Abstract:
Gamification approaches to learning use game-inspired design elements to improve learning. Given manifold design options to implement gamification in virtual environments...Show MoreMetadata
Abstract:
Gamification approaches to learning use game-inspired design elements to improve learning. Given manifold design options to implement gamification in virtual environments, an important but underexplored research area is how the composition of gamification elements affects learning. To advance research in this area, we systematically identified key design elements that have shown promise in leading to positive learning results. We then conducted an experiment in which we varied gamification intensity in web-based virtual training environments for a procedural industrial task. In total, 355 participants were divided into a baseline group without gamification, a basic, and an advanced gamification group. Analysis of participants’ learning included learning outcomes (time-to-completion and number of mistakes), affective learning factors (motivation, self-efficacy, and satisfaction), learning system usability, and perceived cognitive load throughout the learning process. The results did not show any statistically significant differences between the lower and higher levels of gamification intensity. Conversely, we found that participants’ computer gaming habits and technical equipment (display size and computer pointing device) significantly influenced learning.
Published in: IEEE Transactions on Learning Technologies ( Volume: 16, Issue: 5, October 2023)

Department of Engineering, University of Cambridge, Cambridge, U.K.
Thomas Bohné received the Ph.D. degree in engineering from the University of Cambridge, Cambridge, U.K., in 2010.
He is the founder of the Cyber–Human Lab at the University of Cambridge, where he has been the Head since 2019. The lab focuses on how digital technologies can augment or amplify human abilities. By using primarily an experimental approach, his research aims to understand and optimize the performance of hybrid ...Show More
Thomas Bohné received the Ph.D. degree in engineering from the University of Cambridge, Cambridge, U.K., in 2010.
He is the founder of the Cyber–Human Lab at the University of Cambridge, where he has been the Head since 2019. The lab focuses on how digital technologies can augment or amplify human abilities. By using primarily an experimental approach, his research aims to understand and optimize the performance of hybrid ...View more

Laboratory for Machine Tools and Production Engineering, RWTH Aachen University, Aachen, Germany
Ina Heine received the Ph.D. degree in psychology from RWTH Aachen University, Aachen, Germany, in 2016.
Since 2017, she has been the Head of the research area organizational development at the Laboratory for Machine Tools and Production Engineering (WZL) at RWTH Aachen University. Her team focuses on the sociotechnical design of human–machine systems with the aim of optimizing overall system performance. His current relat...Show More
Ina Heine received the Ph.D. degree in psychology from RWTH Aachen University, Aachen, Germany, in 2016.
Since 2017, she has been the Head of the research area organizational development at the Laboratory for Machine Tools and Production Engineering (WZL) at RWTH Aachen University. Her team focuses on the sociotechnical design of human–machine systems with the aim of optimizing overall system performance. His current relat...View more

Department of Engineering, Collège des Ingénieurs, Paris, France
Felix Mueller received the M.Sc. degree in production engineering from RWTH Aachen University, Aachen, Germany, in 2021, and the M.Sc. degree in management science and engineering from Tsinghua University, Beijing, China, in 2021. He is currently working toward the part-time Master of Business Administration degree from Collège des Ingénieurs, Paris, France.
From 2020 to 2021, he was a visiting graduate student with the In...Show More
Felix Mueller received the M.Sc. degree in production engineering from RWTH Aachen University, Aachen, Germany, in 2021, and the M.Sc. degree in management science and engineering from Tsinghua University, Beijing, China, in 2021. He is currently working toward the part-time Master of Business Administration degree from Collège des Ingénieurs, Paris, France.
From 2020 to 2021, he was a visiting graduate student with the In...View more

Department of Engineering, University of Cambridge, Cambridge, U.K.
Paul-David Joshua Zuercher received the Bachelor of Science degree in computer science from the Technical University of Darmstadt, Darmstadt, Germany, in 2021.
He is currently the Technical Lead of the virtual learning environment optimization research project at the University of Cambridge's Cyber–Human Lab, Cambridge, U.K. His research focuses on the optimization of virtual training to improve human performance in the in...Show More
Paul-David Joshua Zuercher received the Bachelor of Science degree in computer science from the Technical University of Darmstadt, Darmstadt, Germany, in 2021.
He is currently the Technical Lead of the virtual learning environment optimization research project at the University of Cambridge's Cyber–Human Lab, Cambridge, U.K. His research focuses on the optimization of virtual training to improve human performance in the in...View more

Department of Business, Technical University of Munich, Munchen, Germany
Vera Maria Eger received the M.Sc. degree in business, organizational, and social psychology from the Ludwig-Maximilians-Universität (LMU) München, Munich, Germany, in 2021.
From 2020 to 2021, she was a visiting graduate student with the Institute of Manufacturing, University of Cambridge, Cambridge, U.K. She is currently an Innovation Consultant and Business Creator at the UnternehmerTUM, München, Germany. Her research in...Show More
Vera Maria Eger received the M.Sc. degree in business, organizational, and social psychology from the Ludwig-Maximilians-Universität (LMU) München, Munich, Germany, in 2021.
From 2020 to 2021, she was a visiting graduate student with the Institute of Manufacturing, University of Cambridge, Cambridge, U.K. She is currently an Innovation Consultant and Business Creator at the UnternehmerTUM, München, Germany. Her research in...View more

Department of Engineering, University of Cambridge, Cambridge, U.K.
Thomas Bohné received the Ph.D. degree in engineering from the University of Cambridge, Cambridge, U.K., in 2010.
He is the founder of the Cyber–Human Lab at the University of Cambridge, where he has been the Head since 2019. The lab focuses on how digital technologies can augment or amplify human abilities. By using primarily an experimental approach, his research aims to understand and optimize the performance of hybrid human–technology systems in industrial contexts. In the last 18 months, the lab's team has worked with more than 100 organizations and run experiments with more than 1500 participants.
Dr. Bohné was the recipient of the Institute for Manufacturing's research excellence Award 2019 and the Best Paper Award of the 2020 IEEE International Conference on Human–Machine Systems (with Elisa Roth, Mirco Moencks, and Luisa Pumplun). He was nominated for the Best Paper Award at the 2020 IEEE International Conference on Industrial Engineering and Engineering Management (with Mirco Moencks and Elisa Roth).
Thomas Bohné received the Ph.D. degree in engineering from the University of Cambridge, Cambridge, U.K., in 2010.
He is the founder of the Cyber–Human Lab at the University of Cambridge, where he has been the Head since 2019. The lab focuses on how digital technologies can augment or amplify human abilities. By using primarily an experimental approach, his research aims to understand and optimize the performance of hybrid human–technology systems in industrial contexts. In the last 18 months, the lab's team has worked with more than 100 organizations and run experiments with more than 1500 participants.
Dr. Bohné was the recipient of the Institute for Manufacturing's research excellence Award 2019 and the Best Paper Award of the 2020 IEEE International Conference on Human–Machine Systems (with Elisa Roth, Mirco Moencks, and Luisa Pumplun). He was nominated for the Best Paper Award at the 2020 IEEE International Conference on Industrial Engineering and Engineering Management (with Mirco Moencks and Elisa Roth).View more

Laboratory for Machine Tools and Production Engineering, RWTH Aachen University, Aachen, Germany
Ina Heine received the Ph.D. degree in psychology from RWTH Aachen University, Aachen, Germany, in 2016.
Since 2017, she has been the Head of the research area organizational development at the Laboratory for Machine Tools and Production Engineering (WZL) at RWTH Aachen University. Her team focuses on the sociotechnical design of human–machine systems with the aim of optimizing overall system performance. His current related third-party funded projects include the development of intelligent support systems for shop floor and service employees (e.g., AuQuA—“Augmented Intelligence-based Quality Assurance of Assembly Tasks in Global Value Networks” and AIXPERIMENTATIONlab—“Augmented Intelligence for supporting employee decision-making”).
Ina Heine received the Ph.D. degree in psychology from RWTH Aachen University, Aachen, Germany, in 2016.
Since 2017, she has been the Head of the research area organizational development at the Laboratory for Machine Tools and Production Engineering (WZL) at RWTH Aachen University. Her team focuses on the sociotechnical design of human–machine systems with the aim of optimizing overall system performance. His current related third-party funded projects include the development of intelligent support systems for shop floor and service employees (e.g., AuQuA—“Augmented Intelligence-based Quality Assurance of Assembly Tasks in Global Value Networks” and AIXPERIMENTATIONlab—“Augmented Intelligence for supporting employee decision-making”).View more

Department of Engineering, Collège des Ingénieurs, Paris, France
Felix Mueller received the M.Sc. degree in production engineering from RWTH Aachen University, Aachen, Germany, in 2021, and the M.Sc. degree in management science and engineering from Tsinghua University, Beijing, China, in 2021. He is currently working toward the part-time Master of Business Administration degree from Collège des Ingénieurs, Paris, France.
From 2020 to 2021, he was a visiting graduate student with the Institute for Manufacturing, University of Cambridge, Cambridge, U.K. He is currently an External Consultant at Infineon Technologies, Regensburg, Germany. His research interests include human–computer interaction, mixed reality, and industrial training.
Felix Mueller received the M.Sc. degree in production engineering from RWTH Aachen University, Aachen, Germany, in 2021, and the M.Sc. degree in management science and engineering from Tsinghua University, Beijing, China, in 2021. He is currently working toward the part-time Master of Business Administration degree from Collège des Ingénieurs, Paris, France.
From 2020 to 2021, he was a visiting graduate student with the Institute for Manufacturing, University of Cambridge, Cambridge, U.K. He is currently an External Consultant at Infineon Technologies, Regensburg, Germany. His research interests include human–computer interaction, mixed reality, and industrial training.View more

Department of Engineering, University of Cambridge, Cambridge, U.K.
Paul-David Joshua Zuercher received the Bachelor of Science degree in computer science from the Technical University of Darmstadt, Darmstadt, Germany, in 2021.
He is currently the Technical Lead of the virtual learning environment optimization research project at the University of Cambridge's Cyber–Human Lab, Cambridge, U.K. His research focuses on the optimization of virtual training to improve human performance in the industry.
Paul-David Joshua Zuercher received the Bachelor of Science degree in computer science from the Technical University of Darmstadt, Darmstadt, Germany, in 2021.
He is currently the Technical Lead of the virtual learning environment optimization research project at the University of Cambridge's Cyber–Human Lab, Cambridge, U.K. His research focuses on the optimization of virtual training to improve human performance in the industry.View more

Department of Business, Technical University of Munich, Munchen, Germany
Vera Maria Eger received the M.Sc. degree in business, organizational, and social psychology from the Ludwig-Maximilians-Universität (LMU) München, Munich, Germany, in 2021.
From 2020 to 2021, she was a visiting graduate student with the Institute of Manufacturing, University of Cambridge, Cambridge, U.K. She is currently an Innovation Consultant and Business Creator at the UnternehmerTUM, München, Germany. Her research interests include sociotechnical design systems, digital anxiety, and human–computer interaction.
Vera Maria Eger received the M.Sc. degree in business, organizational, and social psychology from the Ludwig-Maximilians-Universität (LMU) München, Munich, Germany, in 2021.
From 2020 to 2021, she was a visiting graduate student with the Institute of Manufacturing, University of Cambridge, Cambridge, U.K. She is currently an Innovation Consultant and Business Creator at the UnternehmerTUM, München, Germany. Her research interests include sociotechnical design systems, digital anxiety, and human–computer interaction.View more