Thank you for taking part in this survey about your experience using the Beer Game AI Tutor in IOM106 Principles of Operations.
This survey aims to understand whether the AI tutor supported your learning, how it compares with other AI tools you may use, and how it can be improved in the future.
The survey should take approximately 5–7 minutes to complete. Your participation is voluntary, and your responses will be used only for research and improvement purposes. Your decision to participate or not participate will not affect your grades in any way.
If you would like more detailed participant information, please click here https://box.xjtlu.edu.cn/f/a7be6cf9be3e461ca2fd/
If you agree to participate, please continue to the next page.
1. Have you used the Beer Game AI Tutor? Yes No
2. Which version(s) of the Beer Game AI Tutor have you used?
Phase 1 only (the AI tutor before week 10) Phase 2 only (AI tutor from week 11) Both Phase 1 and Phase 2 I am not sure which version I used
3. At which stage(s) did you use the AI tutor? Before the game During the game After the game Other
4. Approximately how often did you use the AI tutor?
Once 2–3 times 4–6 times More than 6 times I cannot remember
5. Did you upload any files when using the AI tutor? Yes No I am not sure
6. Have you used general AI tools (such as Chat GPT, Claude, Gemini, or similar) for study-related purposes? Yes No
7. Compared with general AI tools I normally use, the Beer Game AI Tutor was more helpful for the Beer Game task. Strongly disagree
Strongly agree
8. Compared with general AI tools I normally use, the Beer Game AI Tutor gave more useful feedback on my reasoning and reflection. Strongly disagree
Strongly agree
9. Overall, which did you find more helpful for the Beer Game task?
Mainly the Beer Game AI Tutor Slightly more the Beer Game AI Tutor About the same Slightly more general AI tools Mainly general AI tools
Instruction: Please indicate how much you agree or disagree with the following statements.
Scale:
1 = Strongly disagree
2 = Disagree
3 = Neutral
4 = Agree
5 = Strongly agree
10. The AI tutor helped me think more clearly about my decisions in the Beer Game.
Strongly disagree
Strongly agree
11. The AI tutor helped me analyze what happened during the simulation. Strongly disagree
Strongly agree
12. The AI tutor gave useful feedback on my thinking process. Strongly disagree
Strongly agree
13. The AI tutor helped me connect my gameplay experience to module concepts. Strongly disagree
Strongly agree
14. The AI tutor helped me feel more prepared for the reflection assignment.
Strongly disagree
Strongly agree
15. Overall, the AI tutor was useful for my learning.
Strongly disagree
Strongly agree
16. I would use this AI tutor again in a similar module activity.
Strongly disagree
Strongly agree
17. Compared with before using the AI tutor, I now feel more confident analyzing Beer Game decisions.
Strongly disagree
Strongly agree
18. Compared with before using the AI tutor, I now feel less anxious about the reflection task.
Strongly disagree
Strongly agree
19. Compared with Phase 1, Phase 2 was more helpful overall.
Strongly disagree
Strongly agree
20. What was the most helpful aspect of the AI tutor for you?
21. What could be improved?