<p><span>This monograph focuses on the design of personalized and adaptive online interactive learning environment (OILE) to enhance students’ learning in and about complex dynamic systems (CDS). Numerous studies show that students experience difficulties when learning in and about CDS. The difficul
Experimental Studies in Learning Technology and Child–Computer Interaction (SpringerBriefs in Educational Communications and Technology)
✍ Scribed by Michail Giannakos
- Publisher
- Springer
- Year
- 2022
- Tongue
- English
- Leaves
- 120
- Category
- Library
No coin nor oath required. For personal study only.
✦ Synopsis
This book is about the ways in which experiments can be employed in the context of research on learning technologies and child–computer interaction (CCI). It is directed at researchers, supporting them to employ experimental studies while increasing their quality and rigor. The book provides a complete and comprehensive description on how to design, implement, and report experiments, with a focus on and examples from CCI and learning technology research. The topics covered include an introduction to CCI and learning technologies as interdisciplinary fields of research, how to design educational interfaces and visualizations that support experimental studies, the advantages and disadvantages of a variety of experiments, methodological decisions in designing and conducting experiments (e.g. devising hypotheses and selecting measures), and the reporting of results. As well, a brief introduction on how contemporary advances in data science, artificial intelligence, and sensor data have impacted learning technology and CCI research is presented. The book details three important issues that a learning technology and CCI researcher needs to be aware of: the importance of the context, ethical considerations, and working with children. The motivation behind and emphasis of this book is helping prospective CCI and learning technology researchers (a) to evaluate the circumstances that favor (or do not favor) the use of experiments, (b) to make the necessary methodological decisions about the type and features of the experiment, (c) to design the necessary “artifacts” (e.g., prototype systems, interfaces, materials, and procedures), (d) to operationalize and conduct experimental procedures to minimize potential bias, and (e) to report the results of their studies for successful dissemination in top-tier venues (such as journals and conferences).
This book is an open access publication.
✦ Table of Contents
Prologue
Preface
Acknowledgments
Abstract
Contents
About the Author
Chapter 1: Introduction
References
Chapter 2: Learning Technology and Child–Computer Interaction
2.1 Definitions and Commonalities
2.2 Synergies and Complementarities
References
Chapter 3: Educational Interface Design and the Role of Artifacts
3.1 Design of Educational Interfaces
3.2 Artifacts and Treatment Design
References
Chapter 4: Educational Data, Learning Analytics and Dashboards
4.1 Educational Data and Learning Analytics
4.2 Learner Modeling
4.3 Educational Dashboards and Visualization
References
Chapter 5: Common Types of Experimental Designs in CCI and Learning Technology Research
5.1 Randomized (True) Experiments
5.2 Quasi-Experiments
5.3 Repeated Measures Experiments
5.4 Time Series Experiments
References
Chapter 6: Data Collection and Analysis in Learning Technology and CCI Research
6.1 Data Collection
6.2 Data Analysis
References
Chapter 7: Reporting CCI and Learning Technology Research
7.1 Introduction (and Motivation)
7.2 Background and Related Work
7.3 Methods
7.3.1 Participants
7.3.2 Setting/Procedure
7.3.3 Data Collection
7.3.4 Research Design
7.3.5 Data Analysis
7.4 Findings (or Results)
7.5 Discussion
7.6 Conclusions and Further Research
References
Chapter 8: Common Criteria, Pitfalls, and Practices in CCI and Learning Technology Research
8.1 Common Criteria
8.2 Potential Pitfalls
8.3 Useful Practices
References
Chapter 9: Developments in Data Science and Artificial Intelligence in Learning Technology and CCI Research
9.1 Data Science
9.2 Artificial Intelligence
9.3 Sensor Data and Multimodal Learning Analytics
References
Chapter 10: Issues to Consider as a CCI and Learning Technology Researcher
10.1 Context in Experimental Studies
10.2 Ethical Considerations
10.3 Working with Children
References
Chapter 11: Summary and Reflections for Learning Technology and CCI Research
References
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