Constructed responses can be used to assess the complexity of student thinking and can be evaluated using rubrics. The two most typical rubric types used are holistic and analytic. Holistic rubrics may be difficult to use with expert-level reasoning that has additive or overlapping language. In an attempt to unpack complexity in holistic rubrics…

In science education, building models of dynamical systems is a promising method for understanding various natural phenomena and artifacts with scientific concepts. It is, however, difficult to learn skills and concepts necessary for modeling. Though several model-building learning environments (MBEs) have been developed with potentially useful…

Chemistry plays an important role in developing scientific theories to describe, explain, and predict the physical world and to produce useful products for improving quality of life throughout history. To arouse student awareness of the value and importance of learning chemistry and becoming chemistry literate, we propose an application of systems…

Within recent history, both science research and science education have been largely reductionist in perspective. While the reductionist approach has resulted in a significant increase in our knowledge of the natural world and in great technological advances, it is not sufficient for addressing global world challenges, such as sustainability,…

The board of Fiserv (an investment management company) has already decided to close the business no matter what. Agile Financials has agreed to buyout Fiserv and retain part of the Fiserv staff if the purchase deal closes. However, if too many of Fiserv's clients left with their accounts or if the customer satisfaction index (CSI) continued to…

Students engaged in systems engineering education typically lack experience and understanding of the multidisciplinary complexity of systems engineering projects. Consequently, students struggle to understand the value, rationale, and usefulness of established systems engineering methods, often perceiving them as banal or trivial. The paper…

While AI has become more prevalent in our society than ever, many young learners are found holding various naive, erroneous conceptions of AI due to the influence of their technology and media environments. To address this issue, this study seeks to propose a novel pedagogical solution to improve upper-elementary school students' scientific…

Educational institutions exist in reciprocal relations with broader social and moral ecologies. These ecologies involve interactions of networks of individuals and groups with wider aspects of culture, and are therefore broadly social, and they contain explicit or implicit content with regard to right and wrong, and are therefore moral. There is…

American public higher education systems include the largest and most impactful colleges and universities in the nation, including 75 percent of the nation's public sector students. While their impact is enormous, they are largely neglected as an area of study and underutilized as an instrument for the improvement of postsecondary outcomes.…

The last decade has witnessed resurgence in the interest in studying the causal mechanisms linking causes and effects. This article games through the methodological consequences that adopting a systems understanding of mechanisms has for what types of cases we should select when using in-depth case study methods like process tracing. The article…

Vocational education and training (VET) teachers and trainers have a key role in ensuring that workers in business and industry are upskilled and up-to-date in a rapidly changing industrial, economic and technological environment. It follows that the VET practitioners should themselves keep up to date, not only with industry developments but also…

Evaluation is defined by its central task of valuing--the process and product of judging the merit, worth, or significance of a policy or program. However, there are no clear-cut ways to consider values and render value judgments in evaluation practice. There remains contention in the evaluation field about whether and how to make value judgments.…

Evaluators frequently confront situations in which local programs struggle to meet the expectations and requirements specified by the external program funder. How can evaluators meaningfully evaluate programs (for both the funder and grantee) in situations in which the external program logic clashes with local complexities? This paper discusses…

Motivational interviewing (MI; Miller & Rollnick, 2013, "Motivational interviewing: Helping people change" (3rd ed.). New York, NY: Guilford Press.) is receiving increasing attention in the field of career counselling. This method has been proven effective to foster motivation in various contexts. However, MI lacks of theoretical…

In an international culture of performance-based funding systems for higher education institutions (HEIs), research productivity and output are essential for the ability of HEIs to continue. While many institutions have performance targets for the next performance assessment, few institutions have an operational strategy for how staff are to…