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2026, 08, v.42 11-17
绿色产品重购意愿的驱动机制与组态路径——基于LDA、SEM和fsQCA的混合方法
基金项目(Foundation): 国家自然科学基金项目“面向网络社群的团购机制创新研究”(71662024); 内蒙古自然科学基金项目“参照群体影响个体低碳产品购买行为的神经机制及预测研究”(2023MS07001); 内蒙古自治区研究生科研创新项目“外部干预策略对消费者持续绿色消费意愿的影响机制:基于文本挖掘和神经科学”(KC2024060S)
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发布时间: 2026-08-03
出版时间: 2026-08-03
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摘要:

绿色消费作为生态文明建设的重要抓手,其市场可持续发展受消费者重复购买行为的影响。论文整合了潜在狄利克雷分配(LDA)、结构方程模型(SEM)与模糊集定性比较分析(fsQCA)三种方法,构建“客观识别—主观验证—组态解析”的研究框架,系统探究绿色产品重购意愿的影响因素与组态路径。研究发现,LDA识别出服务、物流、设计、价格、功能、节能与环保是绿色产品重购意愿的核心影响因素,SEM验证了7个因素对重购意愿的显著正向影响。此外,fsQCA将其归纳为绿色属性主导型、价格驱动型与绿色补偿型三类模型,揭示了环保、节能与价格作为核心要素的替代效应和组合机制。论文突破了单一方法局限,通过创新混合研究设计,为消费行为研究提供了从变量提取到组态解析的范式,深化了对绿色产品重复购买行为的理解。实践上,为企业制定差异化策略与政府优化绿色政策提供了精准依据,助力“双碳”目标的长效落地。

Abstract:

Green consumption is a critical instrument for advancing ecological civilization,and the sustainable development of the green product market fundamentally depends on consumers’ repeat purchase behavior.This study integrates latent Dirichlet allocation (LDA),structural equation modeling(SEM),and fuzzy-set qualitative comparative analysis (fsQCA) to construct a research framework of “objective identification-subjective validation-configurational analysis”,thereby systematically examining the determinants and configurational pathways of green product repurchase intention.The LDA results identify service,logistics,design,price,functionality,energy efficiency,and environmental friendliness as the core factors influencing green product repurchase intention.SEM further confirms that all seven factors exert significant positive effects on repurchase intention.In addition,fsQCA synthesizes these factors into three distinct configurational models—green-attribute-dominant,price-driven,and green-compensation—revealing the substitutive effects and combinatorial mechanisms among environmental friendliness,energy efficiency,and price as core conditions.By transcending the limitations of single-method approaches,this study advances the consumer behavior literature through an innovative mixed-methods design that offers a comprehensive paradigm from variable extraction to configurational analysis,thereby deepening the understanding of green product repeat purchasing behavior.From a practical perspective,the findings provide precise guidance for firms in formulating differentiated strategies and for governments in optimizing green policies,contributing to the sustained implementation of the dual carbon goals.

参考文献

[1]熊小明,黄静,林涛.环保消费重购意愿的影响机制:目标进展视角[J].财经论丛,2018(1):86-96.

[2]Asif M H,Tan Z,Irfan M,et al.Do environmental knowledge and green trust matter for purchase intention of eco-friendly home appliances?An application of extended theory of planned behavior[J].Environmental Science and Pollution Research,2023,30(13):37762-37774.

[3]Hu T,Chao C,Lin C.The role of social media marketing in green product repurchase intention[J].Sustainability,2024,16(14):5916.

[4]陈土霞,杜松华,于秀丽.绿色消费行为研究述评:基于文献计量分析及知识结构构建[J].生态经济,2025,41(11):217-227.

[5]Luo B,Li L,Sun Y.Understanding the influence of consumers’ perceived value on energy-saving products purchase intention[J].Frontiers in Psychology,2022,12:640376.

[6]马果,王璇,陈静,等.城镇消费者节能家电购买行为及影响因素研究[J].重庆大学学报(社会科学版),2012,18(6):36-45.

[7]Su L,Swanson S R.The effect of destination social responsibility on tourist environmentally responsible behavior:Compared analysis of first-time and repeat tourists[J].Tourism Management,2017,60:308-321.

[8]Wang Z,Sun Q,Wang B,et al.Purchasing intentions of Chinese consumers on energy-efficient appliances:Is the energy efficiency label effective?[J].Journal of Cleaner Production,2019,238:117896.

[9]张学睦,王希宁.生态标签对绿色产品购买意愿的影响:以消费者感知价值为中介[J].生态经济,2019,35(1):59-64.

[10]盛光华,岳蓓蓓,龚思羽.企业反馈会促进绿色重购意向吗?:购后价值反馈策略对消费者绿色重购意向的影响研究[J].外国经济与管理,2019,41(10):3-16.

[11]Pahlevi M R,Suhartanto D.The integrated model of green loyalty:Evidence from eco-friendly plastic products[J].Journal of Cleaner Production,2020,257:120844.

[12]Guan C,Lin B.Do consumers concern about energy saving in purchasing energy-efficient home appliances?Evidence from online e-commerce review[J].Energy Policy,2024,193:114277.

[13]Nieto Y,García-Díaz V,Montenegro C,et al.Supporting academic decision making at higher educational institutions using machine learning-based algorithms[J].Soft Computing,2019,23(12):4145-4153.

[14]卢恒,张向先,闫伟,等.基于UGC知识类聚的虚拟学术社区分面式导航服务研究[J].情报理论与实践,2022,45(8):169-177.

[15]Blei D M,Ng A Y,Jordan M I.Latent dirichlet allocation[J].Journal of Machine Learning Research,2003,3:993-1022.

[16]Liu F,Hung L,Wu J,et al.Listening to online reviews:A mixed-methods investigation of customer experience in the sharing economy[J].Decision Support Systems,2021,149:113609.

[17]Zhou T.An empirical examination of continuance intention of mobile payment services[J].Decision Support Systems,2013,54(2):1085-1091.

[18]Zhou Z,Qin J,Xiang X,et al.News text topic clustering optimized method based on TF-IDF algorithm on spark[J].Computers,Materials & Continua,2020,62(1):217-231.

[19]Ngo T T A,An G K,Dao D K,et al.Roles of logistics service quality in shaping generation Z customers’ repurchase intention and electronic word of mouth in E-commerce industry[J].PLOS One,2025,20(5):e0323962.

[20]Le T T,Tran P Q,Lam N P,et al.Logistic service quality on young consumers’ repurchase intention:An empirical study in emerging economy[J].Operations Management Research,2023,16(4):2174-2191.

[21]Shi A,Huo F,Hou G.Effects of design aesthetics on the perceived value of a product[J].Frontiers in Psychology,2021,12:670800.

[22]Breiby M A,Slåtten T.The role of aesthetic experiential qualities for tourist satisfaction and loyalty[J].International Journal of Culture,Tourism and Hospitality Research,2018,12(1):1-14.

[23]Filieri R,Lin Z.The role of aesthetic,cultural,utilitarian and branding factors in young Chinese consumers’ repurchase intention of smartphone brands[J].Computers in Human Behavior,2017,67:139-150.

[24]Bag S,Tiwari M K,Chan F T.Predicting the consumer’s purchase intention of durable goods:An attribute-level analysis[J].Journal of Business Research,2019,94:408-419.

[25]Wang F,Wang K,Han Y,et al.Influences of design-driven FMCG on consumers’ purchase intentions:A test of S-O-R model[J].Humanities and Social Sciences Communications,2024,11:852.

[26]Guo S,Lu C,Li H,et al.Influence mechanism of energy efficiency label on consumers’ purchasing behavior of energy-saving household appliances[J].Frontiers in Psychology,2021,12:711854.

[27]Nguyen H V,Le B N,Lim W M,et al.Consumer purchases of energy-efficient appliances:A systematic literature review and research agenda[J].Energy Efficiency,2025,18(4):29.

[28]Zhang G,Li J,Tan M,et al.The influence of green product type,message framing,and anticipated pride on green consumption behavior:An event-related potential (ERP) study[J].Brain Sciences,2023,13(10):1427.

[29]Schulte E,Scheller F,Sloot D,et al.A meta-analysis of residential PV adoption:The important role of perceived benefits,intentions and antecedents in solar energy acceptance[J].Energy Research & Social Science,2022,84:102339.

[30]刘佳,邹韵婕,刘泽溪.基于SEM模型的电商直播中消费者购买意愿影响因素分析[J].统计与决策,2021,37(7):94-97.

[31]Ahn T,Ryu S,Han I.The impact of web quality and playfulness on user acceptance of online retailing[J].Information & Management,2007,44(3):263-275.

[32]Phan T L,Le T.The influence of perceived price and quality of delivery on online repeat purchase intention:The evidence from Vietnamese purchasers[J].Cogent Business & Management,2023,10(1):2173838.

[33]Hsiao K,Chen C.What drives smartwatch purchase intention?Perspectives from hardware,software,design,and value[J].Telematics and Informatics,2018,35(1):103-113.

[34]Akroush M N,Zuriekat M I,Al J H I,et al.Determinants of purchasing intentions of energy-efficient products:The roles of energy awareness and perceived benefits[J].International Journal of Energy Sector Management,2019,13(1):128-148.

[35]Lin C,Dong C.Exploring consumers’ purchase intention on energy-efficient home appliances:Integrating the theory of planned behavior,perceived value theory,and environmental awareness[J].Energies,2023,16(6):2669.

[36]Fu W,Zhou Y,Li L,et al.Understanding household electricity-saving behavior:Exploring the effects of perception and cognition factors[J].Sustainable Production and Consumption,2021,28:116-128.

[37]He X,Zhan W,Hu Y.Consumer purchase intention of electric vehicles in China:The roles of perception and personality[J].Journal of Cleaner Production,2018,204:1060-1069.

[38]盛光华,葛万达,汤立.消费者环境责任感对绿色产品购买行为的影响:以节能家电产品为例[J].统计与信息论坛,2018,33(5):114-120.

[39]Sehgal N,Jham V,Malhotra G.Does green brand anthropomorphism influence repurchase intention?Understanding the impact of brand warmth,psychological ownership,and self-brand congruity[J].Journal of Retailing and Consumer Services,2023,75:103546.

[40]Ragin C C,Strand S I,Rubinson C.User’s guide to fuzzy-set/qualitative comparative analysis[EB/OL].[2026-05-26].https://www.academia.edu/31660837/USERS_GUIDE_TO_Fuzzy_Set_Qualitative_Comparative_Analysis.

[41]An W,Rüling C,Zheng X,et al.Configurations of effectuation,causation,and bricolage:Implications for firm growth paths[J].Small Business Economics,2020,54:843-864.

基本信息:

中图分类号:X322;F713.55

引用信息:

[1]张鹏,蔡明峰,梅蕾.绿色产品重购意愿的驱动机制与组态路径——基于LDA、SEM和fsQCA的混合方法[J].生态经济,2026,42(08):11-17.

基金信息:

国家自然科学基金项目“面向网络社群的团购机制创新研究”(71662024); 内蒙古自然科学基金项目“参照群体影响个体低碳产品购买行为的神经机制及预测研究”(2023MS07001); 内蒙古自治区研究生科研创新项目“外部干预策略对消费者持续绿色消费意愿的影响机制:基于文本挖掘和神经科学”(KC2024060S)

发布时间:

2026-08-03

出版时间:

2026-08-03

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