Academic Performance Analysis: Visualization and Insights using Data Science

This project aims to create an interactive platform for visualizing and analyzing academic performance data. The tool processes student grades results, presenting them in visual formats like bar charts, line graphs, and pie charts. It integrates machine learning algorithms to categorize students as top or low performers and predicts strengths and weaknesses in various subjects. The system offers personalized improvement recommendations. This platform enhances academic analytics by transforming data into actionable insights for better educational outcomes. Key Words: Academic Performance, Machine Learning, Data Visualization, Predictive Analytics, Education Technology, Performance Categorization, Interactive Platform.

Authors

Publication Details

Journal
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Published
2025-04-17
DOI
https://doi.org/10.55041/ijsrem44892
Primary Topic
Educational Assessment and Improvement
Type
article
Field-Weighted Citation Impact
0.00
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article

Academic Performance Analysis: Visualization and Insights using Data Science

Shanmuga Sundari Ilangovan
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Educational Assessment and Improvement
article

Academic Performance Analysis: Visualization and Insights using Data Science

Shanmuga Sundari Ilangovan
article en

Abstract

This project aims to create an interactive platform for visualizing and analyzing academic performance data. The tool processes student grades results, presenting them in visual formats like bar charts, line graphs, and pie charts. It integrates machine learning algorithms to categorize students as top or low performers and predicts strengths and weaknesses in various subjects. The system offers personalized improvement recommendations. This platform enhances academic analytics by transforming data into actionable insights for better educational outcomes. Key Words: Academic Performance, Machine Learning, Data Visualization, Predictive Analytics, Education Technology, Performance Categorization, Interactive Platform.

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENTVol. 09(04)
Openalex Percentile: Top 92%
Educational Assessment and Improvement
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