Mind Wandering and Learning Project
Joined 2022
Partners
University of Minnesota
University of Pennsylvania
What are we building?
To foster a more equitable and scientifically rigorous understanding of mind wandering during learning, this project is constructing a comprehensive, publicly available dataset. Recognizing that current research is often limited by small, demographically narrow datasets and costly detection equipment, this project is developing innovative tools and methods to capture and analyze attentional lapses during instructional moments in a scalable manner. This project will pave the way for more inclusive research into how mind wandering impacts diverse learners and how interventions can be effectively designed for real-world educational settings.
What are we learning?
How to create and provide a functional and available dataset on mind wandering
How to collect data with a diverse population and low-cost technologies
Expanded upon key theories about mind wandering by studying diverse samples and novel measures of various thought dimensions
Products
A large, publicly available dataset on mind wandering, focused on improving representation in the data and scalable options for detection.
AIMS Collaboratory | Inventory of Public Goods
Public goods shared by the Mind Wandering and Learning Project team:
For: Researchers, Developers
Webcam-based Eye Tracking to Detect Mind Wandering and Comprehension Errors
Academic Article
For: Researchers, Developers
Using a Webcam-Based Eye-Tracker to Understand Students’ Thought Patterns and Reading Behaviors in Neurodivergent Classrooms
Academic Article
For: Researchers, Developers
One Size Does Not Fit All: Considerations When Using Webcam-Based Eye Tracking to Models of Neurodivergent Learners’ Attention and Comprehension
Academic Article
For: Researchers, Developers
How Does the Use of a Least-Steps Strategy Affect Gaze, Problem-Solving, and Mind-Wandering Behavior?
Whitepaper/Report
For: Researchers, Developers
How Does the Presenter Type (Human vs. AI) During Adaptive Segments Affect Math Performance, Engagement, and Gaze Behavior?
Whitepaper/Report
For: Researchers, Developers
How Does the Presence of Seductive Details Affect Mind Wandering and Gaze Behavior?
Whitepaper/Report
For: Researchers, Developers
How Does the Presenter Type (Human vs. Two AI Instructors) During Adaptive Segments Affect Math Performance, Engagement, and Gaze Behavior?
Whitepaper/Report
For: Researchers, Developers
How Does the Presenter Type (Human vs. Tutorbot) During Adaptive Segments Affect Math Performance, Engagement, and Gaze Behavior?
Whitepaper/Report
For: Researchers, Developers
Does Showing a Video Ahead of a Math Lesson Refuting the Idea That They Are Not a “Math Person” Improve Motivation?
Whitepaper/Report
For: Researchers, Developers
How Does the Presenter Type (Human vs. Four GenAI Instructors) During Adaptive Segments Affect Math Performance, Engagement, and Gaze Behavior?
Whitepaper/Report
For: Researchers, Developers
Do Participants Exhibit Higher Engagement Levels When Watching Instructional Math Videos Featuring a Female-Presenting Animated Instructor of the Same Race as the Participant?
Whitepaper/Report
For: Researchers, Developers
How Does Operator Position and Superfluous Brackets Affect Performance and Mind Wandering in Simple Arithmetic?
Whitepaper/Report
For: Researchers, Developers
How Does the Framing of Text and Its Saliency Affect Task-Unrelated Thought?
Whitepaper/Report