Determinants of smartphone prices using backward elimination technique in multiple linear regression/ Muhammad Hazwan Mohd Hazhar ... [et al.]

Mohd Hazhar, Muhammad Hazwan and Dzul Dzailani, Dzul Dzaihan and Hairulanuar, Nuralya Sofea and Anizan, Nurfatihah and Yusoff, Sarah (2024) Determinants of smartphone prices using backward elimination technique in multiple linear regression/ Muhammad Hazwan Mohd Hazhar ... [et al.]. Mathematical Sciences and Informatics Journal (MIJ), 5 (1). pp. 72-82. ISSN 2735-0703

Abstract

The rapidly evolving market for smart gadgets causes smartphone prices to vary widely, frequently posing challenges to what consumers expect and can afford. Therefore, understanding the complex interrelationship of factors that determine smartphone prices has emerged as an important subject for study in an era defined by technological developments. This study seeks to identify the factors that influence the pricing of smartphones. The study focused on various factors, including the battery capacity, camera quality, screen size, charging speed, device weight, and age in months. The primary data for the research came from the Global System for Mobile Communication (GSM) online marketplace, comprising sixty smartphones selected through a simple random sampling technique. We initially developed a multiple linear regression model with SPSS and then refined it using backward elimination. The results highlight the strong influence of several characteristics on smartphone pricing, namely battery capacity, charging speed, weight, and model age. Interestingly, the examination of six variables revealed that camera and screen size had no effect on price. The knowledge acquired from this quantitative analysis not only advances our comprehension of the interplay between technology and consumer demand but also has implications for manufacturers, policymakers, and consumers who desire to navigate the ever-changing sphere of smartphone pricing.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Mohd Hazhar, Muhammad Hazwan
2022908087@student.uitm.edu.my
Dzul Dzailani, Dzul Dzaihan
2022947201@student.uitm.edu.my
Hairulanuar, Nuralya Sofea
2022925979@student.uitm.edu.my
Anizan, Nurfatihah
2022905541@student.uitm.edu.my
Yusoff, Sarah
sarahyusoff@uitm.edu.my
Subjects: Q Science > QA Mathematics
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science
Divisions: Universiti Teknologi MARA, Perak > Tapah Campus > Faculty of Computer and Mathematical Sciences
Journal or Publication Title: Mathematical Sciences and Informatics Journal (MIJ)
UiTM Journal Collections: UiTM Journal > Mathematical Science and Information Journal (MIJ)
ISSN: 2735-0703
Volume: 5
Number: 1
Page Range: pp. 72-82
Keywords: Smartphone price; Quantitative; Correlation; Multiple Linear Regression; Backward elimination
Date: May 2024
URI: https://ir.uitm.edu.my/id/eprint/98695
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