Investigating the use of natural language processing for automated essay grading and feedback – Complete Phd and Masters Thesis

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Introduction

In recent years, the use of natural language processing (NLP) for automated essay grading and feedback has gained significant attention in the field of education. This technology has the potential to revolutionize the way essays are graded and feedback is provided to students, making the process more efficient, consistent, and objective. This study aims to investigate the use of NLP for automated essay grading and feedback, exploring its potential benefits and limitations.

Chapter 1: Introduction
1.1 Introduction
1.2 Background of Study
1.3 Problem Statement
1.4 Objective of Study
1.5 Limitation of Study
1.6 Scope of Study
1.7 Significance of Study
1.8 Structure of the Thesis
1.9 Definition of Terms

Chapter 2: Literature Review
2.1 Overview of Automated Essay Grading
2.2 Theoretical Frameworks for NLP in Education
2.3 Existing NLP Tools for Automated Essay Grading
2.4 Benefits and Challenges of Using NLP for Essay Grading
2.5 Comparison of Human Grading vs. NLP Grading
2.6 Student Perceptions of NLP Grading
2.7 Impact of NLP on Writing Skills Development
2.8 Ethical Considerations in Automated Essay Grading
2.9 Future Trends in NLP for Education
2.10 Summary of Literature Review

Chapter 3: Research Methodology
3.1 Research Design
3.2 Data Collection Methods
3.3 Sample Selection
3.4 Data Analysis Techniques
3.5 NLP Tools and Software Used
3.6 Evaluation Metrics
3.7 Ethical Considerations
3.8 Reliability and Validity
3.9 Limitations of Research Methodology

Chapter 4: Discussion of Findings
4.1 Overview of Research Findings
4.2 Analysis of NLP Grading Accuracy
4.3 Student Feedback on NLP Grading
4.4 Teacher Perspectives on NLP Grading
4.5 Comparison of NLP and Human Grading
4.6 Implications for Education
4.7 Recommendations for Implementing NLP Grading
4.8 Future Research Directions

Chapter 5: Conclusion and Summary
5.1 Summary of Findings
5.2 Contribution to Knowledge
5.3 Practical Implications
5.4 Limitations of Study
5.5 Future Research Recommendations

Thesis Overview

Automated essay grading and feedback using natural language processing (NLP) technology has the potential to revolutionize the way essays are assessed in educational settings. This thesis investigates the use of NLP for automated essay grading and feedback, exploring its benefits, challenges, and implications for education.

In the literature review, the study provides an overview of automated essay grading, theoretical frameworks for NLP in education, existing NLP tools, benefits and challenges of NLP grading, and future trends in the field. The research methodology section outlines the research design, data collection methods, sample selection, data analysis techniques, and ethical considerations.

The discussion of findings chapter analyzes the research findings, including the accuracy of NLP grading, student and teacher perspectives on NLP grading, comparisons between NLP and human grading, and implications for education. The conclusion and summary chapter provides a summary of findings, contribution to knowledge, practical implications, limitations of the study, and future research recommendations.

Overall, this thesis contributes to the growing body of literature on automated essay grading and feedback using NLP technology, providing insights for educators, researchers, and policymakers in the field of education.

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