESSIONCLASSKOLMOGOROV-SMIRNOVa
STATISTICdfSIG.
Session 1AI.41518713.000
Non-AI.44819030.000
Session 2AI.39618713.000
Non-AI.41919030.000
Session 3AI.38518713.000
Non-AI.42119030.000
Session 4AI.37618713.000
Non-AI.41919030.000
Session 5AI.37618713.000
Non-AI.41919030.000
Session 6AI.41218713.000
Non-AI.46519030.000
Session 7AI.39818713.000
Non-AI.44519030.000
Session 8AI.41318713.000
Non-AI.43319030.000
TotalAI.25318713.000
Non-AI.29619030.000

[i] a. Grouping Variable: class.

Table 4

Significance test for the mean difference.

TEST STATISTICSaSESSION 1SESSION 2SESSION 3SESSION 4SESSION 5SESSION 6SESSION 7SESSION 8TOTAL
Mann-Whitney U17585.0016593.5017245.5018300.5018340.0018152.5016863.0017066.0016494.50
Wilcoxon W36113.0035121.5035773.5036828.5036868.0036680.5035391.0035594.0035022.50
Z–1.28–2.56–1.70–.38–.32–.56–2.07–1.74–2.00
Asymp. Sig. (2-tailed).20.01.09.71.75.56.038.081.046

[i] a. Grouping Variable: class.

Table 5

Mean of students’ student assignment scores.

CLASSASSIGNMENTTOTAL
123
AI72.73466.7566.67206.155
Non-AI72.26965.4065.22202.885
Total72.49966.0765.94204.506
Table 6

Normality test for the assignment score data variance.

ASSIGNMENTCLASSKOLMOGOROV-SMIRNOVa
STATISTICdfSIG.
1AI.29118713.000
Non-AI.31919030.000
2AI.29118713.000
Non-AI.30119030.000
3AI.29418713.000
Non-AI.30519030.000
TotalAI.22118713.000
Non-AI.23419030.000

[i] a. Grouping Variable: class.

Table 7

Significance test for the mean difference (assignment).

TEST STATISTICSaASSIGN 1ASSIGN 2ASSIGN 3TOTAL
Mann-Whitney U13934.00016362.50018521.50015374.000
Wilcoxon W32462.00034890.50037436.50033902.000
Z–4.322–2.089–.095–2.974
Asymp. Sig. (2-tailed).000.037.924.003

[i] a. Grouping Variable: class.

Language: English
Page range: 211 - 226
Submitted on: Apr 11, 2025
Accepted on: Jun 10, 2025
Published on: Jul 10, 2025
Published by: International Council for Open and Distance Education (ICDE)
In partnership with: Paradigm Publishing Services

© 2025 Tian Belawati, Dimas Prasetyo, published by International Council for Open and Distance Education (ICDE)
This work is licensed under the Creative Commons Attribution 4.0 License.