众筹成功的文本情感分析和描述特征:网络安全和物联网行业案例

IF 7.1 3区 管理学 Q1 BUSINESS Electronic Markets Pub Date : 2024-04-29 DOI:10.1007/s12525-024-00712-4
Abraham Yosipof, Netanel Drori, Or Elroy, Yannis Pierraki
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引用次数: 0

摘要

众筹平台为创业者提供了评估技术、验证市场和筹集资金的机会。这些平台还为技术提供了迅速从研究过渡到市场的机会,这在瞬息万变的行业中尤为重要。在本研究中,我们调查了项目宣传文本中表达的情感和项目特征如何影响网络安全和物联网(IoT)等创新行业众筹的成功。我们研究了 2010 年至 2020 年期间在 Kickstarter 和 IndieGoGo(两家基于奖励的众筹平台)上推广的 657 个网络安全和物联网(IoT)项目。我们提取了可能影响项目成功与否的技术主题属性,并使用 Valence Aware Dictionary and sEntiment Reasoner (VADER) 模型测量了项目描述的情感。我们发现,描述的情感和文本主题特征与网络安全和物联网项目筹资活动的成功相关。
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Textual sentiment analysis and description characteristics in crowdfunding success: The case of cybersecurity and IoT industries

Crowdfunding platforms offer entrepreneurs the opportunity to evaluate their technologies, validate their market, and raise funding. Such platforms also provide technologies with an opportunity to rapidly transition from research to market, which is especially crucial in fast-changing industries. In this study, we investigated how the sentiments expressed in the text of the project campaigns and project characteristics influence the success of crowdfunding in innovative industries such as cybersecurity and the Internet of Things (IoT). We examined 657 cybersecurity and Internet of Things (IoT) projects between 2010 and 2020 that were promoted on Kickstarter and IndieGoGo, two rewards-based crowdfunding platforms. We extracted technological topic attributes that may influence project success and measured the sentiments of project descriptions using a Valence Aware Dictionary and sEntiment Reasoner (VADER) model. We found that the sentiment of the description and the textual topic characteristics are associated with the success of funding campaigns for cybersecurity and IoT projects.

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来源期刊
Electronic Markets
Electronic Markets Multiple-
CiteScore
14.80
自引率
15.30%
发文量
85
期刊介绍: Electronic Markets (EM) stands as a premier academic journal providing a dynamic platform for research into various forms of networked business. Recognizing the pivotal role of information and communication technology (ICT), EM delves into how ICT transforms the interactions between organizations and customers across diverse domains such as social networks, electronic commerce, supply chain management, and customer relationship management. Electronic markets, in essence, encompass the realms of networked business where multiple suppliers and customers engage in economic transactions within single or multiple tiers of economic value chains. This broad concept encompasses various forms, including allocation platforms with dynamic price discovery mechanisms, fostering atomistic relationships. Notable examples originate from financial markets (e.g., CBOT, XETRA) and energy markets (e.g., EEX, ICE). Join us in exploring the multifaceted landscape of electronic markets and their transformative impact on business interactions and dynamics.
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