Michelle Blomberg

Instructor Prep Kit

Case study · AI Tools & Strategy · Learning Design

Everything the faculty member who will teach this course needs to take it over, make it their own, and run it well. A course should never be handed off without directions; this is the directions.

Hand an incoming instructor a rigorous, standards-aligned course and everything they need to own it, verify it, record it, and run it, so they start from a finished draft rather than a blank page, and so nothing about how to teach it is left to guesswork.

Read this first, meet with the designer, verify the content as the subject-matter expert, record your short videos, and set up your weekly interaction. Then you teach.

1. Read this first

This course was drafted with AI, and you are the expert who checks it. The first build was assembled by an AI panel acting as a subject-matter expert, an instructional designer, and a synthetic student. That means it is a strong, standards-aligned starting point, and it can be wrong. A synthetic subject-matter expert can state something plausibly and incorrectly. Before you teach any part of it, review it for accuracy, currency, and fit, as the real subject-matter expert. Flag anything that is off and it gets fixed. Nothing here is final until you have signed off on it.

2. You are not doing this alone

3. What is in the package

4. Recording your videos

The one rule: never post a video over 20 minutes.

You will lose your audience. It is good practice, and this course is built for it. Your videos here are short by design: a 2 to 4 minute module intro and a brief concept walkthrough per module. The time is already budgeted in the course, so you do not have to find room for it.

Your scripts are already written. Open any module deck and look at the speaker notes under each slide, that is your module intro and the bullet points to cover, in order. Present the deck, keep it under 20 minutes, done.

Your recording tool. You do not need PowerPoint or anything fancy. Pick one:

Caption every video (accessibility requirement). Loom, Panopto, and Zoom auto-caption; for OBS or QuickTime, upload the video unlisted to YouTube for auto-captions and download the .srt.

5. Your weekly rhythm, this is the RSI, and it is required

Regular and Substantive Interaction is a federal requirement for online courses, and it has to be instructor-initiated and human. The course has the plan built in; here is what you do, every week:

The full presence-and-communication plan is in the course under Instructor presence and communication.

6. What is safe to change, and what keeps it aligned

Make this yours. But a few things hold the course to standard, so talk to the learning designer before you touch them.

7. The AI course tutor (a public Gemini Notebook)

A course-grounded tutor is live for your students as a public Gemini Notebook: a chatbot loaded with this course’s own materials and its open resources, so it answers about this course with citations, not the open web. Gemini Notebook was chosen over a general chatbot because it grounds strictly in the sources you give it and reads the actual open resources rather than the open internet. It is 24/7 student support and a Universal Design for Learning win. It is not your RSI, that has to be you. To set it up:

Notebook name

Advanced Data Science, Course Tutor

Chat behavior (Gemini Notebook → Customize)

“You are a patient tutor for the graduate course Advanced Data Science. Answer only from the course materials provided in your knowledge (syllabus, schedule, readings list, rubrics, assignment briefs, and FAQ). Explain concepts, point students to the exact reading or interactive for a topic, and help them plan their week against the stated time budget. If a question is outside the course materials, say so and suggest they post it in the course Q&A for the instructor. Never complete a graded assignment, the private-test prediction, or the oral defense for a student, coach them toward doing it themselves and remind them to disclose any AI help per the course policy. If you are unsure, say so rather than guessing.”

Sources to add

Upload the course knowledge file (syllabus, schedule, readings and interactives list, rubrics, assignment briefs, and FAQ, harvested into one document), then add the text-based open resources as Website sources so the tutor can read them directly. Refresh the sources when you revise the course.

Share

Set the notebook to “Anyone with the link” and link it from the top of the course.

Discussion helper, optional. The course simulations already cast AI as the client, the reviewer, and the governance board. You can build a second notebook as a role-play partner so students can rehearse the executive briefing or the ethics review against a bot that pushes back. Keep the boundary: bots are for practice; every graded defense stays a live meeting with you.

8. Before day one, a checklist

This resource is an open educational resource by Michelle Blomberg, released under CC BY-NC-SA 4.0. Reuse, adapt, and share for noncommercial purposes with attribution, under the same license.