Summary.md

Author: Shivi2599

Summary.md

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+## Insights
+-  __Attendance__ and __hours studied__ are the most influential factors affecting exam scores.
+- __Parental involvement, access to resources, and previous scores__ also have notable effects.
+- __Motivation__, while important, shows weaker correlations compared to attendance and study hours.
+- Factors such as __gender__ and __school type__ do not significantly impact exam performance
+
+## Recommendations
+
+  - ### Increase Attendance Rates:
+     - Providing additional support for students with frequent absences to help them catch up on missed material.
+  - ### Enhance Study Habits and Access to Resources:
+     - Schools can provide after-school study sessions or quiet spaces for focused learning.
+     - Increase access to learning materials such as textbooks, online resources, or tutoring.
+  - ### Parental Involvement:
+     - Parent-teacher conferences to keep parents informed about student progress.
+  - ###  Promote Motivation and Engagement:
+     - Encouraging active participation through engaging and interactive classroom activities.
+  - ### Peer Influence and Positive School Environment:
+     - Encourage mentorship or peer study groups to enhance collaboration among students.
+     - Create a positive and inclusive school culture that promotes academic achievement.
+
+## Final Thoughts
+
+By focusing on these key areas— __attendance, parental involvement, study habits, teacher quality, motivation, and support__ for at-risk students—schools can foster a learning environment that boosts academic performance across the board.
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