Customer satisfaction evaluation for drugs: A research based on online reviews and PROMETHEE-II method

被引:2
|
作者
Zhao, Xiangqi [1 ]
Gao, Lixiang [1 ]
Huang, Zhe [1 ,2 ]
机构
[1] Shenyang Pharmaceut Univ, Sch Business Adm, Shenyang, Liaoning, Peoples R China
[2] Shenyang Pharmaceut Univ, Inst Regulatory Sci Med Prod, Shenyang, Peoples R China
来源
PLOS ONE | 2023年 / 18卷 / 06期
关键词
PREFERENCE; DOMINANCE;
D O I
10.1371/journal.pone.0283340
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Online reviews of consumers after purchasing drugs online reflect the factors affecting their satisfaction. How to understand customer satisfaction through online reviews and tapping their needs to improve satisfaction has become an urgent issue facing pharmaceutical e-commerce companies. Based on the online reviews of Alibaba Health Pharmacy, six representative OTC online medicines were selected for this study, including the following categories: tonics, anti-cold drugs, rheumatism and orthopaedic drugs, skin drugs, gastrointestinal drugs, vitamins, and calcium. By training and testing the LDA topic model, five potential topics are extracted as factors affecting customer satisfaction, including drug efficacy, drug cost performance, online customer service, logistics and transportation, and packaging. In this paper, Sentiment Analysis is used to process the review text to quantify the sentiment tendency of the review, and determine the evaluation scale value. Then, the random dominance among various drug factors is determined based on the Stochastic Dominance Rules. Finally, the PROMETHEE-II method is used to determine the ranking value of the importance of each factor. The results suggest that the factors in different types of OTC drugs rank differently, which is also rationalized in this paper. This study provides a significant reference for improving customer satisfaction with pharmaceutical e-commerce.
引用
收藏
页数:24
相关论文
共 50 条
  • [1] Evaluation Research on the Quality of the Railway Passenger Service Based on the Linguistic Variables and the Improved PROMETHEE-II Method
    Liu, Peide
    Guan, Zhongliang
    JOURNAL OF COMPUTERS, 2009, 4 (03) : 265 - 270
  • [2] Customer Satisfaction Attribution Analysis of Hotel Online Reviews Based on Qualitative Research Methods
    Ye, Pinghao
    Yu, Bin
    ICEBT 2018: PROCEEDINGS OF THE 2018 2ND INTERNATIONAL CONFERENCE ON E-EDUCATION, E-BUSINESS AND E-TECHNOLOGY, 2018, : 93 - 98
  • [3] The Impact of the Content of Online Customer Reviews on Customer Satisfaction: Evidence from Yelp Reviews
    Chen, Langtao
    CONFERENCE COMPANION PUBLICATION OF THE 2019 COMPUTER SUPPORTED COOPERATIVE WORK AND SOCIAL COMPUTING (CSCW'19 COMPANION), 2019, : 171 - 174
  • [4] The Impact of Hotel Customer Experience on Customer Satisfaction through Online Reviews
    Kim, Yae-Ji
    Kim, Hak-Seon
    SUSTAINABILITY, 2022, 14 (02)
  • [5] ANALYTICAL VIEW OF THE DETERMINANTS THAT AFFECT THE CUSTOMER SATISFACTION IN ACCOMMODATION BUSINESS BASED ON ONLINE CUSTOMER REVIEWS
    Fedorko, Richard
    Bacik, Radovan
    Horvath, Jakub
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE INNOVATION MANAGEMENT, ENTREPRENEURSHIP AND SUSTAINABILITY (IMES 2017), 2017, : 200 - 209
  • [6] Dynamic Measurement and Evaluation of Hotel Customer Satisfaction Through Sentiment Analysis on Online Reviews
    Zhou Gang
    Liao Chenglin
    JOURNAL OF ORGANIZATIONAL AND END USER COMPUTING, 2021, 33 (06)
  • [7] How managerial responses to online reviews affect customer satisfaction: An empirical study based on additional reviews
    Zhao, Yan
    Wen, Lingling
    Feng, Xiangnan
    Li, Ran
    Lin, Xiaolin
    JOURNAL OF RETAILING AND CONSUMER SERVICES, 2020, 57
  • [8] Revealing Customer Satisfaction With Hotels Through Multi-Site Online Reviews: A Method Based on the Evidence Theory
    Li, Mingyang
    Ma, Yumei
    Cao, Pingping
    IEEE ACCESS, 2020, 8 : 225226 - 225239
  • [9] Multigene Genetic Programming Based Fuzzy Regression for Modelling Customer Satisfaction Based on Online Reviews
    Yakubu, H.
    Kwong, C. K.
    2019 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2019, : 1541 - 1545
  • [10] Research of Supplier Fuzzy Evaluation Based on Customer Satisfaction
    Jiao, Minghai
    Hong, Xueying
    Yan, Ping
    Ren, Long
    2011 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2011, : 1770 - 1774