一个社交媒体竞争情报框架,用于品牌主题识别和客户参与预测
1Department of Marketing & Strategy, Rabat Business School, International University of Rabat, Rabat-Salé, Morocco.
PloS one
|November 25, 2024
概括
随着COVID-19大流行,餐饮品牌的社交媒体主题发生了变化,引入了"社会责任"和"无接触订购". 一个新的框架使用机器学习模型预测客户参与,例如随机森林和C5.0.0.
科学领域:
- * 社交媒体分析
- * 营销情报服务提供商
- * 数据科学是一门数据科学.
背景情况:
- *COVID-19大流行大大改变了社交媒体平台上的客户参与.
- *这种转变需要更新营销策略和竞争情报方法.
- *现有的框架往往缺乏整合外部因素,如流行病和预测能力.
研究的目的:
- * 引入一个新的社交媒体竞争情报框架.
- * 为了检测COVID-19前后品牌主题的变化.
- * 预测社交媒体上的客户参与度.
主要方法:
- * 一项经验研究分析了23家美国领先的餐饮品牌的推文.
- * 利用亚马逊理解和隐藏的迪里克莱特分配 (LDA) 进行主题和情绪分析.
- * 训练并比较了六种用于预测客户参与度的机器学习算法.
主要成果:
- * 发现流行后社交媒体主题从"食物和生活方式"转变为"社会责任"和"无接触订购".
- * 随机森林和C5.0 (C50) 在预测客户参与方面表现优异.
- *随机森林在预测"喜欢"和"转发"方面表现出色,而C50在预测"回复"方面是最佳的.
结论:
- * 拟议的框架为社交媒体竞争情报提供了更全面的方法.
- * 它整合了外部影响 (例如,流行病) 并将话题检测与参与预测相结合.
- * 这提高了企业在动态环境中调整营销策略的能力.
更多相关视频
相关概念视频
Stereotype Content Model
14.0K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.0K
Social Proof
27.5K
Social proof is a form of persuasion based on comparison and conformity. People compare their behavior and actions to what others are doing and will change to conform to do what their peers do.
27.5K
The Sense of Self: Reflected Self-Appraisal and Social Comparison
49.7K
According to Charles Cooley, we base our image on what we think other people see (Cooley 1902). We imagine how we must appear to others, then react to this speculation. We don certain clothes, prepare our hair in a particular manner, wear makeup, use cologne, and the like—all with the notion that our presentation of ourselves is going to affect how others perceive us. We expect a certain reaction, and, if lucky, we get the one we desire and feel good about it. But more than that, Cooley...
49.7K
Intelligence
6.6K
The term "intelligence" is complex because it refers to both behavior and individuals, and its interpretation varies across cultures. European Americans tend to link intelligence with reasoning and cognitive skills, while in Kenya, it is tied to responsible participation in family and social life. In Uganda, intelligence is seen as the ability to know the right actions and carry them out effectively, while the Iatmul people of Papua New Guinea associate it with the capacity to remember...
6.6K
Factorial Design
13.0K
Factorial Analysis is an experimental design that applies Analysis of Variance (ANOVA) statistical procedures to examine a change in a dependent variable due to more than one independent variable, also known as factors. Changes in worker productivity can be reasoned, for example, to be influenced by salary and other conditions, such as skill level. One way to test this hypothesis is by categorizing salary into three levels (low, moderate, and high) and skills sets into two levels (entry level...
13.0K
Group Polarization
34.2K
Group polarization is the strengthening of an original group attitude following the discussion of views within a group (Teger & Pruitt, 1967). That is, if a group initially favors a viewpoint, after discussion the group consensus is likely a stronger endorsement of the viewpoint. Conversely, if the group was initially opposed to a viewpoint, group discussion would likely lead to stronger opposition.
34.2K


