Faculty Case Studies
Course Production Efficiency
Drafting Materials for Continuity
Strategy: Use AI to Support Alignment and Delivery Continuity
Artificial Intelligence can be leveraged as a drafting and alignment partner during course development to support the creation of assignment instructions, grading criteria, and session plans. By using AI to generate structured materials based on clearly defined module learning outcomes (MLOs), faculty can maintain instructional alignment while also preparing contingency plans that preserve learning continuity.

MUE 6816 – Music Perception
In MUE 6816 Music Perception, Dr. Jennifer Bugos partnered with Learning Designer
Meghan Wieckowski to use Microsoft Copilot as a collaborative tool in the development
of instructional materials and activities. Copilot was used to draft initial assignment
instructions, grading rubrics, synchronous session agendas, and breakout room activities
based on detailed information and goals provided by the instructor. The instructor
then reviewed all AI-generated materials to ensure they were aligned to the curriculum,
student needs, and her teaching practices. This process supported development efficiency
while maintaining alignment with module learning outcomes.
Because synchronous session activities were closely tied to module-level learning
outcomes, the design team also needed to develop back-up plans in case the course
to switched to an asynchronous delivery modality. To support this, unpublished discussion
boards were developed as a contingency. Copilot assisted in generating discussion
prompts aligned with the synchronous session agendas and MLOs, including contextual
framing to ensure that asynchronous discussions would preserve depth and instructional
intent. This approach strengthened alignment, supported development efficiency, and
ensured continuity of learning experiences regardless of delivery format.
AI Tools Used: Microsoft Copilot
Digital Learning Designer Tips
- For recurring tasks such as drafting session agendas or structured activities, reuse and refine a core prompt template while updating key content details.
- Feed AI-generated materials back into the tool and review them critically yourself to check alignment and accuracy, identifying areas that require closer instructor review before finalization.

Quick Details
Faculty Developer: Jennifer Bugos, Ph.D.
College: USF College of Design, Art and Performance
Learning Designer: Meghan Wieckowski
AI Tools Used: Microsoft Copilot