中文版 | English
Title

Quantifying Award Network and Career Development in the Movie Industry

Author
Corresponding AuthorMa,Yifang
Publication Years
2022-06-22
DOI
Source Title
ISSN
2296-424X
Volume10
Abstract
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.
Keywords
URL[Source Record]
Indexed By
Language
English
SUSTech Authorship
First ; Corresponding
WOS Research Area
Physics
WOS Subject
Physics, Multidisciplinary
WOS Accession No
WOS:000827294700001
Publisher
Scopus EID
2-s2.0-85133730408
Data Source
Web of Science
Citation statistics
Cited Times [WOS]:0
Document TypeJournal Article
Identifierhttp://kc.sustech.edu.cn/handle/2SGJ60CL/355913
DepartmentDepartment of Statistics and Data Science
Affiliation
Department of Statistics and Data Science,Southern University of Science and Technology,Shenzhen,China
First Author AffilicationDepartment of Statistics and Data Science
Corresponding Author AffilicationDepartment of Statistics and Data Science
First Author's First AffilicationDepartment of Statistics and Data Science
Recommended Citation
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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