Generative AI for learning: Investigating the potential of synthetic learning videos

04/07/2023
by   Daniel Leiker, et al.
0

Recent advances in generative artificial intelligence (AI) have captured worldwide attention. Tools such as Dalle-2 and ChatGPT suggest that tasks previously thought to be beyond the capabilities of AI may now augment the productivity of creative media in various new ways, including through the generation of synthetic video. This research paper explores the utility of using AI-generated synthetic video to create viable educational content for online educational settings. To date, there is limited research investigating the real-world educational value of AI-generated synthetic media. To address this gap, we examined the impact of using AI-generated synthetic video in an online learning platform on both learners content acquisition and learning experience. We took a mixed-method approach, randomly assigning adult learners (n=83) into one of two micro-learning conditions, collecting pre- and post-learning assessments, and surveying participants on their learning experience. The control condition included a traditionally produced instructor video, while the experimental condition included a synthetic video with a realistic AI-generated character. The results show that learners in both conditions demonstrated significant improvement from pre- to post-learning (p<.001), with no significant differences in gains between the two conditions (p=.80). In addition, no differences were observed in how learners perceived the traditional and synthetic videos. These findings suggest that AI-generated synthetic learning videos have the potential to be a viable substitute for videos produced via traditional methods in online educational settings, making high quality educational content more accessible across the globe.

READ FULL TEXT

page 4

page 7

research
08/21/2023

Elucidating STEM Concepts through Generative AI: A Multi-modal Exploration of Analogical Reasoning

This study explores the integration of generative artificial intelligenc...
research
01/10/2023

AI based approach to Trailer Generation for Online Educational Courses

In this paper, we propose an AI based approach to Trailer Generation in ...
research
07/04/2023

Transcribing Educational Videos Using Whisper: A preliminary study on using AI for transcribing educational videos

Videos are increasingly being used for e-learning, and transcripts are v...
research
02/14/2023

Learning gain differences between ChatGPT and human tutor generated algebra hints

Large Language Models (LLMs), such as ChatGPT, are quickly advancing AI ...
research
12/22/2021

Hybrid Human-AI Curriculum Development for Personalised Informal Learning Environments

Informal learning procedures have been changing extremely fast over the ...
research
03/03/2022

A New Era: Intelligent Tutoring Systems Will Transform Online Learning for Millions

Despite artificial intelligence (AI) having transformed major aspects of...
research
05/21/2020

A Recommender System For Open Educational Videos Based On Skill Requirements

In this paper, we suggest a novel method to help learners find relevant ...

Please sign up or login with your details

Forgot password? Click here to reset