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Resumen La deserción escolar involucra diversos factores, entre ellos, el compromiso del estudiante, a través del cual se puede predecir su éxito en la escuela. Ese compromiso tiene varios componentes, tales como conductual, emocional y cognitivo. La motivación y el compromiso están fuertemente relacionadas, ya que la primera es un precursor del compromiso. El objetivo de este estudio fue comparar la eficacia de la regresión lineal contra dos técnicas de minería de datos para predecir el rendimiento académico de los estudiantes en la educación superior. Se hizo un estudio transversal explicativo en el que se encuestó a 222 estudiantes universitarios de una institución pública de la Ciudad de México. Se realizó un análisis de regresión lineal jerárquico (RL) y de técnicas de analítica del aprendizaje, como redes neuronales (RN) y máquinas de vector soporte (SVM). Para evaluar la exactitud de las técnicas de analítica del aprendizaje se realizó un análisis de varianza (ANOVA). Se compararon las técnicas de analítica del aprendizaje y de regresión lineal usando la validación cruzada. Los resultados mostraron que el compromiso conductual y la autoeficacia tuvieron efectos positivos en el desempeño del estudiante, mientras que la pasividad mostró un efecto negativo. Asimismo, las técnicas de RL y de SVM pronosticaron igualmente el desempeño académico de los estudiantes. La RL tuvo la ventaja de producir un modelo simple y de fácil interpretación. Por el contrario, la técnica de SVM generó un modelo más complejo, aunque, si el modelo tuviese como objetivo el pronóstico del desempeño, la técnica SVM sería la más adecuada, ya que no requiere la verificación de ningún supuesto estadístico.
Abstract The issue of school dropout involves factors such as students' engagement that can predict his or her success in school. It has been shown that student engagement has three components: behavioral, emotional and cognitive. Motivation and engagement are strongly related since the former is a precursor of engagement. The aim of this study was to compare the efficiency of linear regression against two data mining techniques to predict the students' academic performance in higher education. A descriptive cross-sectional study was carried out with 222 students from a public higher education institution in Mexico city. An analysis of hiererchical linear regression (LR) and learning analytics techniques such as neural networks (NN) and support vector machine (SVM) was conducted. To assess the accuracy of the learning analytics techniques, an analysis of variance (ANOVA) was carried out. The techniques were compared using cross validation. The results showed that behavioral engagement and self-efficacy had positive effects on student achievements, while passivity showed a negative effect. Likewise, the LR and SVM techniques had the same performance on predicting students' achievements. The LR has the advantage of producing a simple and easy model. On the contrary, the SVM technique generates a more complex model. Although, if the model were aimed to forecast the performance, the SVM technique would be the most appropriate, since it does not require to verify any statistical assumption.
ABSTRACT
@#Introduction: Domestic violence is a serious issue that has often been overlooked by the society. It includes any physical, emotional or sexual violence that occurs between family members. Year after year, many cases of domestic violence have been reported in news and the numbers keep increasing from time to time. Experiencing this violence may give negative impacts on the victim. This study aimed to determine the prevalence of domestic violence among university students in Selangor, Malaysia and to discover its effects on their academic achievement. Methods: A cross-sectional study was implemented in a form of questionnaire that was distributed to 368 university students at Selangor, Malaysia in the period from June 2018 to December 2018. Results: Results showed that 69 respondents (18.7%) had experienced DV throughout their life; all of them suffered physical violence, 95.7% had suffered emotional violence while 14.5% had suffered sexual violence. Age, gender, residence, family income, institution’s type and speciality of study has no significant association with DV while, race, religion and parents’ status were significantly associated with DV. Also it was noticed that out of these 69 respondents that had experience of domestic violence, 36 of them were studying in private universities and 33 of them were studying in public universities. Most of those experienced domestic violence showed low CGPA. Conclusion: It is concluded that there is low prevalence of DV among university students in Selangor. Experiencing DV during childhood has an impact on the academic achievement of the victim in the future university life.
ABSTRACT
Medical education is perceived as being stressful, and a high level of stress may have a negative effect on cognitive functioning and learning of students in a medical school. This cross-sectional study was conducted to determine the prevalence of stress among medical students and to observe an association between the levels of stress and their academic performance, including the sources of their stress. All the medical students from year one to year five levels from the College of Medicine, King Saud University, were enrolled in the study. The study was conducted using Kessler10 psychological distress (K10) inventory, which measures the level of stress according to none, mild, moderate, and severe categories. The prevalence of stress was measured and compared with the five study variables, such as gender, academic year, academic grades, regularity to course attendance, and perceived physical problems. The response rate among the study subjects was 87% (n=892). The total prevalence of stress was 63%, and the prevalence of severe stress was 25%. The prevalence of stress was higher (p<0.5) among females (75.7%) than among males (57%) (odds ratio=2.3, χ2=27.2, p<0.0001). The stress significantly decreased as the year of study increased, except for the final year. The study variables, including being female (p<0.0001), year of study (p<0.001), and presence of perceived physical problems (p<0.0001), were found as independent significant risk factors for the outcome variables of stress. Students’ grade point average (academic score) or regularity to attend classes was not significantly associated with the stress level. The prevalence of stress was higher during the initial three years of study and among the female students. Physical problems are associated with high stress levels. Preventive mental health services, therefore, could be made an integral part of routine clinical services for medical students, especially in the initial academic years, to prevent such occurrence.
ABSTRACT
La disciplina curricular de Morfofisiología se encuentra bajo la incidencia de los factores objetivos y subjetivos que limitan la estructuración y perfeccionamiento de los nuevos procesos educativos. Objetivo: valorar los factores objetivos y subjetivos que influyen en la dirección del proceso enseñanza aprendizaje de la disciplina Morfofisiología, limitando su estructuración y perfeccionamiento en la Carrera de Estomatología. Método: se realizó un estudio, en la disciplina Morfofisiología, de la Carrera de Estomatología de la provincia de Pinar del Río, en el período comprendido de septiembre de 2007 a enero de 2009. La muestra estuvo constituida por 142 estudiantes, de ellos, 131 de primer año y 101 de segundo. El método empleado fue la revisión y análisis de los documentos. Los datos obtenidos se procesaron utilizando los métodos y procedimientos que brinda la estadística descriptiva. Resultados: se encontraron más bajos niveles de rendimiento académico en la sede central con respecto a las sedes municipales, siendo las asignaturas Morfofisiología II y V las de más bajos resultados. Escasa participación de estudiantes en los exámenes de premio y menor calidad de los mismos en las sedes municipales. Conclusiones: que los resultados académicos en la disciplina Morfofisiología en la provincia de Pinar del Río, indican que el cambio educativo teniendo en cuenta los actuales contextos universitarios, implica necesariamente vincular a los estudiantes a los métodos productivos de enseñanza y a los servicios en la búsqueda de la excelencia educativa.
The curricular discipline of Morphology-physiology is under the influence of objective and subjective factors which limit the structuring and improvement of the new educational process. Objective: to assess the objective and subjective factors that influence on the direction of the teaching-learning process of Morphology-physiology which limits its structuring and improvement in Dentistry Studies in Pinar del Rio province. Method: a study was conducted in Morphology-physiology discipline in Dentistry Studies, Pinar del Rio from September 2007 to January 2009. The sample was comprised of 142 students, out of them, 131 from 1st academic year and 101 from 2nd academic year. The methods used were the literature revision and documentary analysis. The data collected were processed using methods and procedures of the descriptive statistics. Results: the lowest levels of academic achievements were found in the central venue in Morphology-physiology (ii and iv) discipline, as well as the poor participation of the students in award-examinations and a low quality of the examinations applied in the municipal venues. Conclusions: the academic results of Morphology-physiology discipline in Pinar del Rio province show that the educational change implies a necessary link of the students with more productive teaching methods and health services considering the current university contexts in order to achieve the excellence in the teaching-learning process.
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From Prof. He’s growth road, academic thought and clinical experiences, it makes primary arrangement and research on He’s academic achievements, by summarizing: 1.emphasis on basis; 2.abide by “Golden Chamber”; 3.combine all famous TCM scientists’ doctrines, on academic thoughts; and differentiation and treatment of wet pestilence, metrorrhagia and metrostaxis, and tumor are provided as cases on clinical experience.
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OBJECTIVE: Several psychological characteristics of medical students were investigated, the relationhip between these characteristics and academic achievement was identified, and futhermore some significant predictors of their academic achievement were explored. METHOD: Subjects were a total of 489 medical students, 1st, 2nd, 3rd year in Chosun university as of in 1998. We administered self-report questionnaires including age, sex, grade failure, and transfer experience. And Beck Depression Inventory, Achievement Self-Discrepancy Scale, Self-Efficacy Scale, State-Trait Anxiety Inventory(state) Test Anxiety Scale, and the Inventory of Performance Anxiety were handed out to them on April 1998. After the semester, we examined the academic achievement according to grade point average. Pearson's correlations were calculated to explore the relationships between grade failure and other psychological variables, as well as the relationships between academic achievement and other psychological variables. The amount that academic achievement was explained by the psychological variables was obtained using multiple regression analysis. RESULT: 1)In 489 students, grade failure was 168(34.3%) non-failure was 321(65.7%) and transfer was 33(6.7%) 2)While G.P.A., performance anxiety, and self-efficacy, respectively, were negatively correlated with the failure, test anxiety was positively correlated with the grade failure. There were no statistically significant correlations between grade failure and depression, self-discrepancy, or state anxiety. 3)Academic achievement was positively correlated with both gender and self-efficacy, whereas it was negatively correlated with depression, self-discrepancy, test anxiety, and state anxiety, respectively. Female students were better than males in academic achievement. 4)The amount that age, gender, grade failure, transfer, depression, self-discrepancy, test anxiety, state anxiety, performance anxiety, and self-efficacy accounted for academic achievement was 10.86% totally. CONCLUSION: Gender, grade failure, and depression in medical students affected their academic achievement significantly.