Turning Students into Scholars
A New Pedagogical Approach with AI
ETS AI Symposium | University of San Francisco
Mana Azarm, Nicolas Barsi-Rhyne, Andrew Hoang, and Johnathan Cromwell
April 6, 2026
2
Metacognition
Awareness or analysis of one’s own learning or thinking processes
2
Constructing Problems
Generating Ideas (15+ techniques)
Prototyping Ideas
Pitching
Ideas
Simplified Creative Process
2
Generating Ideas (15+ techniques)
10. Reversing
11. Subtraction
12. Multiplication
13. Division
14. Trait Dependency
15. Task Unification
16. Exploiting value
17. Expanding value
18. Exploring value
3
OLD: Problem-Solving Exam
3 Major Sections
(Following Bloom’s taxonomy)
1 Major Goal
(Facilitating Bloom’s taxonomy)
NEW: Theory Competition
8
Our New Tool: PsycSim
www.psycsim.com
Simulation
Interactive whiteboard to design study procedures step-by-step. Control temperature, models, and measures per step.
Measures
Create custom scales with named anchor points. Reusable across simulations for consistency.
Samples
Build AI participant pools from 250+ characteristics: demographics, health, beliefs, and more.
Dashboard
Monitor and manage simulations. Download full datasets as Excel spreadsheets.
9
Example: Creative Process Simulation
Rapid Experiment
10
Example: Designing Measures
Independent Variables
Dependent Variables
11
Example: Designing Samples
12
Example: Designing Samples
13
Example: Data - Personas
14
Example: Data - Problem Formulation
15
Example: Data – Generate Ideas
16
Example: Data – Evaluate Ideas
17
Example: Data – Choose Solution
9d
Example: Results – Step 2 Generating Ideas
Idea Breadth & Depth by Condition
(Step 2: Generate Ideas)
9d
Example: Results – Step 2 Generating Ideas
Idea Novelty & Usefulness by Condition
(Step 2: Generate Ideas)
Idea Novelty
Idea Usefulness
9d
Student Submissions
9d
Student Feedback (Anonymous)
Average: 6.14 / 10
(7.00 / 10)
9d
Student Feedback (Anonymous)
Average: 6.85 / 10
(7.83 / 10)
9d
Student Feedback (Anonymous)
Average: 6.85 / 10
(7.83 / 10)
Average: 7.14 / 10
(8.17 / 10)
10
Key Questions & Feedback
1
How could this tool be useful in your teaching?
2
What features would you like to see to be more useful?
3
Anyone interested in using as a trial next semester?
www.psycsim.com