educational data mining in relation to educational statistics of nepal
DESCRIPTION
This is the final presentation done at the Institute of Engineering Pulchowk Engineering Campus. We have applied data mining techniques like Regression Analysis, Clustering, to find the problems in education of Nepal. We had collaborated with Depart of Education of Nepal for Data. We came up with a suggestive term called "Educational Development Index" to find the relative development status of a district. To read the complete report of our research please check here:- http://flipkarma.com/project/educational-data-mining-in-relation-to-educational/TRANSCRIPT
![Page 1: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/1.jpg)
EDUCATIONAL DATA MINING
In Relation To Educational Statistics Of Nepal
Final Presentation
Presenters:Roshan Bhandari (16226)Sijan Bhandari (16236)Subit Raj Pokharel (16237)Sujit Maharjan (16239)
Supervisor:Bibha Sthapit(Lecturer, Pulchowk Campus)
Co-Supervisor:Anjesh Tuladhar(COO, YIPL)
![Page 2: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/2.jpg)
35 000 Schools50 billion + budget
20 parameters2 times a year
400 + NGOs and INGOs
Statistics
![Page 3: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/3.jpg)
Department of Education
Office of Controller of Examination
“Education for all”
![Page 4: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/4.jpg)
Problem ???
Reports Not Accessible
Unmanaged and Unformatted
![Page 5: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/5.jpg)
2007Schools - 29448Stds - 6533392
2008Schools - 31156Stds - 6964553
2009Schools - 32130Stds - 7295433
2010Schools - 33160Stds - 7463793
2011Schools - 34361Stds - 7444134
![Page 6: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/6.jpg)
Educational Data Mining
• New methodology of manipulating educational data.
• Modern methodology started since 2008.
• In this regard, we are the first people to introduce Educational Data Mining to Nepal
![Page 7: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/7.jpg)
What we have done ??
![Page 8: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/8.jpg)
Block Diagram
![Page 9: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/9.jpg)
API For Developers
District wise number of school in the year 2007
http://edm.hamroschool.org/numschool/2007
![Page 10: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/10.jpg)
API For Developers
Parameter values of Kaski for 2011
http://edm.hamroschool.org/kaski/2011
![Page 11: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/11.jpg)
Map
![Page 12: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/12.jpg)
Charts
Districts with max. Dropout Rate
![Page 13: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/13.jpg)
Educational Development Index (EDI)
![Page 14: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/14.jpg)
Map
![Page 15: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/15.jpg)
Educational Development Index for Individual
District
![Page 16: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/16.jpg)
Comparison of DistrictsYear wise Pupil Teacher Ratio Comparison
![Page 17: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/17.jpg)
Cluster Analysis
Year2066 Year2067 Year20681 24.08481 26.19629 25.746092 53.66839 50.65694 52.70283
![Page 18: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/18.jpg)
Government 2785
private 87
Cluster Analysis
Government 2872
![Page 19: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/19.jpg)
Prediction & Parameter Relationships● Correlation Coefficient● Least Square Regression● Standard Error of Estimate● Multiple Regression
![Page 20: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/20.jpg)
![Page 21: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/21.jpg)
![Page 22: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/22.jpg)
Multiple Regression
Our proposed models:Gross Enrollment ModelGirls Enrollment ModelDropout Rate Model:
○ Dropout rate = 53.65 + 0.4644 * Enrolled Passed - 5.455*GPI - 0.084*Unqualified Teacher
○ Standard Error = 2.87
○ R2 = 80.73 %
![Page 23: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/23.jpg)
Schools Classification• Tried to classify schools based on the
performance of the schools
• Six subjects, average marks of school and pass out data are used to classify schools
• ID3 algorithm has been used to construct Decision Tree.
![Page 24: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/24.jpg)
Decision Tree
![Page 25: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/25.jpg)
Enhancement• More parameter can be included to get more
accurate results• More data can be provided by collaborating
with DoE• A real time data update and feeding
mechanism can be built to make system more realistic.
• More data mining techniques can be used to extract core information.
![Page 26: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/26.jpg)
EDIClustering
RegressionClassification
Conclusion
![Page 27: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/27.jpg)
Tools Used
![Page 28: Educational Data Mining in relation to Educational Statistics of Nepal](https://reader031.vdocuments.site/reader031/viewer/2022020712/53fd94b38d7f72a81c8b499a/html5/thumbnails/28.jpg)
Thank You