Detecting Fraudulent Behavior on Crowdfunding Platforms: The Role of Linguistic and Content-Based Cues in Static and Dynamic Contexts

被引:121
作者
Siering, Michael [1 ,2 ]
Koch, Jascha-Alexander [1 ,2 ]
Deokar, Amit V. [3 ]
机构
[1] Goethe Univ Frankfurt, Frankfurt, Germany
[2] E Finance Lab, Frankfurt, Germany
[3] Univ Massachusetts Lowell, Robert J Manning Sch Business, Management Informat Syst, Lowell, MA 01852 USA
关键词
crowdfunding; deception detection; fraud detection; text mining; content-based cues; linguistic cues; COMPUTER-MEDIATED COMMUNICATION; INTERPERSONAL DECEPTION; KNOWLEDGE DISCOVERY; INFORMATION; RICHNESS;
D O I
10.1080/07421222.2016.1205930
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Crowdfunding platforms offer founders the possibility to collect funding for project realization. With the advent of these platforms, the risk of fraud has risen. Fraudulent founders provide inaccurate information or pretend interest toward a project. Within this study, we propose deception detection support mechanisms to address this novel type of Internet fraud. We analyze a sample of fraudulent and nonfraudulent projects published at a leading crowdfunding platform. We examine whether the analysis of dynamic communication during the funding period is valuable for identifying fraudulent behavior-apart from analyzing only the static information related to the project. We investigate whether content-based cues and linguistic cues are valuable for fraud detection. The selection of cues and the subsequent feature engineering is based on theories in areas of communication, psychology, and computational linguistics. Our results should be helpful to the stakeholders of crowdfunding platforms and researchers of fraud detection.
引用
收藏
页码:421 / 455
页数:35
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