International Journal of Man-Machine Studies
Amplifying community content creation with mixed initiative information extraction
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
e-Learning and the Science of Instruction: Proven Guidelines for Consumers and Designers of Multimedia Learning
Query-feature graphs: bridging user vocabulary and system functionality
Proceedings of the 24th annual ACM symposium on User interface software and technology
Proceedings of the ninth annual international conference on International computing education research
Toolscape: enhancing the learning experience of how-to videos
CHI '13 Extended Abstracts on Human Factors in Computing Systems
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Subgoal labeling [1] is a technique known to support learning new knowledge by clustering a group of steps into a higher-level conceptual unit. It has been shown to improve learning by helping learners to form the right mental model. While many learners view video tutorials nowadays, subgoal labels are often not available unless manually provided at production time. This work addresses the challenge of collecting and presenting subgoal labels to a large number of video tutorials. We introduce a mixed-initiative approach to collect subgoal labels in a scalable and efficient manner. The key component of this method is learnersourcing, which channels learners' activities using the video interface into useful input to the system. The presented method will contribute to the broader availability of subgoal labels in how-to videos.