In two studies, children learned simple but adaptive decision strategies from decision feedback. In a probabilistic multi-cue decision task, we investigated children's decision strategies under different feedback conditions. In Study 1 (N = 313), 7- and 9-year-old German children learned the selective decision strategy Take-the-Best. Children…

Learning analytics dashboards (LAD) deserve increasing attention, yet their adoption remains limited. Designing effective LAD is a difficult process, and LADs often fail in turning insights into action. We argue that providing explicit decision-making features in a participatory design process may help to develop LADs supporting action. We first…

Decision making about complex socioscientific issues (SSI) involves recognizing and weighing tradeoffs among conflicting values and stakeholder outcomes. A vital but difficult practice, engaging in tradeoffs allows decision-makers to engage in perspective-taking, and also identify that not all their desired goals may be fulfilled by a policy.…

Human decision-making is underpinned by distinct systems that differ in flexibility and associated cognitive cost. A widely accepted dichotomy distinguishes between a cheap but rigid model-free system and a flexible but costly model-based system. Typically, humans use a hybrid of both types of decision-making depending on environmental demands.…

Several studies have indicated that stakeholder engagement could ensure the successful adoption of learning analytics (LA). Considering that researchers and tech developers may not be aware of how LA tools can derive meaningful and actionable information for everyday use, these studies suggest that participatory approaches based on human-centred…

In this integrative literature review, we synthesize the scant literature from the last 40 years of educational research on how school principals make difficult decisions. Reviewing 15 peer-reviewed articles, articles were coded for the methods used and their substantive findings. We review sampling techniques, the types of problems and methods…

There has been considerable interest in what components of decision-making change when speed or accuracy is stressed. In many early studies, quite strict assumptions were made about parameter invariance across experimental conditions (sometimes called selective influence). Here we fit the standard diffusion model to the data from four large…

Adequate financial decision-making necessitates a solid foundation in financial literacy and comprehension of its principles. This is particularly crucial for students, as their financial and behavioral choices can significantly impact their future financial and career prospects. Consequently, the present study aimed to explore the causal links…

Observational learning enables us to make decisions by watching others' behaviors. The quality of such learning depends on the abilities of those we observe, but also on our beliefs about those abilities. We have previously demonstrated that observers learned better from demonstrators described as high vs. low in ability, regardless of their…

Aphasia therapy should address communication in everyday contexts. One type of social interaction that occurs frequently in the daily lives of spouses is joint decision-making. Currently, no known study has investigated how spouses collaboratively make decisions when one of the spouses has aphasia and the other one does not. The purpose of this…

As they become more common, automated systems are also becoming increasingly opaque, challenging their users' abilities to explain and interpret their outputs. In this study, we test the predictions of fuzzy-trace theory--a leading theory of how people interpret quantitative information--on user decision making after interacting with an online…

In this ever-changing era, the innovativeness of teachers as a collective is increasingly vital to the success of educational change. The study examined the relationship between distributed leadership and collective teacher innovativeness in the context of mainland China. Anchored in social exchange theory and social cognitive theory, the study…

International students in Australia risk financial insecurity and as a result, may make suboptimal health decisions. Limited research has explored the experiences of international students' health-related financial decision making. In-depth interviews were conducted with 31 international students to explore how financial situation influences their…

We examined potentially selective offloading decisions when the external store has a limited capacity and how the surprising unavailability of offloaded information influences subsequent offloading decision-making and memory. In three experiments, learners were presented with to-be-remembered words paired with point values counting towards their…

The low prevalence effect (LPE) is a cognitive limitation commonly found in visual search tasks, in which observers miss rare targets. Drivers looking for road hazards are also subject to the LPE. However, not all road hazards are equal; a paper bag floating down the road is much less dangerous than a rampaging moose. Here, we asked whether…