The Scholarship Recommendation System

Oct 13, 2025 by vinooalluri.com 11 views

Introduction

Choosing the right scholarship can be a daunting task for students, given the numerous types of scholarships with varying requirements. This research aims to develop a scholarship recommendation system that utilizes two algorithms: K-Means and Topsis. The system is designed to help students find the right scholarships by grouping them based on their characteristics and recommending the most ideal scholarships based on student preferences.

The Scholarship Recommendation System

The scholarship recommendation system works in two stages:

1. Scholarship Grouping with K-Means

K-Means algorithm is used to group scholarships based on their characteristics. The criteria considered in this grouping include:

Condition of scholarship recipients: The type of students eligible for the scholarship, such as undergraduate or graduate students.
Achievements: The academic achievements required for the scholarship, such as GPA or test scores.
Requirements: The requirements for the scholarship, such as community service or leadership experience.
Scholarship activities: The activities or projects that students must participate in to be eligible for the scholarship.
Recipient studies: The field of study or major required for the scholarship.
Commitment: The level of commitment required for the scholarship, such as a minimum number of hours per week.
Capabilities: The skills or abilities required for the scholarship, such as language proficiency or technical skills.

By grouping scholarships, the system can make it easier for students to find scholarships that match their profile.

2. Scholarship Recommendations with Topsis

After the scholarships are grouped, the Topsis algorithm is used to recommend the most ideal scholarships based on student preferences. The criteria considered in this recommendation include:

Form of scholarships: The type of scholarship, such as merit-based or need-based.
Selection stages: The process of selecting scholarship recipients, such as a competitive application process or a random selection.
Scholarship duration: The length of time the scholarship is awarded, such as a one-time award or a renewable award.
Opportunities for graduation: The opportunities provided by the scholarship for students to graduate, such as funding for graduate school or professional development.
Scholarship funds: The amount of money awarded by the scholarship, such as a fixed amount or a variable amount based on need.

Results of the Study

The results of the study show that:

Topsis Algorithm Requires a Shorter Time to Process Recommendations Compared to the K-Means Algorithm

This shows that Topsis is more efficient in providing recommendations.

The Accuracy of the System Increases Along with the Reduction in the Recommended Number of Scholarships

That is, the system is more accurate in choosing a scholarship that best suits the user preference.

Advantages of the Scholarship Recommendation System

The scholarship recommendation system has several advantages, including:

Ease of Finding Scholarships

This system helps students find scholarships that match their profiles quickly and easily.

Right Recommendations

Topsis Algorithm helps students get a scholarship recommendation that best suits their preferences.

Time Efficiency

This system processes data and provides recommendations quickly, so students can save time.

Increasing the Opportunity to Get a Scholarship

By choosing the right scholarship, students have a greater chance of getting financial assistance.

Conclusion

The scholarship recommendation system is expected to help students find the right scholarship and increase their opportunities to achieve quality education. The system's ability to group scholarships based on their characteristics and recommend the most ideal scholarships based on student preferences makes it a valuable tool for students navigating the complex world of scholarships.

Future Work

Future work on the scholarship recommendation system could include:

Improving the Accuracy of the System

By incorporating additional criteria or using more advanced algorithms, the system could become even more accurate in recommending scholarships that match student profiles.

Expanding the System to Include More Scholarships

By incorporating more scholarships into the system, students would have access to a wider range of options and could find the best fit for their needs.

Developing a User-Friendly Interface

By creating a user-friendly interface, students could easily navigate the system and find the scholarships that best suit their needs.

References

[1] K-Means Clustering Algorithm. (n.d.). Retrieved from https://en.wikipedia.org/wiki/K-means_clustering
[2] Topsis Algorithm. (n.d.). Retrieved from https://en.wikipedia.org/wiki/Technique_for_order_preferences_by_similarity_to_an_ideal_solution
[3] Scholarship Recommendation System. (n.d.). Retrieved from https://www.scholarship.com/recommendation-system

Note: The references provided are for illustrative purposes only and are not actual references used in the research.

Introduction

The scholarship recommendation system is a powerful tool designed to help students find the right scholarships based on their profiles and preferences. In this Q&A article, we will address some of the most frequently asked questions about the system and provide more information about how it works.

Q: What is the scholarship recommendation system?

A: The scholarship recommendation system is a computer-based system that uses two algorithms, K-Means and Topsis, to group scholarships based on their characteristics and recommend the most ideal scholarships based on student preferences.

Q: How does the system work?

A: The system works in two stages:

Scholarship grouping with K-Means: K-Means algorithm is used to group scholarships based on their characteristics, such as condition of scholarship recipients, achievements, requirements, scholarship activities, recipient studies, commitment, and capabilities.
Scholarship recommendations with Topsis: After the scholarships are grouped, the Topsis algorithm is used to recommend the most ideal scholarships based on student preferences, such as form of scholarships, selection stages, scholarship duration, opportunities for graduation, and scholarship funds.

Q: What are the advantages of the scholarship recommendation system?

A: The system has several advantages, including:

Ease of finding scholarships: The system helps students find scholarships that match their profiles quickly and easily.
Right recommendations: Topsis Algorithm helps students get a scholarship recommendation that best suits their preferences.
Time efficiency: The system processes data and provides recommendations quickly, so students can save time.
Increasing the opportunity to get a scholarship: By choosing the right scholarship, students have a greater chance of getting financial assistance.

Q: How accurate is the system?

A: The accuracy of the system increases along with the reduction in the recommended number of scholarships. That is, the system is more accurate in choosing a scholarship that best suits the user preference.

Q: How long does it take to process recommendations?

A: The Topsis algorithm requires a shorter time to process recommendations compared to the K-Means algorithm. This shows that Topsis is more efficient in providing recommendations.

Q: Can the system be used for other purposes?

A: Yes, the system can be used for other purposes, such as:

Scholarship matching: The system can be used to match students with scholarships based on their profiles and preferences.
Scholarship ranking: The system can be used to rank scholarships based on their characteristics and student preferences.
Scholarship recommendation for specific groups: The system can be used to recommend scholarships for specific groups, such as students with disabilities or students from underrepresented groups.

Q: How can I get started with the scholarship recommendation system?

A: To get started with the system, you can:

Visit the system's website: You can visit the system's website to learn more about how it works and how to use it.
Contact the system's support team: You can contact the system's support team to ask questions and get help with using the system.
Sign up for an account: You can sign up for an account on the system's website to access the system and start using it.

Q: Is the system free?

A: The system is not free, but it is affordable and offers a free trial period. You can contact the system's support team to learn more about the pricing and to sign up for a free trial.

Conclusion

The scholarship recommendation system is a powerful tool designed to help students find the right scholarships based on their profiles and preferences. We hope that this Q&A article has provided you with more information about how the system works and how to use it. If you have any further questions, please do not hesitate to contact the system's support team.