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Using the Hierarchical Linear Model to Forecast Movie Box-Office Performance : The Effect of Online Word of Mouth

첫 페이지 보기
  • 발행기관
    한국경영정보학회 바로가기
  • 간행물
    Asia Pacific Journal of Information Systems KCI 등재 바로가기
  • 통권
    제25권 제3호 (2015.09)바로가기
  • 페이지
    pp.563-578
  • 저자
    Jongmin Park, Yeojin Chung, Yoonho Cho
  • 언어
    영어(ENG)
  • URL
    https://www.earticle.net/Article/A254179

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원문정보

초록

영어
Forecasting daily box-office performance is critical for planning the distribution of marketing resources, and by extension, maximizing profits. For certain movies, the number of viewers increases rapidly at the beginning of their theatrical run, and the increments slow down later. Other movies are not popular in the beginning, but the audience sizes grow rapidly afterward. Thus, the audience attendance of movies grow in different trajectories, which are influenced by various factors including marketing budget, distributors, directors, actors, and word of mouth. In this paper, we propose a method for predicting the daily performance trajectory of running movies based on the hierarchical linear model. More specifically, we focus on the effect of online word of mouth on the shape of the growth curves. We fitted the mean trajectory of the cumulative audience size as a cubic function of time, and allowed the intercept and slope to vary movie-to-movie. Moreover, we fitted the linear slope with a function of online word of mouth predictors to help determine the shape of the trajectories. Finally, we provide performance predictions for individual movies.

목차

ABSTRACT
 Ⅰ. Introduction
 Ⅱ. Data Preparation
  2.1. Data Collection
  2.2. Predictor Variables
 Ⅲ. Hierarchical Linear Models
 Ⅳ. Results
  4.1. Parameter Estimates and Mean Trajectories
  4.2. Model Validation
 Ⅴ. Conclusion
 

키워드

Box-Office Performance Hierarchical Linear Model Growth Curve Model

저자

  • Jongmin Park [ Graduate Student, Graduate School of Business Administration, Kookmin University, Korea ]
  • Yeojin Chung [ Assistant Professor, College of Business Administration, Kookmin University, Korea ] Corresponding Author
  • Yoonho Cho [ Professor, College of Business Administration, Kookmin University, Korea ]

참고문헌

자료제공 : 네이버학술정보

간행물 정보

발행기관

  • 발행기관명
    한국경영정보학회 [The Korea Society of Management information Systems]
  • 설립연도
    1989
  • 분야
    사회과학>경영학
  • 소개
    이 학회는 경영정보학의 연구 및 교류를 촉진하고 학문의 발전과 응용에 공헌함을 목적으로 합니다.

간행물

  • 간행물명
    Asia Pacific Journal of Information Systems
  • 간기
    계간
  • pISSN
    2288-5404
  • eISSN
    2288-6818
  • 수록기간
    1990~2026
  • 등재여부
    KCI 등재,SCOPUS
  • 십진분류
    KDC 325 DDC 658

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