Jurnal Ilmiah Teknik Industri
Vol. 21, No. 2, December 2022

Data Mining Analytics Application for Estimating Used Car Price during the Covid-19 Pandemic in Indonesia

Bramantiyo Eko Putro (Universitas Suryakancana)
Dwi Indrawati (Universitas Suryakancana)



Article Info

Publish Date
30 Dec 2022

Abstract

Covid-19 has resulted in an increase in the people's need for vehicle ownership in order to avoid public transportation. People’s purchasing power, on the other hand, has also weakened. Therefore, they prefer to purchase affordable cars, such as used cars. Moreover, the Luxury Goods Sales Tax (PPnBM) discounts were officially applied to the purchase of the new cars in March 2021. This study aims at estimating the price of used cars using several data mining algorithms, such as Random Forest, K-Nearest Neighbour (KNN), and Naïve Bayes. By employing the RapidMiner tool, this study was able to evaluate the attributes affecting car prices. From the experimental results, random forest producers have the highest accuracy of 95.46%.  Then, this study figured out that brand, engine capacity, kilometres, colours, years, number of passengers, and transmissions are the most influential attributes to determine the estimation of the used car prices.

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Journal Info

Abbrev

jiti

Publisher

Subject

Industrial & Manufacturing Engineering

Description

Jurnal Ilmiah Teknik Industri is a scientific journal that aims to participate in developing the scientific field of Industrial Engineering, contains the results of research and theoretical study from lecturers, researchers and industry practitioners. Jurnal Ilmiah Teknik Industri is administered by ...