IJID (International Journal on Informatics for Development)
Vol. 8 No. 1 (2019): IJID June

Analyzing the Accuracy of Answer Sheet Data in Paper-based Test Using Decision Tree

Edy Suharto (Diponegoro University)
Aris Puji Widodo (Diponegoro University)
Suryono Suryono (Diponegoro University)



Article Info

Publish Date
22 Jun 2019

Abstract

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.

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Journal Info

Abbrev

ijid

Publisher

Subject

Computer Science & IT

Description

One important point in the accreditation of higher education study programs is the availability of a journal that holds the results of research of many investigators. Since the year 2012, Informatics Department has English language. Journal called IJID International Journal on Informatics for ...