Processing and Visualization of Test-Results Data

  • Vadim Valerievitch Monakhov Saint Petersburg State University, Russia, Saint Petersburg, Russia
  • Alexey Vladimirovitch Kozhedub Saint Petersburg State University, Russia, Saint Petersburg, Russia
  • Nail Khannanov Autonomous nonprofit general education organization "New Chernogolovskaya School", Chernogolovka Russia
  • Alexander А. Korolev Saint Petersburg National Research University of Information Technologies, Mechanics and Optics, Saint Petersburg, Russia
  • Svetlana A. Kurashova Saint Petersburg National Research University of Information Technologies, Mechanics and Optics, Saint Petersburg, Russia
Keywords: data processing; data visualization; computer aided assessment

Abstract

A data processing method is proposed for estimating the measurement error of scaled test scores; this involves scaling half-test raw scores to effective full-test raw scores and converting them to scaled test scores. It is shown that the method allows to estimate the measurement error with high accuracy. 
The proposed approach to data visualization involves the removal of the part of the data corresponding to the rarest values. In the case of very noisy data, this method helps to eliminate the contribution of atypical values and provides a significant increase in the visibility of scatter plots.

Author Biographies

Vadim Valerievitch Monakhov, Saint Petersburg State University, Russia, Saint Petersburg, Russia

Vadim V. Monakhov, Associate Professor, Saint Petersburg State University, Department of Computational Physics, Institute of Physics; 198504, Russia, Saint Petersburg, Ulyanovskaya, 1, v.v.monahov@spbu.ru

Alexey Vladimirovitch Kozhedub, Saint Petersburg State University, Russia, Saint Petersburg, Russia

Alexey V. Kozhedub, Senior Lecturer, Saint Petersburg State University, Department of Computational Physics, Institute of Physics; 198504, Russia, Saint Petersburg, Ulyanovskaya, 1, a.kojedub@spbu.ru

Nail Khannanov, Autonomous nonprofit general education organization "New Chernogolovskaya School", Chernogolovka Russia

Nail K. Khannanov, Deputy Director for educational work, Autonomous nonprofit general education organization "New Chernogolovskaya School"; 142432, Russia, Chernogolovka, Sportivny Boulevard, 9, newschoolchg2017@gmail.com

Alexander А. Korolev, Saint Petersburg National Research University of Information Technologies, Mechanics and Optics, Saint Petersburg, Russia

AlexanderА.Korolev, AssociateProfessor,SaintPetersburg NationalResearchUniversityofInformation Technologies,MechanicsandOptics;197101, Russia,SaintPetersburg,Kronverkskiy prospekt,49, korolev3010@mail.ru

Svetlana A. Kurashova, Saint Petersburg National Research University of Information Technologies, Mechanics and Optics, Saint Petersburg, Russia

Svetlana A. Kurashova, Senior Lecturer, Saint Petersburg National Research University of Information Technologies, Mechanics and Optics; 197101, Russia, Saint Petersburg, Kronverkskiy prospekt, 49, sakurashova@yandex.ru

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Published
2019-05-03
How to Cite
Monakhov, V. V., Kozhedub, A. V., Khannanov, N., KorolevA. А., & Kurashova, S. A. (2019). Processing and Visualization of Test-Results Data. Computer Tools in Education, (5), 24-40. https://doi.org/10.32603/2071-2340-2018-5-24-40
Section
Computers in the teaching process