Analysis of factors affecting high-quality employment of college students based on deep learning and fuzzy algorithm

Quality higher education plays a vital role in sustainable development by equipping graduates with knowledge, competencies, and skills required for economic and societal development. This study examined the relationship between instructional strategies and the employability skills of undergraduate students in the School of Art and Industrial Design at Kyambogo University, Uganda. Specifically, it investigated the relationships between cooperative teaching, collaborative teaching, inquiry/discovery learning, independent study, experiential (authentic) learning, project-based learning, and students’ employability skills. The study adopted a quantitative approach using a correlational research design. Data were collected from 378 third-year undergraduate students using a structured self-administered questionnaire. Pearson’s product-moment correlation and multiple regression analyses were used to determine the direction and statistical associations between instructional strategies and employability skills. Findings showed that cooperative teaching, inquiry/discovery learning, and experiential teaching had positive statistically significant associations with employability skills, whereas collaborative teaching had a negative statistical association. Independent study and project-based teaching had no statistically significant unique associations with employability skills. Inquiry/discovery teaching demonstrated the strongest statistical association with employability skills among the strategies examined. The study concluded that instructional strategies had different statistical associations with employability skills and that learner-centred approaches are most beneficial when they actively engage students in cooperative, inquiry-oriented, and authentic learning experiences aligned with intended graduate outcomes. The study recommended strengthening cooperative, inquiry, and experiential teaching through structured group tasks, inquiry-based activities, and authentic practical experiences. It further recommended improving the design and implementation of collaborative, independent, and project-based learning to enhance their contribution to graduate employability skills.

School organizational culture in Islamic education requires ethical foundations that can support teachers' professional responsibility without neglecting their well-being. This article develops an analytical framework for examining the internalization of amanah (trustworthiness and accountability) and ihsan (excellence and care) in relation to teachers' organizational commitment at SDIT Ar-Raihan, Pagar Alam, Indonesia. A qualitative single-case study is proposed, involving purposively selected school leaders, teachers, and educational staff, with semi-structured interviews, nonparticipant observations, document analysis, and reflexive thematic analysis. A synthesis of recent scholarship indicates that value-based culture may influence affective and normative commitment through trustworthy leadership, professional meaning, organizational justice, and collegial support; continuance commitment also depends on employment conditions. These relationships are presented as propositions requiring field verification, not as empirical findings from the school. The framework offers an ethically grounded direction for examining teacher commitment and improving Islamic school management.

Over the last decade, there has been a visible surge of students participating in and leading different forms of activism. Following the cultural reckoning of 2020, the United States saw a rise in awareness and engagement in activism among young individuals. Continuing this trend, higher education institutions have seen an increase in on-campus demonstrations in recent years. Given the recent increase in activism, political engagement, and the globalization of social issues, this study examined how attitudes, beliefs, individual factors, and prior behaviors relate to undergraduate students’ willingness to engage in different forms of activism (i.e., conventional and high-risk). Across both forms of activism, institutional advocacy (i.e., the behavioral targeting of institutional racism) was the most consistent unique predictor of a student's willingness to engage in activism. Need for cognition and individual advocacy were significantly and positively related to conventional activism, whereas political orientation was negatively related to it. Social justice orientation was significantly and negatively related to high-risk activism.

This study addresses the critical deficiency in speaking skills among university students, a challenge primarily attributed to the reliance on traditional teaching methods and the limited time allocated for authentic verbal practice within the classroom. The research aims to construct a comprehensive theoretical framework for the Flipped Classroom strategy and identify the pedagogical and linguistic justifications for its implementation in developing speaking skills, while providing practical procedural recommendations for its integration into higher education. Adopting a descriptive-analytical approach through a critical review of educational literature, the findings reveal that the flipped model significantly enhances students' fluency, linguistic accuracy, and capacity for spontaneous expression. Furthermore, the model fosters increased motivation and active participation by granting learners the autonomy to progress at their own pace, as pre-class preparation helps mitigate "language anxiety" and bolsters confidence during real-time communicative interactions. Despite these advantages, the research identifies several implementation challenges, most notably the digital divide, potential cognitive overload, and the necessity for intensive faculty training in digital instructional design. Ultimately, the study concludes that the Flipped Classroom represents a fundamental philosophical shift that redefines educational roles, transforming class time from passive instruction into a dynamic "living linguistic laboratory" focused on intensive communicative practice.

Graduate employability Outcomes (GEO) is a crucial issue in emerging countries, where skill gaps and unemployment among university graduates are consistently rising. In this context, higher education institutions (HEIs) play a pivotal role in developing a strategic approach to fill the gap through collaboration between academia and industry. Nowadays, every higher education institution in emerging countries has an internal quality assurance cell (IQAC), and they play a critical role in ensuring continuous improvement, stakeholder engagement, and curriculum development. However, despite the growing relevance of this issue, limited empirical studies have been conducted on the mediating role of IQAC in the relationship between industry and academia for confirming graduate employability in an emerging economy, like Bangladesh. The purpose of this study is to examine the mediating role of IQAC, including university curriculum (UC), job scholars’ opportunities (JSO), on the association between university-industry collaboration (UIC), and university GEO in Bangladesh, using partial least squares structural equation modelling (PLS-SEM) under the quantitative research approach. Data were collected using a structured questionnaire from university graduates, faculty members, and administrative staff. The empirical evidence reveals that UIC significantly contributes to GEO; moreover, IQAC plays a substantial mediating role, including UC and JSO. The findings of the study offer practical contributions for higher educational institutions (HEIs), policymakers, and industry experts to continuously improve graduate employability outcomes, such as practical competencies, skills development, and job readiness.