中文版 | English
题名

Quantifying Award Network and Career Development in the Movie Industry

作者
通讯作者Ma,Yifang
发表日期
2022-06-22
DOI
发表期刊
ISSN
2296-424X
卷号10
摘要
In show business, awards are conferred to persons and films to provide incentives to performers' future career development through periodic film festivals and events. In this work, we focused on exploring the growth and dynamics of the film award system, the structure of the award network, and the relationships between historical performance, collaborations, and future career success of performers in the movie industry. We collected data from IMDb, which covers more than 3.5K movie events for 520K individuals with their award-winning and career records for over 90 years. By using network analysis and regression models, we find several novel results. At first, we found the exponential proliferation of awards across all genres of films and all professions of individuals and the uneven distribution of the number of awards in careers across time. More than 30% of the performers have won multiple awards. Second, we built an award network to reveal the interlocks between awards based on multiple award-winning phenomena. We found that for prestigious awards, 47% of the linkages were over-representative than the expectations from the null model. Furthermore, the performers' collaboration network was highly clustered, exhibiting a high propensity of linkages between awarded performers. Lastly, our regression models revealed that multiple factors were related to performers' early career success and award winning. Specifically, we showed that along with the performers' historical achievements, their collaborators serve an important role in award winning after being nominated, with the scope and depth of the impact differing in the awards' prestige. This work has strong implications for the harmonious dynamics of the movie industry and the career development of performers.
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相关链接[来源记录]
收录类别
语种
英语
学校署名
第一 ; 通讯
WOS研究方向
Physics
WOS类目
Physics, Multidisciplinary
WOS记录号
WOS:000827294700001
出版者
Scopus记录号
2-s2.0-85133730408
来源库
Web of Science
引用统计
被引频次[WOS]:3
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/355913
专题理学院_统计与数据科学系
作者单位
Department of Statistics and Data Science,Southern University of Science and Technology,Shenzhen,China
第一作者单位统计与数据科学系
通讯作者单位统计与数据科学系
第一作者的第一单位统计与数据科学系
推荐引用方式
GB/T 7714
Liu,Yixuan,Ma,Yifang. Quantifying Award Network and Career Development in the Movie Industry[J]. Frontiers in Physics,2022,10.
APA
Liu,Yixuan,&Ma,Yifang.(2022).Quantifying Award Network and Career Development in the Movie Industry.Frontiers in Physics,10.
MLA
Liu,Yixuan,et al."Quantifying Award Network and Career Development in the Movie Industry".Frontiers in Physics 10(2022).
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