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Modeling the appeal of movie features to demographic segments of theatrical demand

机译:模拟电影特征对戏剧需求的人口统计特征的吸引力

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摘要

Various studies have built models, using aggregate box-office data, to predict the contribution of a motion picture’s features to its theatrical demand. But such an approach fails to represent the heterogeneous influence of movie features on demographic groups and is unable to assist market-segmentation decisions. We propose and illustrate a new approach for modeling the appeal of movie features to market segments via the use of appropriate individual-specific data and canonical correlation analysis. Specifically, through demographically detailed movie-attendance data available in Spain, we build a model of how movie features influence the demographic composition of audiences. Via a canonical correlation analysis, we identify four dimensions underlying the relationships between several movie features (country of origin, genre, objectionable content, stars, promotional effort, and critical evaluations) and audience demographics (gender, age range, presence of children, education, social class, and size of municipality). These dimensions represent the strong pairings between four moviegoer demographic profiles and four movie-feature profiles. Our approach can potentially aid in segmentation and green-lighting decisions by matching movie features with the most relevant segment-specific preferences.
机译:各种各样的研究都使用汇总的票房数据构建了模型,以预测电影功能对其剧场需求的贡献。但是,这种方法无法代表电影特征对人口统计群体的异质影响,并且无法协助市场细分决策。我们提出并说明了一种通过使用适当的特定于个人的数据和规范的相关分析来建模电影特征对细分市场吸引力的新方法。具体而言,通过西班牙提供的人口统计详细电影出勤数据,我们建立了电影特征如何影响受众人口构成的模型。通过规范的相关性分析,我们确定了几个电影特征(起源国家,类型,令人反感的内容,明星,宣传工作和严格评估)之间的关系以及四个方面的受众人口统计特征(性别,年龄范围,有儿童,教育程度) ,社会阶层和城市规模)。这些维度表示四个电影观众人口统计资料档案和四个电影特征档案之间的强配对。通过将电影功能与最相关的特定于片段的偏好进行匹配,我们的方法可以潜在地帮助进行片段分割和绿灯决策。

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