Flipped classrooms with AI tutoring: a lesson plan

What changes when you flip a lesson?

The main change is how you use shared teaching time. If students encounter a basic explanation beforehand, class can focus on interpreting cases, comparing methods and resolving difficulties. If class simply repeats the preparation, students have little reason to invest in it next time.

Van Alten and colleagues’ 2019 meta-analysis examined 114 studies comparing flipped and non-flipped classrooms in secondary and postsecondary education. It found a small positive effect on learning outcomes, with substantial variation, and no overall effect on satisfaction. Designs retaining face-to-face time and including quizzes showed stronger learning outcomes. These findings are not a direct evaluation of AI tutoring.

A useful first experiment is one topic taught by a teacher who can review the preparation results. Keep the learning objective and assessment clear. Do not redesign a whole semester before seeing how students manage the new routine.

Before class: give preparation a concrete purpose

Suppose the class will interpret a straight-line relationship using a fixed charge plus a variable charge. Before class, provide one worked example: a bike hire service charges $5 plus $2 per hour, represented by C = 5 + 2h. Explain the symbols and ask the student to calculate the cost for three hours: $11.

Then ask two questions: “What does the 5 represent?” and “How much does the cost change for one additional hour?” These responses provide more useful preparation evidence than whether the lesson was opened. Add a prompt asking what remains unclear.

• State what students should be able to do at the next class.
• Give an approximate time budget and a clear stopping point.
• Provide a readable version of the key explanation alongside any audio or video.
• Explain how to seek help and how the responses will be used.
• Review the answers early enough to adjust the classroom activity.

An AI tutor can ask the checks within a prepared lesson and respond to a mistaken interpretation. Keep the scope limited to the concept needed in class. A long detour into every related topic can leave students tired before the collaborative work begins.

A sample 50-minute classroom plan

This timetable is an example to adapt to your class. The central activity compares two hire plans: Plan A costs $5 plus $2 per hour, while Plan B costs $1 plus $3 per hour. They cost the same at four hours, when each costs $13.

Have pairs justify their recommendations for two hours and six hours. Plan B is cheaper for two hours ($7 versus $9), while Plan A is cheaper for six ($17 versus $19). This makes the interpretation matter, rather than treating the intersection as an isolated calculation.

After class: assign the next useful task

Use the independent work to select follow-up. A student who can calculate costs but cannot explain the fixed charge needs a different activity from one who understands the model but makes arithmetic errors. A student who can do both can compare a new situation with a different crossover point.

Keep the follow-up brief and state its purpose. Add a later question on the same idea to the next lesson. Our spaced revision plan shows how to revisit material without assigning the entire lesson again.

Evaluate the first flipped unit

Collect three kinds of information: whether students could access and complete preparation, whether they learned the target concept independently, and whether the routine was manageable for staff. Record time spent preparing materials and reviewing responses. More interaction is useful only if it supports the learning objective.

Compare fresh assessment tasks with earlier work of similar difficulty, while acknowledging differences in students and teaching time. Ask learners which preparation prompts helped them enter the classroom activity. Revise one part of the sequence before extending the model to another unit.