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Implementing Sentiment Analysis of Online Reviews to Improve Product and Customer Satisfaction: A QFD/ Kano Model Integration

Article

Last updated: 04 Jan 2025

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Abstract

This study developed a Quality Function Deployment (QFD)/Kano model integration method for improving product development in terms of customer satisfaction by utilizing sentiment analysis as a Natural Language Processing (NLP) technique based on online reviews. This method is an alternative to traditional methods that rely on questionnaires and interviews to reduce costs and accelerate development. Instead of employing the QFD and Kano models independently, the integration technique produces findings almost immediately, utilizes thousands of evaluations and opinions at a cheap cost, and aids with decision-making issues. The data for this study were gathered from Amazon's enormous review database. Amazon dataset with 400,000 product ratings of Smartphone from June 2014 to December 2022 were used. The merging of two models has created new opportunities for Smartphone manufacturers in terms of deciding which technical specifications need to be modified and improved with customer satisfaction in mind. This could encourage companies to gradually heading towards the current approach that this research introduces, which makes it easier to gather feedback from a variety of customers in an affordable way.

DOI

10.21608/cfdj.2024.323831.2058

Keywords

Sentiment Analysis, natural language processing, quality function deployment, Kano Model, Online Reviews

Authors

First Name

أيمن

Last Name

محسب

MiddleName

-

Affiliation

قسم نظم معلومات الأعمال ، کلية تکنولوجيا الإدارة ونظم المعلومات، جامعة بورسعيد، بورسعيد، مصر

Email

ayman.mohasseb@yahoo.com

City

بورسعيد

Orcid

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Volume

6

Article Issue

1

Related Issue

52472

Issue Date

2025-01-01

Receive Date

2024-09-25

Publish Date

2025-01-01

Page Start

485

Page End

523

Print ISSN

2682-3403

Online ISSN

2682-4531

Link

https://cfdj.journals.ekb.eg/article_400310.html

Detail API

https://cfdj.journals.ekb.eg/service?article_code=400310

Order

400,310

Type

المقالة الأصلية

Type Code

1,242

Publication Type

Journal

Publication Title

المجلة العلمية للدراسات والبحوث المالية والتجارية

Publication Link

https://cfdj.journals.ekb.eg/

MainTitle

Implementing Sentiment Analysis of Online Reviews to Improve Product and Customer Satisfaction: A QFD/ Kano Model Integration

Details

Type

Article

Created At

30 Dec 2024