Why leave the teaching profession? A longitudinal approach to the prevalence and persistence of teacher turnover intentions

Social Psychology of Education - Teacher turnover has been recognized as a significant problem in the education worldwide. This study focuses on exploring reasons behind the turnover intentions,...     

Loneliness and depressive symptoms: the mediating and moderating role of uncontrollable ruminative thoughts

Although feelings of loneliness often are accompanied by depressive symptoms, little is known about underlying mechanisms in this association. The present study sampled 370 college freshmen and investigated whether rumination (and its components of Uncontrollability, Causal Analysis, and Understanding) functioned as a mediator or moderator in the relationship between 2 types of loneliness (as experienced in the relationship with parents and with peers, respectively) and depressive symptoms. Results indicated that rumination partially mediated the relationship between peer-related loneliness and depressive symptoms and moderated the relationship between parent-related loneliness and depressive symptoms. In addition, the uncontrollable nature, rather than the content, of these ruminative thoughts about parent- and peer-related loneliness was particularly harmful in the development of depressive symptoms. Implications and suggestions for future research are discussed.     

Estimation and visualization of confusability matrices from adaptive measurement data

We present a simple but effective method based on Luce’s choice axiom [Luce, R.D. (1959). Individual choice behavior: A theoretical analysis. New York: John Wiley & Sons] for consistent estimation of the pairwise confusabilities of items in a multiple-choice recognition task with arbitrarily chosen choice-sets. The method combines the exact (non-asymptotic) Bayesian way of assessing uncertainty with the unbiasedness emphasized in the classical frequentist approach.We apply the method to data collected using an adaptive computer game designed for prevention of reading disability. A player’s estimated confusability of phonemes (or more accurately, phoneme-grapheme connections) and larger units of language is visualized in an easily understood way with color cues and explicit indication of the accuracy of the estimates. Visualization of learning-related changes in the player’s performance is considered.The empirical validity of the choice axiom is evaluated using the game data itself. The axiom appears to hold reasonably well although a small systematic violation is observable for the smallest choice-set sizes.     

A Bayesian-optimal principle for learner-friendly adaptation in learning games

Adaptive learning games should provide opportunities for the student to learn as well as motivate playing until goals have been reached. In this paper, we give a mathematically rigorous treatment of the problem in the framework of Bayesian decision theory. To quantify the opportunities for learning, we assume that the learning tasks that yield the most information about the current skills of the student, while being desirable for measurement in their own right, would also be among those that are efficient for learning. Indeed, optimization of the expected information gain appears to naturally avoid tasks that are exceedingly demanding or exceedingly easy as their results are predictable and thus uninformative. Still, tasks that are efficient for learning may be experienced as too challenging, and the resulting failures can lower motivation. Therefore, in addition to quantifying the expected informational benefit for learning of any prospective task to be presented next, we also model the expected motivational cost of its presentation, measured simply as the estimated probability of failure in our example model. We propose a “learner-friendly” adaptation algorithm that chooses the learning tasks by optimizing the expected benefit divided by the expected cost. We apply this algorithm to a Rasch-like student model implemented within a real-world application and present initial results of a pilot experiment.