A key challenge in e-learning environments like Intelligent Tutoring Systems (ITSs) is to induce effective pedagogical policies efficiently. While Deep Reinforcement Learning (DRL) often suffers from "sample inefficiency" and "reward function" design difficulty, Apprenticeship Learning (AL) algorithms can overcome them.…

In interactive e-learning environments such as Intelligent Tutoring Systems, pedagogical decisions can be made at different levels of granularity. In this work, we focus on making decisions at "two levels": whole problems vs. single steps and explore three types of granularity: "problem-level only" ("Prob-Only"),…

Contribution: Model-based learning improves systems thinking (ST) based on students' prior knowledge and gender. Relations were found between textual, visual, and mixed question types and student achievements. Background: ST is essential to judicious decision-making and problem-solving. Undergraduate students can be taught to apply better ST, and…

In professional education, cultivating students' abilities in communication, cooperation, reflection, and problem solving is a crucial objective. Taking nursing student training as an example, cooperative learning involves collectively discussing the evaluation and management of first aid cases. This aims to help students comprehend their roles…

The number and variety of educational mathematics mobile applications (EMMAs) make it difficult to select mobile applications for mathematics learning and teaching. Therefore, in this study, multi-criteria decision-making (MCDM) techniques, which are effectively used in a wide variety of disciplines, were applied to choose among alternative…

COVID-19, by all accounts, forced higher education to shift to distance delivery. As a result, faculty attempted to innovate and integrate new teaching methods as courses moved online. We utilized an online, virtual reality game to teach team decision-making as a function of leadership. In teams, learners worked cooperatively, making decisions and…

Geocapabilities developed during team project-based fieldwork add value to Tourism Geography service modules in professional Tourism and Hospitality Management curricula. This article is based on a case-study in Turkish Higher Education. Here, variations on the Prisoner's Dilemma were used to confront learners with some 'wicked problems' they may…

Generic competency development activities (GCDAs) help students develop critical thinking, problem-solving, innovation, creativity, communication and social skills. This study evaluated students' acceptance of a machine learning-assisted recommendation system (MARS) developed to recommend GCDAs for students in a higher education institution. This…

Using an adaptive expertise lens, the following case study examined a teacher leader's perceptions of three crucial days in his life and practice. From March 13th to 16th, 2020, when his school responded to the COVID-19 virus, David1, a teacher leader, had to move a complex school-university learning partnership from in-person classes to an…

Indecisiveness and negative thinking regarding career pathways can hinder university students' career planning, motivation, and mental health. Students intending to enter the workforce after graduation therefore need to develop skills related to career adaptability (i.e. career planning, decision-making, problem solving/confidence and…

In various case-based training courses, such as engineering, science and medical courses, students need to learn not only the skills to deal with problems, but also the knowledge to identify problems and make correct decisions. Such educational objectives have been recognized by educators as being important but challenging. In this study, an RSI…

Purpose: The purpose of this paper is to annotate an attribute of a problem, a solution or no annotation on learners' opinions automatically for supporting the learners' discussion without a facilitator. The case method aims at discussing problems and solutions in a target case. However, the learners miss discussing some of problems and solutions.…

With the widespread use of the Internet, adopting e-learning systems in courses has gradually become more and more important in universities in Taiwan. However, because of limitations of teachers' time, selecting suitable online IT tools has become very important. This study proposes an analytic hierarchy process (AHP)-multi-choice goal…

Decision making is the most common kind of problem solving. It is also an important component skill in other more ill-structured and complex kinds of problem solving, including policy problems and design problems. There are different kinds of decisions, including choices, acceptances, evaluations, and constructions. After describing the centrality…

Online simulations offer opportunities for trial and error decision-making. What better tool for a principal than to make decisions when the consequences will not have real-world ramifications. In this study, two groups of graduate students in a principal preparation program taking the same course in the same semester use online simulations…