Does Fundraising Have Meaningful Sequential Patterns? The Case of Fintech Startups

Houman Khajehpour, S. Sadatrasoul, R. Y. Zenouz
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Abstract

Nowadays, fundraising is one of the most important issues for both Fintech investors and startups. The pattern of fundraising in terms of “number and type of rounds and stages needed” are important. The diverse features and factors that could stem from Fintech business models which can influence success are of the key issues in shaping these patterns. This study applied the top 100 KPMG Fintech startups’ data to extract clusters and fundraising pattern using sequential pattern discovery for each cluster. This led to the extraction of seven distinct clusters using 3 different clustering algorithms from 3 to 7 different rounds of investment for each cluster. The proposed frequent patterns can assist both investors and Fintech startups to show the future fundraising pattern based on their new or current startup cluster type and the ongoing stages of development.
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筹款有意义的顺序模式吗?金融科技初创企业案例
如今,融资是金融科技投资者和初创公司最重要的问题之一。从“所需轮次和阶段的数量、类型”来看,筹资模式很重要。金融科技商业模式可能产生的影响成功的各种特征和因素是塑造这些模式的关键问题之一。本研究应用毕马威金融科技公司前100家初创公司的数据,通过对每个集群的顺序模式发现来提取集群和筹资模式。这导致使用3种不同的聚类算法从每个聚类的3到7轮不同的投资中提取出7个不同的聚类。所提出的频繁模式可以帮助投资者和金融科技初创公司根据其新的或当前的创业集群类型和正在进行的发展阶段来展示未来的融资模式。
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审稿时长
20 weeks
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