This commentary discusses how research approaches from Cognitive Network Science can be of relevance to research in the field of Learning Analytics, with a focus on modelling the knowledge representations of learners and students as a network of interrelated concepts. After providing a brief overview of research in Cognitive Network Science, I…

A learning design describes a sequence of learning activities that learners undertake in order to help them achieve particular learning objectives, including the resources and services needed to complete the activities. Unfortunately, there is no learning design language which can be used by teachers to describe pedagogical strategies explicitly…

This paper describes the characteristics of graphic techniques, such as networks, pattern notes, semantic maps, and graphic organizers, that can be used to acquire knowledge of relationships between concepts in a content area. The implications for research and instructional design are considered, and nine types of these techniques are described…

Instructional design has numerous approaches and theories available for use by designers and instructors. One model was particularly effective in providing developers with a generic, systematic framework that was easy to use and applicable to a variety of settings. The ADDIE model was utilized in two ways in a Master's level instructional design…

This paper is intended to provide the instructional technologist already possessing some understanding of expert systems with some insight into two of the many steps involved in the design and production of such systems: knowledge acquisition and knowledge structuring or representation. It is also intended to help technologists to see how they…

This paper examines research on the education of women and girls from the perspectives of sex differences, gender differences, and feminist studies, with particular reference to the implications of the findings for the design of computer-assisted instruction systems. The four modules of the Ingelligent Computer-Assisted Instruction (ICAI)…

This paper provides practical advice for making online discussions educationally durable. This advice focuses on all stages of online discussions from designing the assignment guidelines through summative evaluation. While this practical advice is grounded in the author's experience, it is more substantively grounded in a framework defining…

Considers the relevance of cognitive learning theory to instructional design for effective learning. Highlights include the organization of knowledge; systems approach; cognitive process learning; schema theory; and components of a model for instructional design, including pretesting, motivational considerations, media selection, and validation.…

Outlines a path analytic interpretation of data collected in light of the theoretical formulation of a dynamic model of memory. An investigation of industrial trainees' capacity to differentiate various ferrous and nonferrous metals is described which emphasizes the role of relational, strategic, and empirical knowledge in cognitive skill…

In this report, the authors aim to review and advance knowledge of systematic ways of classifying thinking skills. They concentrate on taxonomies and theory-based frameworks, in the belief that studying and using them will promote better understanding of how people think and learn at the age of 16 or above. Their overarching interest is in how…

This study applied previously identified cognitive theory and research to the development of an instructional design model for teaching mental aspects underlying work and family activities in a context of rapid change and high technology. The model was tested by developing a prototype, materials required by the prototype were developed, and the…

Describes the Novice-Expert (Novex) Analysis, a nine-step approach to instructional design aimed at effecting the shift from novice to expert by creating a series of learning activities to enable novices to construct an expert knowledge base. The "Dimensions of Processing Model" diagram illustrates how learning processes influence…

The concept of a qualitative model is used as the focus of this review of qualitative student models in order to compare alternative computational models and to contrast domain requirements. The report is divided into eight sections: (1) Origins and Goals (adaptive instruction, qualitative models of processes, components of an artificial…

Presents a knowledge representation model that was designed for instructional decision making. Topics discussed include classification models for instructional design; artificial intelligence; semantic networks; natural language; and data models, including network and hierarchical models. An example is given of knowledge analysis for a secondary…

Presents a detailed description of an instructional design model called ADAPT (Apply Delayed Automatization for Positive Transfer), which offers guidelines for the development of instructional systems that offer transfer of learned skills. The cognitive architecture is described, the process of skill acquisition is discussed, and two illustrative…