微信公众平台文章对献血行为影响的大数据分析方法

Xinyu Guo, Xu Chen, Xiaoke Liang
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引用次数: 0

摘要

目的本文旨在利用微信公众平台数据和献血行为数据,探讨微信公众平台文章(简称WPP)对献血行为的影响及机制。它首先量化了 WPP 发表的文章对献血行为的影响。在此基础上,选取文章发表当天的数据,从阅读量的角度进一步研究文章传播对捐献行为的影响,并分析文章阅读量的影响因素。结果结果显示,文章发表当天,献血量和粉丝注册量分别增加了 13.8%和 14.3%。存在中介效应。然而,文章发表后第二天,对献血量不再有任何影响。阅读量每增加 1%,文章发表当天的献血量就会增加 0.13%,而文章质量则会促进这一积极影响。简洁的文章标题和正文以及丰富的图片有助于提高阅读量。此外,献血者更愿意阅读有关血液动态和献血宣传的文章,而有关新闻、公告和行政事务的文章则会降低他们的阅读倾向。第二,作者研究了社交媒体文章传播的影响力和时效性,解决了现有研究的不足。第三,该研究为文章的编辑和发布提供了科学依据,有助于血站提高宣传和招募效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A big data analytics method for the influence of WeChat public platform articles on blood donation behavior
PurposeThe 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/approachThis 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.FindingsThe 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/valueFirst, 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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