Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree
In education quality assurance, the accuracy of test data is crucial. However, there is still a problem regarding to the possibility of incorrect data filled by test taker during paper-based test. On the contrary, this problem does not appear in computer-based test. In this study, a method was propo...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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State Islamic University Sunan Kalijaga
2019-06-01
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| Series: | IJID (International Journal on Informatics for Development) |
| Subjects: | |
| Online Access: | http://ejournal.uin-suka.ac.id/saintek/ijid/article/view/1376 |
| _version_ | 1828379232606093312 |
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| author | Edy Suharto Aris Puji Widodo Suryono Suryono |
| author_facet | Edy Suharto Aris Puji Widodo Suryono Suryono |
| author_sort | Edy Suharto |
| collection | DOAJ |
| description | In education quality assurance, the accuracy of test data is crucial. However, there is still a problem regarding to the possibility of incorrect data filled by test taker during paper-based test. On the contrary, this problem does not appear in computer-based test. In this study, a method was proposed in order to analyze the accuracy of answer sheet filling out in paper-based test using data mining technique. A single layer of data comprehension was added within the method instead of raw data. The results of the study were a web-based program for data pre-processing and decision tree models. There were 374 instances which were analyzed. The accuracy of answer sheet filling out attained 95.19% while the accuracy of classification varied from 99.47% to 100% depend on evaluation method chosen. This study could motivate the administrators for test improvement since it preferred computer-based test to paper-based. |
| first_indexed | 2024-12-10T03:37:06Z |
| format | Article |
| id | doaj.art-250aa6e7b6cc41908c2b2bb3a9bc4141 |
| institution | Directory Open Access Journal |
| issn | 2252-7834 2549-7448 |
| language | English |
| last_indexed | 2024-12-10T03:37:06Z |
| publishDate | 2019-06-01 |
| publisher | State Islamic University Sunan Kalijaga |
| record_format | Article |
| series | IJID (International Journal on Informatics for Development) |
| spelling | doaj.art-250aa6e7b6cc41908c2b2bb3a9bc41412022-12-22T02:03:41ZengState Islamic University Sunan KalijagaIJID (International Journal on Informatics for Development)2252-78342549-74482019-06-01811710.14421/ijid.2019.081011192Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision TreeEdy Suharto0Aris Puji Widodo1Suryono Suryono2Diponegoro UniversityDiponegoro UniversityDiponegoro UniversityIn education quality assurance, the accuracy of test data is crucial. However, there is still a problem regarding to the possibility of incorrect data filled by test taker during paper-based test. On the contrary, this problem does not appear in computer-based test. In this study, a method was proposed in order to analyze the accuracy of answer sheet filling out in paper-based test using data mining technique. A single layer of data comprehension was added within the method instead of raw data. The results of the study were a web-based program for data pre-processing and decision tree models. There were 374 instances which were analyzed. The accuracy of answer sheet filling out attained 95.19% while the accuracy of classification varied from 99.47% to 100% depend on evaluation method chosen. This study could motivate the administrators for test improvement since it preferred computer-based test to paper-based.http://ejournal.uin-suka.ac.id/saintek/ijid/article/view/1376data miningdecision treepaper-based testeducation |
| spellingShingle | Edy Suharto Aris Puji Widodo Suryono Suryono Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree IJID (International Journal on Informatics for Development) data mining decision tree paper-based test education |
| title | Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree |
| title_full | Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree |
| title_fullStr | Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree |
| title_full_unstemmed | Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree |
| title_short | Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree |
| title_sort | analyzing the accuracy of answer sheet data in paper based test using decision tree |
| topic | data mining decision tree paper-based test education |
| url | http://ejournal.uin-suka.ac.id/saintek/ijid/article/view/1376 |
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