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The Facial Emotion Recognizer (FER) detection technology in the education field is in the early stage. Objective, to investigate the classroom emotion and the effectiveness of the Microsoft cloud-based FER interpretations The randomly selected 29 international students who enrolled the fundamental Chinese language course were investigated during five study weeks using the paper-based Student Outcome Survey which measured teaching, assessment, generic skill and learning experience. For FER, the 784 students' facial images were extracted and uploaded into the cloud-based APIs. The students with GPA  80% showed higher significantly in Assessment components. No significant difference in FER emotion detection was found among five study weeks; however, natural and happiness emotion scores showed symmetric significantly in the opposite direction with r = -0.82, P < 0.1. The students' overall outcomes were over average. FER indicated that the neutral emotion was the highest detected score. The APIs Reliability was still considerably questioned. Using updated quality and technology of photo and video recording were recommended in the further research.

The impact of psychological factors on transformational teaching (TFT) performance has been widely considered in inclusive and special education. The main aim of this cross-country study was to investigate the role of bio-psycho symptoms (BPS), mindfulness and subjective well-being as serial mediators of the relationship between perceived stress and TFT among Indonesian and Thai special education teachers. A total of 368 participants--177 teachers from Indonesia and 191 teachers from Thailand--completed self-report measures assessing the mentioned variables. Descriptive and correlational analyses were conducted. Serial mediation analyses found that in addition to the negative direct effect of stress on TFT, subjective well-being was a mediator among Indonesian special education teachers, while BPS, mindfulness and personal well-being were serial mediators among Thai special education teachers. They can be recognised as partial mediations on the proposed model. Findings suggest that the effect of stress on TFT is weakened by mindfulness and subjective well-being. Importantly, special education teachers may benefit from evidence-based stress management interventions and mindful-wellness programmes to achieve better implications for their teaching.

Purpose This study aims to validate the money management intention screening questionnaire under the framework of theory of planned behavior, which includes attitude, subjective norms, perceived behavioral control and intention. Design/methodology/approach A total of 919 undergraduate students with loans were randomly selected and grouped into four sub-studies to address the psychometric properties of the imposed structure. The item–object congruence, confirmatory factor analysis (CFA), test–retest reliability method and other statistical tests were carried out for item selection and confirmation. Two self-reported measures, namely, Saving Behavior Scale and Short Dark Triad (SD3-Thai version), were applied for the measure concurrent validation. Findings The final 12 items with four-component structures were deemed reliable and generally valid in university students with loans, with CFA results indicating good fit indices (χ2 = 96.44, df = 43; CFI = 0.96; GFI = 0.94; RMSEA = 0.06). The test–retest method indicated values between 0.66 (subjective norm) and 0.71 (attitude). Machiavellianism from SD3-TH and saving attitude from the Saving Behavior Scale showed the strongest significant relation among the items. The abbreviation of the 12-item structure was labeled in the Money Management Intention Questionnaire (MMIQ-TPB). Research limitations/implications This study provided a reliable and valid substantial structure for identifying money management intention. However, there was a consideration that MMIQ-TPB questions referred to cognitive influences through intention; thus, it was designed to cover the intended preparation and not in the action stage. Practical implications Great money management practically predicts a lower likelihood of being in debt. Attentive educators or loan providers can thus benefit from this alternative structure as a screening scale for identifying risky cognitive mismanagement. Social implications The evidence provided in this study highlights the possibility of identifying students who necessarily need a program to improve their monetary management skills during their studying periods. Policymakers could address this problem at the first stage of the general mode in the loan providing operation. Originality/value This study bridges the gap in the literature on financial behavioral changes for establishing money management intention among undergraduate students with loans. Furthermore, it confirms the advantages and disadvantages of having certain dark personality traits in a financial context.

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