Monitoring students' academic progress is vital for ensuring timely completion of their studies and supporting at-risk students. Educational Data Mining (EDM) utilizes machine learning and feature selection to gain insights into student performance. However, many feature selection algorithms lack performance forecasting systems, limiting their…

Technology-enhanced learning supported by virtual learning environments (VLEs) facilitates tutors and students. VLE platforms contain a wealth of information that can be used to mine insight regarding students' learning behaviour and relationships between behaviour and academic performance, as well as to model data-driven decision-making. This…

The interactive learning is a continuous process, which is full of a large number of learning interaction activities. The data generated between learners and learning interaction activities can reflect the online learning behaviors. Through the correlation analysis among learning interaction activities, this paper discusses the potential…

With the onset of online education via technology-enhanced learning platforms, large amount of educational data is being generated in the form of logs, clickstreams, performance, etc. These Virtual Learning Environments provide an opportunity to the researchers for the application of educational data mining and learning analytics, for mining the…

The increasing use of the Learning Management Systems (LMSs) is making available an ever-growing, volume of data from interactions between teachers and students. This study aimed to develop a model capable of predicting students' academic performance based on indicators of their self-regulated behavior in LMSs. To accomplish this goal, the authors…

This study explored relationships between writing sample features and LMS usage patterns for 366 college students who enrolled in Theology courses, junior-level courses cross-listed with theology courses, or Senior Perspective Program courses in the fall semester of 2012. These hybrid courses were managed inside the Canvas(TM) learning management…

Examines the linkage between technological forecasting and corporate planning and offers nine tentative findings to help managers make decisions in practical situations. (Author)

Describes observations on how companies handle decision-making under conditions of uncertainty, based on a study of the influence of computer methods on planning and decision-making in 32 companies. (Author/JG)

This manual describes and illustrates ED QUEST (Quick Environmental Scanning Technique), an educational planning model designed to identify emerging issues and events which portend threats and opportunities to colleges and universities, to analyze the probable impact of these variables on the organization, and to facilitate the development of…

Long-range planning techniques used by U.S. business corporations and the potential adaptation of these processes by public colleges and universities are examined. The state-of-the-art is developed by reviewing corporate strategic planning methods from the 1950s through the 1970s. Strategic planning, as defined by Drucker, is a continuous process…

The increasing complexity of management and planning within institutions of higher education has fostered the development of more sophisticated theories of management in higher education. Such complexity has also encouraged the development of a number of academic planning tools and models to aid administrators in management through access to data…

En-route Criterion Levels (ECLs) are defined as decision rules for predicting pupil readiness to advance through an instructional sequence. This study investigated the validity of present ELCs in an individualized mathematics program and tested procedures for empirically determining optimal ECLs. Retest scores and subsequent progress were…

The development of a planning/budgeting model as an integral component of a decision support system is described. The case study approach is used to describe how Grambling State University (GSU) developed the model to improve its financial planning and budgeting processes. The model can be used for tactical and/or strategic planning. The model is…

The importance of myth and ritual in understanding the use of computer simulators in higher education is considered. Myths are commonly held beliefs that maintain social solidarity and reduce ambiguity; rituals serve a similar function, but they involve actions in addition to words. Examples of common myths and rituals are used to illustrate the…

This book was designed to serve as a guide for vocational education administrators in implementing comprehensive program planning (the process of forecasting the future and then preparing for it) as called for in the Education Amendments of 1976. The content is presented in ten chapters. The first provides an overview of comprehensive planning in…