A big data analytics method for the influence of WeChat public platform articles on blood donation behavior

捐赠 阅读(过程) 献血者 晋升(国际象棋) 独创性 价值(数学) 计算机科学 分析 心理学 医学 社会心理学 数据科学 政治学 机器学习 政治 创造力 法学 免疫学
作者
Xinyu Guo,Xu Chen,Xiaoke Liang
出处
期刊:Industrial Management and Data Systems [Emerald (MCB UP)]
卷期号:124 (3): 1026-1049 被引量:2
标识
DOI:10.1108/imds-08-2023-0571
摘要

Purpose The purpose of this paper is to explore the impact and mechanism of WeChat public platforms articles (abbreviated as WPP) on blood donation behavior using data of WPPA and donation behavior data. Design/methodology/approach This paper uses multiple linear regression methods, web crawlers and natural language processing technology. It first quantifies the impact of WPP published articles on donation behavior. On this basis, it then selects data from the day of article publication to further study the impact of article dissemination on donation behavior from the perspective of reading quantity, and analyzes the influencing factors of article reading quantity. Findings The results show that on the same day that an article is published, there is an increase of 13.8 and 14.3% in blood donation volume and fan registrations, respectively. The mediating effect exists. However, the day after an article is published, there is no longer any effect on blood donations. With a 1% increase in reading quantity, blood donation volume on the day of article publication increases by 0.13%, and this positive impact is promoted by the quality of the articles. A conc ise articles title and body and rich images help drive reading quantity. Moreover, blood donors prefer to read articles about blood dynamics and donation promotion, while articles about news, announcements and administrative affairs make them less inclined to read. Originality/value First, it focuses on WPPA, quantifies the impact of articles on blood donation behavior and analyzes the mechanism. Second, the authors study the impact and timeliness of social media article dissemination to address the insufficiency of existing research. Third, the study provides a scientific basis for the editing and publishing of articles, helping blood banks improve the effectiveness of publicity and recruitment.
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