Project description and crowdfunding success: an exploratory study

被引:0
|
作者
Mi (Jamie) Zhou
Baozhou Lu
Weiguo (Patrick) Fan
G. Alan Wang
机构
[1] Virginia Polytechnic Institute and State University,Pamplin College of Business
[2] China University of Petroleum,School of Economics & Management
来源
关键词
Crowdfunding; Content analysis; Persuasion; Empirical study; Predictive model;
D O I
暂无
中图分类号
学科分类号
摘要
Existing research on antecedent of funding success mainly focuses on basic project properties such as funding goal, duration, and project category. In this study, we view the process by which project owners raise funds from backers as a persuasion process through project descriptions. Guided by the unimodel theory of persuasion, this study identifies three exemplary antecedents (length, readability, and tone) from the content of project descriptions and two antecedents (past experience and past expertise) from the trustworthy cue of project descriptions. We then investigate their impacts on funding success. Using data collected from Kickstarter, a popular crowdfunding platform, we find that these antecedents are significantly associated with funding success. Empirical results show that the proposed model that incorporated these antecedents can achieve an accuracy of 73 % (70 % in F-measure). The result represents an improvement of roughly 14 percentage points over the baseline model based on informed guessing and 4 percentage points improvement over the mainstream model based on basic project properties (or 44 % improvement of mainstream’s performance over informed guessing). The proposed model also has superior true positive and true negative rates. We also investigate the timeliness of project data and find that old project data is gradually becoming less relevant and losing predictive power to newly created projects. Overall, this study provides evidence that antecedents identified from project descriptions have incremental predictive power and can help project owners evaluate and improve the likelihood of funding success.
引用
收藏
页码:259 / 274
页数:15
相关论文
共 50 条
  • [1] Project description and crowdfunding success: an exploratory study
    Zhou, Mi
    Lu, Baozhou
    Fan, Weiguo
    Wang, G. Alan
    [J]. INFORMATION SYSTEMS FRONTIERS, 2018, 20 (02) : 259 - 274
  • [2] Antecedents of Crowdfunding Project Success: An Empirical Study
    Hou, Jie
    Wang, Nianxin
    Ge, Shilun
    [J]. FOURTEENTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, 2015, : 610 - 617
  • [3] Money Talks: A Predictive Model on Crowdfunding Success Using Project Description
    Zhou, Mi
    Du, Qianzhou
    Zhang, Xuan
    Qiao, Zhilei
    Wang, Alan G.
    Fan, Weiguo
    [J]. AMCIS 2015 PROCEEDINGS, 2015,
  • [4] Key Factors for Project Crowdfunding Success: An Empirical Study
    Fernandez-Blanco, Aladino
    Villanueva-Balsera, Joaquin
    Rodriguez-Montequin, Vicente
    Moran-Palacios, Henar
    [J]. SUSTAINABILITY, 2020, 12 (02)
  • [5] The Importance of Project Description to Charitable Crowdfunding Success: The Mediating Role of Forwarding Times
    Lu, Liangdong
    Jiang, Weijian
    Xu, Jia
    Wang, Fei
    [J]. FRONTIERS IN PSYCHOLOGY, 2022, 13
  • [6] Software project managers and project success: An exploratory study
    Procaccino, J. Drew
    Verner, June M.
    [J]. JOURNAL OF SYSTEMS AND SOFTWARE, 2006, 79 (11) : 1541 - 1551
  • [7] An Exploratory Analysis of Title II Crowdfunding Success
    [J]. PROCEEDINGS OF THE 50TH ANNUAL HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES, 2017, : 4314 - 4323
  • [8] Project Success Prediction in Crowdfunding Environments
    Li, Yan
    Rakesh, Vineeth
    Reddy, Chandan K.
    [J]. PROCEEDINGS OF THE NINTH ACM INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING (WSDM'16), 2016, : 247 - 256
  • [9] The Influence on Crowdfunding Users on Project Success
    Tan, Yee Heng
    Reddy, Srinivas K.
    [J]. FOUNDATIONS AND TRENDS IN MARKETING, 2020, 14 (02): : 96 - 113
  • [10] Project Implementation Success in Reward-Based Crowdfunding: An Empirical Study
    Zheng, Haichao
    Xu, Bo
    Wang, Tao
    Chen, Dongyu
    [J]. INTERNATIONAL JOURNAL OF ELECTRONIC COMMERCE, 2017, 21 (03) : 424 - 448