When multiple clients are collaboratively learning and training a shared model, incentives problems can arise. The clients may have different learning objectives and application domains, or they may be competitors whose participation in the learning system could reduce their competitive advantage. While collaborative learning is a powerful…

Purpose: Critical realism is an increasingly popular "lens" through which complex events, entities and phenomena can be studied. Yet detailed operationalisations of critical realism are at present relatively scarce. This study's objective here is built on existing debates by developing an open systems model of reality, a basis for…

Intended for researchers and clinical leaders, this article suggests that embedded program evaluation is a good fit with the desired features of practice-oriented research. The systematic nature of evaluation that is built into the operational workflow of a practice setting may increase the diversity of methods available to explore processes and…

Conventional approaches to causation in the social sciences draw on approaches in the Philosophy of Science in which a causal force acts on cases and generates change in the form of events. This relies on just one of the Aristotelian conceptions of cause - efficient cause - what brings the effect in to being. We should also pay attention to Final…

Children develop within a context, and the nature or dynamics of a child's context can change the trajectory of their development. According to Bronfenbrenner (1979), children are affected and are impacted by individuals within various systems or environments. One of Bronfenbrenner's ecological systems is the microsystem, in which children…

Purpose: This research aimed to examine the impact of input, process, output, productivity and outcome variables on university research performance and the indicators that represent them in order to improve academic quality and contribute to government policy. Design/methodology/approach: The quantitative approach was used through a survey method…

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…

Understanding the world around us is a growing necessity for the whole public, as citizens are required to make informed decisions in their everyday lives about complex issues. Systems thinking (ST) is a promising approach for developing solutions to various problems that society faces and has been acknowledged as a crosscutting concept that…

Business Model Canvas (BMC) is a business model that must be mastered by students in the Bioentrepreneurship course as an initial provision for entering the entrepreneurial world, while in compiling Business Model Canvas (BMC) systematic thinking skills are needed. This study aims to provide an assessment instrument to measure students' system…

Tuition-dependent higher education institutions face myriad external and internal challenges, including waning public confidence, demographic shifts, systemic sluggishness, and reduced workforces. Research on higher education administration tends to focus on senior-level leaders, with the operational experience of rank-and-file administrators…

The field of college mental health is changing dramatically, and we are approaching a necessary paradigm shift in how "mental health" is defined and addressed. This paper will outline two primary forces impacting how we think about mental health and how a systems change perspective might help us understand what comes next. We will…

Effective integration of technology is critical for online, blended, hybrid, and face-to-face learning. The purpose of this paper is to introduce the SETI (Socio-Ecological Technology Integration) framework and explain what it adds to the scholarly research regarding effective technology integration. The SETI framework goes beyond previous…

Background: Stealth assessment is a learning analytics method, which leverages the collection and analysis of learners' interaction data to make real-time inferences about their learning. Employed in digital learning environments, stealth assessment helps researchers, educators, and teachers evaluate learners' competencies and customize the…

Through Target 4.7 of SDG4 on 'quality education', Agenda 2030 invites governments to take ownership of progress towards ensuring 'Education for Sustainable Development' (ESD) becomes embedded into all levels of education. However, conceptual analysis suggests an ongoing blindspot related to the significance of systems literacy in fostering the…

There have been countless efforts to improve academic achievement in public schools across the United States, especially in urban school districts. Few efforts, however, use rigorous analytic modeling tools to anticipate and prevent the potential side effects of change. This chapter proposes the application of system dynamics on educational reform…