The effect of social media influencer marketing on sustainable food purchase: Perspectives from multi-group SEM and ANN analysis

被引:36
作者
Wu, Yanhong [1 ]
Yang, Shaohua [2 ]
Liu, Danping [3 ]
机构
[1] Univ Sains Malaysia, Sch Commun, George Town 11800, Malaysia
[2] Anhui Univ Technol, Sch Business, Maanshan 243099, Peoples R China
[3] Xihua Univ, Sch Management, Chengdu 610039, Peoples R China
关键词
ANN; Sustainable food; Social media influencer; Intimate self -disclosure; Environmental concern; Spending self-control; PLS-SEM; ENVIRONMENTAL CONCERN; GENERATION Y; SELF-CONTROL; CONSUMPTION; CONSUMERS; BEHAVIOR; DETERMINANTS; DISCLOSURE; PRODUCTS;
D O I
10.1016/j.jclepro.2023.137890
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study examines the impact of social media influencers' (SMIs) intimate self-disclosure, environmental concern, and spending self-control on consumers' sustainable food purchase intention and explores the mediating effect of consumption value. It ranks the relative importance of these factors and measures generational differences on the impact of SMIs. Data from 628 respondents obtained via an online survey was analyzed using a dual-stage multi-group structural equation model (SEM) and artificial neural network (ANN) techniques. The SEM revealed that SMIs' intimate self-disclosure, environmental concern, and spending self-control positively affected sustainable food purchase intention by mediating social and epistemic values. A multi-group analysis of the SEM found no significant generational differences. The ANN indicated that consumer purchases of sustainable food were primarily associated with SMIs' spending self-control followed by their environmental concern. The ANN predicted consumer sustainable food purchase intention with 99.4% accuracy. Theoretically, this study enhances the knowledge of how consumers internalize social media influencer marketing (SMIM) and encourages their endorsement of sustainable foods by introducing TCV into the SOR framework. It also refutes the view that SMIs are significant only for younger generations and reveals the relative importance of SMIs impact factors from a non-linear perspective. From a practical perspective, we offer a specific SMIM investment strategy to maximize consumers' sustainable food purchases and several persuasive strategies for SMIs as opinion leaders. From a societal perspective, this research promotes sustainable development, human health, and a sustainable food economy.
引用
收藏
页数:14
相关论文
共 122 条
[1]   The role of consciousness in sustainable food consumption: a cultural comparison [J].
Ahn, Jiseon ;
Shamim, Amjad .
SOCIAL RESPONSIBILITY JOURNAL, 2023, 19 (07) :1263-1275
[2]  
Al Khasawneh M., 2021, EFFECT CORONAVIRUS D, P385, DOI DOI 10.1007/978-3-030-67151-8_22
[3]   Based on the multi-assessment model: Towards a new context of combining the artificial neural network and structural equation modelling: A review [J].
Albahri, A. S. ;
Alnoor, Alhamzah ;
Zaidan, A. . A. . ;
Albahri, O. S. ;
Hameed, Hamsa ;
Zaidan, B. B. ;
Peh, S. S. ;
Zain, A. B. ;
Siraj, S. B. ;
Alamoodi, A. H. ;
Yass, A. . A. . .
CHAOS SOLITONS & FRACTALS, 2021, 153
[4]   Hybrid artificial neural network and structural equation modelling techniques: a survey [J].
Albahri, A. S. ;
Alnoor, Alhamzah ;
Zaidan, A. A. ;
Albahri, O. S. ;
Hameed, Hamsa ;
Zaidan, B. B. ;
Peh, S. S. ;
Zain, A. B. ;
Siraj, S. B. ;
Masnan, A. H. B. ;
Yass, A. A. .
COMPLEX & INTELLIGENT SYSTEMS, 2022, 8 (02) :1781-1801
[5]   Examining the impact of influencers' credibility dimensions: attractiveness, trustworthiness and expertise on the purchase intention in the aesthetic dermatology industry [J].
AlFarraj, Omayma ;
Alalwan, Ali Abdallah ;
Obeidat, Zaid Mohammad ;
Baabdullah, Abdullah ;
Aldmour, Rand ;
Al-Haddad, Shafig .
REVIEW OF INTERNATIONAL BUSINESS AND STRATEGY, 2021, 31 (03) :355-374
[6]   Boosting ecological food consumption behavior among millennials: role of health consciousness, perceived consumer effectiveness and ethical self-identity [J].
Amin, Sanjida ;
Tarun, Md Touhiduzzaman .
MANAGEMENT OF ENVIRONMENTAL QUALITY, 2022, 33 (06) :1344-1361
[7]   A comparative study of CB-SEM and PLS-SEM for theory development in family firm research [J].
Astrachan, Claudia Binz ;
Patel, Vijay K. ;
Wanzenried, Gabrielle .
JOURNAL OF FAMILY BUSINESS STRATEGY, 2014, 5 (01) :116-128
[8]   "Stop the unattainable ideal for an ordinary me!" fostering parasocial relationships with social media influencers: The role of self-discrepancy [J].
Aw, Eugene Cheng-Xi ;
Chuah, Stephanie Hui-Wen .
JOURNAL OF BUSINESS RESEARCH, 2021, 132 :146-157
[9]   Consumption, knowledge, and food safety practices of Brazilian seafood consumers [J].
Baptista, Rafaela C. ;
Rodrigues, Heber ;
Sant'Ana, Anderson S. .
FOOD RESEARCH INTERNATIONAL, 2020, 132
[10]  
Bertrandias L, 2014, J CONSUM MARK, V31, P417, DOI 10.1108/JCM-05-2014-0966