Analysis of Factors Influencing Student Performance in Higher Education using Statistical Modeling Techniques

Thesis Abstract

Abstract
The success of students in higher education is influenced by various factors that play a crucial role in shaping their academic performance and overall educational experience. This thesis aims to investigate and analyze the key factors that impact student performance in higher education using advanced statistical modeling techniques. The study focuses on understanding how variables such as socio-economic background, study habits, classroom environment, and personal characteristics influence student outcomes. Chapter 1 provides an introduction to the research topic, giving an overview of the background of the study, problem statement, objectives, limitations, scope, significance, and structure of the thesis. Additionally, key terminologies relevant to the study are defined to provide clarity and context for the research work. Chapter 2 presents a comprehensive literature review that examines existing studies, theories, and models related to factors influencing student performance in higher education. This chapter discusses ten key aspects identified in the literature that have been found to impact student outcomes significantly. Chapter 3 outlines the research methodology employed in this study, detailing the research design, data collection methods, sampling techniques, variables measured, statistical tools used for analysis, and ethical considerations. The chapter also describes the procedures followed to ensure the validity and reliability of the research findings. In Chapter 4, the findings of the statistical analysis are presented and discussed in detail. The results of the study reveal the relationships between various factors and student performance, providing insights into the most significant predictors of academic success in higher education. The implications of these findings for educational institutions and policymakers are also discussed. Finally, Chapter 5 presents the conclusion and summary of the research work. The key findings of the study are summarized, and recommendations are provided for enhancing student performance in higher education based on the results obtained. The limitations of the study are acknowledged, and suggestions for future research directions are proposed to further advance the understanding of factors influencing student outcomes in higher education. In conclusion, this thesis contributes to the existing body of knowledge by providing a comprehensive analysis of the factors influencing student performance in higher education using statistical modeling techniques. The findings of this study have practical implications for educators, administrators, and policymakers in designing interventions and strategies to support student success and improve educational outcomes in higher education settings.