A recurring question regarding Likert items is whether the discrete steps that this response format allows represent constant increments along the underlying continuum. This question appears unsolvable because Likert responses carry no direct information to this effect. Yet, any item administered in Likert format can identically be administered…

Background: Teaching students about race and racism is critical to and relevant in psychology classrooms. Objective: We explored whether direct instruction dismantling ideas that race is genetic affects students' race essentialist and other related beliefs. Method: Undergraduate students enrolled in four social psychology courses completed…

A general framework of latent trait item response models for continuous responses is given. In contrast to classical test theory (CTT) models, which traditionally distinguish between true scores and error scores, the responses are clearly linked to latent traits. It is shown that CTT models can be derived as special cases, but the model class is…

In the present study, we examined the psychometric properties of the data obtained from the Commitment to Profession of Medicine Scale (CPMS) with 4-point, 5-point, 6-point, and 7-point response sets based on Item Response Theory (IRT). A total of 2150 medical students from 16 different universities participated in the study. The participants were…

One of the initiatives to strengthen the Indonesian economy is entrepreneurship. Concern has been raised about how little entrepreneurship is being pursued by recent college graduates. Several earlier studies have discovered that an entrepreneur can successfully run his business if there is an interest in entrepreneurship. Therefore, the purpose…

Surveys are frequently employed in needs assessment to collect information about gaps (the needs) in "what is" and "what should be" conditions. Double-scale Likert-type instruments are routinely used for this purpose. Although in accord with the discrepancy definition of need, the quality of such measures is being questioned to…

Introduction: The aim of this study is to identify which parenting styles are associated with optimal outcomes for in the psychological wellbeing of university students in Extremadura. The participants were 400 students from Extremadura, aged between 18 and 30, 80% of whom were women and 20% men. Parenting styles were divided into three categories…

The forced-choice response format is often considered superior to the standard Likert-type format for controlling social desirability in personality inventories. We performed simulations and found that the trait information based on the two formats converges when the number of items is high and forced-choice items are mixed with regard to…

This study assessed chemical safety management in academic laboratories in Hargeisa, Somaliland. Hence, this study aims to assess the level of chemical laboratory safety practices, chemical inventory and record management, and chemical waste procedures in laboratories. This study collected data from three academic institutions using a mixed method…

The purpose of the present study was to provide the means to evaluate the "interval-scaling" assumption that governs the use of parametric statistics and continuous data estimators in self-report instruments that utilize Likert-type scaling. Using simulated and real data, the methodology to test for this important assumption is evaluated…

This brief report presents interrater reliability data for the Focus on the Outcomes of Communication Under Six (FOCUS-34) between parents, and between parents and speech-language pathologists (SLPs). Reliability for all three raters combined was good to excellent across three assessments. Reliability for pairs of raters was variable but generally…

Insufficient effort responding (IER) refers to a lack of effort when answering survey or questionnaire items. Such items typically offer more than two ordered response categories, with Likert-type scales as the most prominent example. The underlying assumption is that the successive categories reflect increasing levels of the latent variable…

In this study, the assumption of the equality of psychological distance between categories of rating scale was tested based on the number of categories and ability distributions. Category parameters were estimated by using generalized partial credit model. The data sets based on the conditions of categories counts and ability distributions were…

The purpose of this study was to investigate the impact explicit teaching of metacognition had on preservice teachers' metacognitive awareness and accuracy of whole group discussions using virtual simulations. One class of preservice teachers was randomly assigned to the explicit metacognitive teaching group, while the other class was assigned to…

Data testing the effectiveness of third-wave interventions to decrease college students' test anxiety is sparse. We conducted a randomized controlled trial with college students to examine whether an intervention using several DBT skills (DBT; Linehan, 2015a, 2015b) would decrease test anxiety. Participants (N = 48) were randomly assigned to one…