Related Experiment Video
Updated: Mar 27, 2026

08:35
Interactive and Visualized Online Experimentation System for Engineering Education and Research
Published on: November 24, 2021
3.1K
An experimental evaluation of an AI-powered interactive learning platform
Courtney Heldreth1, Diana Akrong2, Laura M Vardoulakis3
1Google Research, Seattle, WA, United States.
Frontiers in Artificial Intelligence
|March 26, 2026
Summary
Generative artificial intelligence (AI) tools can enhance student engagement and improve learning outcomes. An AI platform called Learn Your Way demonstrated better results than digital textbooks.
Area of Science:
- Educational Technology
- Artificial Intelligence in Education
- Learning Sciences
Background:
- Generative AI has the potential to transform static educational content into dynamic learning experiences.
- However, the effectiveness of these AI tools in facilitating student learning remains under investigation.
- Enhancing student engagement and learning outcomes are key goals in educational research.
Purpose of the Study:
- To test the effectiveness of an AI-powered platform, Learn Your Way, in enhancing student learning and engagement.
- To compare learning experiences and outcomes between students using the AI platform and those using a digital textbook.
- To investigate the impact of multiple, dynamic content representations on student learning.
Main Methods:
- A between-subjects, mixed methods experiment was conducted with 60 US-based students.
- The experimental platform, Learn Your Way, transformed textbook chapters into dynamic visual and audio representations.
- Student learning experiences and outcomes were compared between the AI platform group and a digital textbook control group.
Main Results:
- Students using Learn Your Way reported a more positive learning experience compared to the control group.
- Students who used the AI-powered platform demonstrated better learning outcomes.
- The AI platform provided choice among interactive representations of content, contributing to enhanced learning.
Conclusions:
- AI-driven tools, like Learn Your Way, are effective in enhancing student learning.
- The use of multiple, dynamic content representations significantly improves the learning experience.
- Generative AI presents a promising method for improving educational engagement and outcomes.
Related Concept Videos
Cognitive Learning
1.5K
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
1.5K
Purposive Learning
572
E. C. Tolman emphasized the purposiveness of behavior — the idea that much of our behavior is goal-directed. For instance, employees who aim for a promotion work diligently to meet their targets. Tolman argued that when classical conditioning and operant conditioning occur, the organism acquires certain expectations. In classical conditioning, a child might fear a dog because they expect it to bite. In operant conditioning, a person might consistently work overtime because they expect a...
572
Observational Learning
1.2K
Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
1.2K
Introduction to Learning
1.6K
Learning is the process of acquiring knowledge or skills through practice or experience, leading to long-lasting behavioral changes. This acquisition occurs through interaction with the environment and requires practice or experience. For instance, mastering a skill such as surfing requires considerable practice and experience, highlighting the essential role of repeated interactions with the environment in learning.
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
1.6K
Associative Learning
1.9K
Associative learning is a fundamental concept in behavioral psychology, wherein a connection is established between two stimuli or events, leading to a learned response. This process is critical in understanding how behaviors are acquired and modified. Conditioning, the mechanism through which associations are formed, can be divided into two main types: classical conditioning and operant conditioning, each elucidating different aspects of associative learning.
Classical conditioning, also known...
Classical conditioning, also known...
1.9K
