Evaluating the Effectiveness of Recommendation Engines on Customer Experience Across Product Categories

被引:0
|
作者
Sasanuma, Katsunobu [1 ]
Yang, Gyung Yeol [1 ]
机构
[1] Nagoya Univ Commerce & Business, Nisshin, Japan
关键词
AI-Powered Tools; Correlation Analysis; Customer Journey; Online Marketing; Recommendation Engine; Similarity Analysis; ENGAGEMENT; CHOICE; AI;
D O I
10.4018/IJTHI.345928
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
Artificial intelligence (AI)-powered tools such as recommendation engines are widely used in online marketing and e-commerce; however, online retailers often deploy these tools without understanding which human factors play a role in which products and at which stage of the customer journey. Understanding the interaction between AI-powered tools and humans can help practitioners create more effective online marketing platforms and improve human interaction with e-commerce tools. This paper examines customers' reliance on recommendation engines when purchasing fashion goods, electronics, and media content such as video and music. This paper also discusses the potential for improvement in recommendation engines in online marketing and e-commerce.
引用
收藏
页数:22
相关论文
共 50 条
  • [41] In search of the emotional experience of innovative products across categories
    Ren, Jingyuan
    Liu, Kun
    Shen, Wangbing
    Luo, Jing
    PSYCH JOURNAL, 2021, 10 (01) : 96 - 111
  • [42] EXTERNAL SEARCH EFFORT - AN INVESTIGATION ACROSS SEVERAL PRODUCT CATEGORIES
    BEATTY, SE
    SMITH, SM
    JOURNAL OF CONSUMER RESEARCH, 1987, 14 (01) : 83 - 95
  • [43] Children influence on family purchase decisions across product categories
    Chetna Arora
    Saloni Pawan Diwan
    SN Business & Economics, 2 (7):
  • [44] Counterfactual inference for consumer choice across many product categories
    Robert Donnelly
    Francisco J.R. Ruiz
    David Blei
    Susan Athey
    Quantitative Marketing and Economics, 2021, 19 : 369 - 407
  • [45] Counterfactual inference for consumer choice across many product categories
    Donnelly, Robert
    Ruiz, Francisco J. R.
    Blei, David
    Athey, Susan
    QME-QUANTITATIVE MARKETING AND ECONOMICS, 2021, 19 (3-4): : 369 - 407
  • [46] Nationwide Trends in Blood Product Utilization by Major Procedural Categories: Evidence of Effectiveness of Blood Management Programs Across The Nation
    Goel, R.
    Chappidi, M.
    Patel, E.
    Frank, S. M.
    Ness, P. M.
    Cushing, M. M.
    Tobian, A. A. R.
    ANESTHESIA AND ANALGESIA, 2017, 125 : 12 - 13
  • [47] The Measurement Invariance of Customer Loyalty and Customer Experience across Firms, Industries, and Countries
    Gravelle, Timothy B.
    METHODS DATA ANALYSES, 2021, 15 (02): : 191 - 213
  • [48] Analyzing Methods, Instruments, and Tools for Evaluating the Customer eXperience
    Rojas, Luis
    Quinones, Daniela
    SOCIAL COMPUTING AND SOCIAL MEDIA: APPLICATIONS IN EDUCATION AND COMMERCE, SCSM 2022, PT II, 2022, 13316 : 317 - 330
  • [49] Analyzing Methods, Instruments, and Tools for Evaluating the Customer eXperience
    Rojas, Luis
    Quiñones, Daniela
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2022, 13316 LNCS : 317 - 330
  • [50] CUSTOMER EXPERIENCE AS AN IMPORTANT FACTOR IN EVALUATING TELECOMMUNICATIONS SERVICES
    Vukovic, Dijana
    Zunac, Ana Globocnik
    Juric, Boris
    INTERNATIONAL JOURNAL FOR QUALITY RESEARCH, 2023, 17 (02) : 427 - 440