Personalised Adaptive Task Selection in Air Traffic Control 1 Running head: PERSONALISED ADAPTIVE TASK SELECTION IN AIR TRAFFIC CONTROL

The differential effects of four task selection methods on training efficiency and transfer in a computer-based training for Air Traffic Control were investigated. Two personalised conditions were compared with two corresponding yoked control conditions. The hypothesis that personalised adaptive task selection leads to more efficient training than non-adaptive task selection was partially confirmed. However, the hypothesis that adaptive task selection based on personalised efficiency leads to more efficient training than adaptive task selection based on personalised preference was not supported. The results are discussed and suggestions are given for future research.

[1]  F. Paas,et al.  Cognitive Load Theory and Instructional Design: Recent Developments , 2003 .

[2]  Michael D. Williams,et al.  A Comprehensive Review of Learner-Control: The Role of Learner Characteristics. , 1993 .

[3]  Nancy Higginbotham-Wheat,et al.  Interactivity: What Is It and What Can It Do for Computer-Based Instruction? , 1991 .

[4]  Jeroen J. G. van Merriënboer,et al.  The Transfer Paradox: Effects of Contextual Interference on Retention and Transfer Performance of a Complex Cognitive Skill , 1997 .

[5]  Fred Paas,et al.  Exploring Multidimensional Approaches to the Efficiency of Instructional Conditions , 2004 .

[6]  S. Kozlowski,et al.  Adaptive Guidance: Enhancing Self-Regulation, Knowledge, and Performance in Technology-Based Training , 2002 .

[7]  Hermann Rathje,et al.  Guidelines for Selection Procedures and Tests for Ab Initio Trainee Controllers (Revised) , 2001 .

[8]  Paul Chandler,et al.  Levels of Expertise and Instructional Design , 1998, Hum. Factors.

[9]  Thomas C. Reeves,et al.  Pseudoscience in Computer-Based Instruction: The Case of Learner Control Research. , 1993 .

[10]  F. Paas,et al.  Cognitive Load Measurement as a Means to Advance Cognitive Load Theory , 2003 .

[11]  Scott M. Galster,et al.  Air Traffic Controller Performance and Workload Under Mature Free Flight: Conflict Detection and Resolution of Aircraft Self-Separation , 2001 .

[12]  Esther R. Steinberg,et al.  Review of Student Control in Computer-Assisted Instruction , 1977 .

[13]  J. Beatty,et al.  Pupillary responses during information processing vary with Scholastic Aptitude Test scores. , 1979, Science.

[14]  Tsukasa Hirashima,et al.  A cognitive load application in tutoring , 2005, User Modeling and User-Adapted Interaction.

[15]  Fred Paas,et al.  Mental Effort and Performance as Determinants for the Dynamic Selection of Learning Tasks in Air Traffic Control Training , 2004 .

[16]  J. G. Schuurman,et al.  Redirecting learners' attention during training: Effects on cognitive load, transfer test performance and training efficiency. , 2002 .

[17]  E. R. Steinberg Cognition and learner control: a literature review, 1977–1988 , 1989 .

[18]  Fred G. W. C. Paas,et al.  The Efficiency of Instructional Conditions: An Approach to Combine Mental Effort and Performance Measures , 1992 .

[19]  Steven M. Crooks,et al.  Effects of Cooperative Learning and Learner-Control Modes in Computer-Based Instruction. , 1996 .

[20]  Slava Kalyuga,et al.  The Expertise Reversal Effect , 2003 .

[21]  Slava Kalyuga,et al.  Rapid dynamic assessment of expertise to improve the efficiency of adaptive e-learning , 2005 .

[22]  Fred Paas,et al.  Dynamic problem selection in air traffic control training: a comparison between performance, mental effort and mental efficiency , 2001, Comput. Hum. Behav..

[23]  Slava Kalyuga,et al.  Learner Experience and Efficiency of Instructional Guidance , 2001 .

[24]  Herbert J. Walberg,et al.  Learner-Control Effects: A Review of Reviews and a Meta-Analysis , 1996 .