Las Johansen B. Caluza
College of Arts and Sciences, Leyte Normal University, Philippines

Published : 2 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 2 Documents
Search

Sentiment analysis of pre-service teachers’ issues and concerns during internship Jay C. Bansale; Las Johansen B. Caluza
Indonesian Journal of Education and Pedagogy Vol. 3 No. 1 (2026): April
Publisher : CV. Yudhistt Fateeh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61251/ijoep.v3i1.312

Abstract

Student internship is a crucial component of pre-service teachers’ preparation; however, it is often accompanied by challenges that influence both their professional development and well-being. In response to these realities, this study examined the issues, concerns, and emotional responses of pre-service teachers from the Faculty of Teacher Education of Visayas State University during their internship, employing a qualitative research design integrated with sentiment analysis. Reflection narratives were collected from 208 practice teachers enrolled during the first semester of Academic Year 2025-2026.  Data were analyzed using Microsoft Excel with Copilot for thematic extraction and Orange 3 data mining software for sentiment classification. The analysis was guided by Plutchik’s Wheel of Emotions to identify dominant emotional patterns. Findings revealed seven major themes of concern: school facilities and learning environments, mentorship and supervisory relationships, academic workload, calamities and external disruptions, financial and logistical challenges, personal and emotional well-being, and self-fulfillment. Conversely, the sentiment analysis showed that while a considerable number of pre-service teachers demonstrated a neutral disposition reflecting their efforts to adapt professionally, negative emotions, especially fear, anger, and sadness, remained evident. These emotions were primarily associated with unsafe learning environments, heavy workload, unclear or inconsistent supervisory feedback, and uncertainties brought about by natural calamities. Although less dominant, positive emotions emerged through experiences of supportive mentoring that reinforce motivation. The findings underscore the importance of recognizing the emotional dimensions of pre-service teachers’ internship experiences. Addressing both structural and emotional challenges is essential for strengthening teacher education programs, enhancing mentoring practices, and fostering supportive learning environments that promote professional competence and well-being.
Data-driven analysis of parental involvement and mathematics achievement via engagement and efficacy Mary Ann L. Nim; Las Johansen B. Caluza
Indonesian Journal of Education and Pedagogy Vol. 3 No. 1 (2026): April
Publisher : CV. Yudhistt Fateeh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61251/ijoep.v3i1.318

Abstract

This study examined the relationships among parental involvement, learning engagement, self-efficacy, and mathematics achievement to identify actionable factors for improving student performance. A data-driven quantitative design was employed using secondary data from 354 respondents, analyzed through nonparametric methods, mediation modeling, association rule mining, and exploratory predictive modeling with classification and regression trees. Reliability analysis confirmed strong internal consistency for all scales, and descriptive statistics indicated generally high levels of parental involvement, engagement, and self-efficacy among participants. Correlation and mediation analyses revealed that parental involvement significantly influenced mathematics achievement both directly and indirectly through learning engagement and self-efficacy, with combined mediators accounting for more than half of the total effect. Prescriptive analytics highlighted engagement and self-efficacy as multidimensional levers (behavioral, emotional, and cognitive) for improvement, while predictive models demonstrated good classification performance and meaningful reductions in error for continuous achievement scores. These findings underscore the importance of integrated strategies that strengthen family-school partnerships while simultaneously fostering engagement and confidence to optimize mathematics outcomes. The study concludes that parental involvement, learning engagement, and self-efficacy are critical, interrelated factors in mathematics achievement and recommends multilevel interventions while acknowledging limitations of cross-sectional secondary data. Future research should employ longitudinal and experimental designs to establish causality and validate these findings across diverse contexts.