GOOD PRACTICE FOR PRODUCT MANAGEMENT DECISION-MAKING: USING AMAZON'S DATASET AND CHATGPT

被引:0
作者
Bervar, Mitja [1 ]
Bertoncel, Tine [1 ]
机构
[1] Univ Primorska, Koper, Slovenia
关键词
artificial intelligence; managerial decision-making; product management; creative industries; ChatGPT; good practice; ARTIFICIAL-INTELLIGENCE; REVIEWS;
D O I
10.24818/EA/2025/69/675
中图分类号
F [经济];
学科分类号
02 ;
摘要
This study examines how Chat Generative Pre-trained Transformer (ChatGPT) can be effectively utilised as a good practice to analyse Amazon reviews within the creative and cultural industry category of Design, particularly Arts, Crafts & Sewing. By focusing on specific products and reviews extracted from a dataset containing over 800,000 products and nearly nine million reviews, ChatGPT identified common themes and customer issues such as software problems and product reliability. When we compared ChatGPT's results with those from manual data reviews, we found that ChatGPT was adept at identifying main topics but sometimes missed detailed insights or altered the original reviews when providing examples. This indicates that while ChatGPT can quickly highlight important areas for product managers, it should be used in conjunction with human analysis to achieve a comprehensive understanding. Nonetheless, the results demonstrate that when considering group creativity, ChatGPT can be a valuable member.
引用
收藏
页码:675 / 687
页数:408
相关论文
共 44 条
[1]  
Achiam J, 2024, GPT-4 technical report, DOI DOI 10.48550/ARXIV.2303.08774
[2]   How to use generative AI as a human resource management assistant [J].
Aguinis, Herman ;
Beltran, Jose R. ;
Cope, Amando .
ORGANIZATIONAL DYNAMICS, 2024, 53 (01)
[3]   Re-Thinking Data Strategy and Integration for Artificial Intelligence: Concepts, Opportunities, and Challenges [J].
Aldoseri, Abdulaziz ;
Al-Khalifa, Khalifa N. N. ;
Hamouda, Abdel Magid .
APPLIED SCIENCES-BASEL, 2023, 13 (12)
[4]  
Amazon Reviews, 2023, Amazon Reviews 2023
[5]  
Amazon Web Services, 2024, Product Management at Amazon
[6]  
Brown TB, 2020, Arxiv, DOI [arXiv:2005.14165, DOI 10.48550/ARXIV.2005.14165]
[7]   Programming with ChatGPT: How far can we go? [J].
Bucaioni, Alessio ;
Ekedahl, Hampus ;
Helander, Vilma ;
Nguyen, Phuong T. .
MACHINE LEARNING WITH APPLICATIONS, 2024, 15
[8]  
Chen M., 2021, arXiv, DOI DOI 10.48550/ARXIV.2107.03374
[9]   The effect of word of mouth on sales: Online book reviews [J].
Chevalier, Judith A. ;
Mayzlin, Dina .
JOURNAL OF MARKETING RESEARCH, 2006, 43 (03) :345-354
[10]  
Chuma E. L., 2023, Management Science and Business Decisions, V3, P5, DOI [10.52812/msbd.63, DOI 10.52812/MSBD.63]