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AI Literacy and Workforce Readiness in Higher Education
Please indicate your level of agreement for each statement.
Scale: 1 = Strongly Disagree | 2 = Disagree | 3 = Neutral | 4 = Agree | 5 = Strongly Agree
Section 1: AI Literacy
1. I understand the basic functions of generative AI tools.
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5
2. I can explain how AI tools generate responses or recommendations.
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5
3. I understand that AI-generated content may contain errors or bias.
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5
4. I can evaluate whether AI-generated information is accurate and reliable.
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5. I know how to use AI tools appropriately for academic learning.
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6. I understand ethical issues related to AI use (e.g., privacy, bias, academic integrity).
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5
Section 2: Student Engagement in AI-Integrated Learning
7. AI tools make my learning more engaging.
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8. I am more motivated to complete learning tasks when AI tools are integrated.
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9. AI tools help me explore course content more deeply.
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5
10. AI tools help me participate more actively in learning activities.
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5
11. AI-supported activities encourage me to ask better questions.
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12. AI tools help me connect course content to real-world problems.
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5
Section 3: AI Use and Learning Confidence
13. I feel confident using AI tools to support my coursework.
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5
14. I can use AI tools to organize, revise, or improve my ideas.
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15. I can use AI tools without becoming overly dependent on them.
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16. I can decide when AI use is helpful and when human judgment is needed.
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17. I feel confident verifying AI-generated information before using it.
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18. I rely too heavily on AI when completing tasks. (reverse-coded)
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5
Section 4: Workforce Readiness
19. Using AI tools helps me develop skills relevant to my future career.
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5
20. AI-integrated learning helps me prepare for professional tasks.
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21. 22.AI-supported learning improves my problem-solving skills.
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5
22. 23.AI-supported learning improves my communication skills.
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5
23. AI-supported learning improves my communication skills.
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5
24. AI-supported learning improves my adaptability.
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5
25. AI-supported learning improves my critical thinking.
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26. I believe AI literacy will be important for my future employment.
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Section 5: Career Confidence and Transfer
27. I can apply what I learn with AI tools to real-world work situations.
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5
28. I feel more confident discussing AI-related skills with future employers.
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29. AI-integrated coursework helps me understand workplace expectations.
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30. AI tools help me build transferable skills across different settings.
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31. AI-integrated learning increases my confidence in career preparation.
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5
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