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Design+                                                               Da Vinci AI Tutor in art history learning



            section gathered demographic information, including age,   supporting learning goals. Students provided ratings on
            gender identity, racial/ethnic  background, international   whether the tutor helped them achieve learning objectives
            status,  academic  standing,  and  educational  background.   and whether they would consider using a tutor in future
            Additional questions were asked about commuting status,   courses. Questions in Section 3 included:
            primary mode of instruction (online, hybrid, or face-  Section 3: Perceived Usefulness of the AI Tutor
            to-face), and academic major to contextualize student   •   How useful did you find the AI Tutor in enhancing
            responses within different learning environments.         your understanding of Renaissance Art?
              The second section focused on tool usage and        •   Did the AI Tutor help you achieve your learning
            perception, measuring baseline familiarity with AI before   goals in the course?
            engagement with the tutor. Students were asked to rate   •   How likely are you to use an AI tutor in future
            their familiarity with AI, indicate prior experience with   courses based on this experience?
            AI-based tools, such as IBM Watson Tutor, Google Socratic,   The final segment of the survey gathered qualitative
            Microsoft Immersive Reader, and Duolingo AI Chatbot,   feedback regarding strengths, limitations, and areas for
            and describe their general perception of AI in education.   improvement. Open-ended questions were asked of
            These questions provided essential context for interpreting   students to describe the most helpful and least helpful
            students’ experiences with the tutor by establishing their   aspects of the tutor, as well as any technical issues
            prior exposure to AI-driven learning tools. More detailed   encountered. In addition, students provided suggestions
            questions in Section 1 are:                        for improvement, selecting from predefined options such
            Section 1: AI usage and perception                 as improving response accuracy, enhancing engagement,
               •   How familiar are you with AI?               providing more detailed explanations, or increasing
               •   Have you used AI-based tools or applications in   accessibility features. Questions in Sections 4 and 5
                   the past?                                   included:
               •   If yes, for what purposes have you used AI-based   Section 4: Qualitative Feedback and Areas for Improvement
                   tools?                                         •   What aspects of the AI Tutor did you find most
               •   How do you perceive the role of AI in education?   helpful?
               •   Have you ever used an AI tutor bot before?     •   What aspects of the AI Tutor did you find least
               •   If yes, which AI tutor bot(s) have you used in the   helpful or frustrating?
                   past?                                          •   Did you encounter any technical issues while
               •   How would you rate your previous experience(s)     using the AI Tutor? If yes, please describe.
                   with AI tutor bot(s)?                          •   How  could  the AI  Tutor  be  improved  to  better
              The third section assessed direct user experiences with   support your learning?
            the tutor, examining usability, accessibility, and interaction   •   Please provide any additional comments or
            frequency. Students rated the ease of interaction, the    suggestions for the development team.
            frequency with which they engaged with the tutor, and their   Section 5: Reflecting on the Experience
            preferred communication method (voice interaction, text   •   Reflecting on your experience, do you feel the AI
            input, or sign language). These measures helped determine   Tutor contributed to your learning in ways that a
            how effectively the tutor accommodated different learning   traditional teaching method could not?
            preferences and technological capabilities. Questions in   •   Would you recommend the Da Vinci AI Tutor to
            Section 2 included:                                       other students?
            Section 2: Experience with the AI Tutor              Quantitative responses were analyzed using descriptive
               •   How would you rate your overall experience with   statistics, including means, standard deviations, and variance
                   the Da Vinci AI Tutor?                      measures, to identify patterns in student engagement,
               •   How easy was it to interact with the AI Tutor?  perceived usefulness, and interaction preferences. Responses
               •   Which communication method(s) did you use to   to open-ended questions underwent qualitative content
                   interact with the AI Tutor?                 analysis to extract recurring themes, highlighting student
               •   How frequently did you interact with the AI Tutor   satisfaction, usability concerns, and suggestions for refinement.
                   during the course?                          This structured approach ensured a rigorous evaluation of the
              The fourth section examined the perceived educational   tutor, linking research questions, student experiences, and
            impact of the tutor, focusing on its effectiveness in   pedagogical impact into a cohesive framework for assessing
            enhancing comprehension of Renaissance art and     AI-driven education in the humanities.



            Volume 2 Issue 2 (2025)                         14                               doi: 10.36922/dp.8365
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