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"Success" of firms in venture capital markets is hard to define, and its determinants are still poorly understood. We build a bipartite network of investors and firms in the healthcare sector, describing its structure and its communities.…

Social and Information Networks · Computer Science 2022-01-04 Christian Esposito , Marco Gortan , Lorenzo Testa , Francesca Chiaromonte , Giorgio Fagiolo , Andrea Mina , Giulio Rossetti

Predicting the start-ups that will eventually succeed is essentially important for the venture capital business and worldwide policy makers, especially at an early stage such that rewards can possibly be exponential. Though various…

Social and Information Networks · Computer Science 2021-05-26 Shiwei Lyu , Shuai Ling , Kaihao Guo , Haipeng Zhang , Kunpeng Zhang , Suting Hong , Qing Ke , Jinjie Gu

By drawing on large-scale online data we construct and analyze the time-varying worldwide network of professional relationships among start-ups. The nodes of this network represent companies, while the links model the flow of employees and…

Physics and Society · Physics 2019-04-18 Moreno Bonaventura , Valerio Ciotti , Pietro Panzarasa , Silvia Liverani , Lucas Lacasa , Vito Latora

This paper studies the extent to which social capital drives performance in the Chinese venture capital market and explores the trend toward VC syndication in China. First, we propose a hybrid model based on syndicated social networks and…

General Economics · Economics 2018-10-09 Qi-lin Cao , Hua-yun Xiang , You-jia Mao , Ben-zhang Yang

This research examines relationship between staging of Venture Capital (VC) investments and social feedback visible in publicly available data on the Web. We address the question of Venture Capital investment sensitivity to performance and…

General Finance · Quantitative Finance 2013-01-11 Aleksandar Bradic

The Chinese venture capital (VC) market is a young and rapidly expanding financial subsector. Gaining a deeper understanding of the investment behaviours of VC firms is crucial for the development of a more sustainable and healthier market…

Physics and Society · Physics 2024-06-11 Qing Yao , Shaodong Ma , Jing Liang , Kim Christensen , Wanru Jing , Ruiqi Li

Venture capital (VC) is a relatively newly emergent industry that is still subject to large uncertainties in China. Therefore, building a robust social network with other VC institutions is a good way to share information, various…

Physics and Society · Physics 2024-06-11 Ruiqi Li , Jing Liang , Cheng Cheng , Xiaoyan Zhang , Longfeng Zhao , Chen Zhao , H. Eugene Stanley

Venture capital investments in startups have come to represent an important driver of technological innovation, in parallel to corporate- and government-directed efforts. Part of the future of artificial intelligence, medicine and quantum…

Physics and Society · Physics 2023-12-01 Théophile Carniel , Léo Cazenille , Jean-Michel Dalle , José Halloy

We address the issue of the factors driving startup success in raising funds. Using the popular and public startup database Crunchbase, we explicitly take into account two extrinsic characteristics of startups: the competition that the…

General Finance · Quantitative Finance 2019-06-10 Clement Gastaud , Theophile Carniel , Jean-Michel Dalle

This study proposes a method for predicting startup inclusion, estimating the probability that a venture capital fund will invest in a given startup. Unlike general recommendation systems, which typically rank multiple candidates, our…

Computational Engineering, Finance, and Science · Computer Science 2025-12-01 Koutarou Tamura

Venture capital outcomes are dominated by a small number of extreme successes, making it difficult to distinguish investor skill from favorable realizations in a highly skewed return distribution. We study this question by comparing…

General Economics · Economics 2026-05-06 Max Sina Knicker , Jean-Philippe Bouchaud , Michael Benzaquen

Studies on social networks highlight the importance of network structure or structural properties of a given network and its impact on performance outcome. One of the important properties of this network structure is referred as "social…

Social and Information Networks · Computer Science 2011-12-13 Alireza Abbasi , Liaquat Hossain , Rolf Wigand

Using a combination of incentive modeling and empirical meta-analyses, this paper provides a pointed critique at the incentive systems that drive venture capital firms to optimize their practices towards activities that increase General…

General Economics · Economics 2023-04-10 Mohib Jafri , Andy Wu

About two million U.S. corporations and partnerships are linked to each other and human investors by about 15 million owner-subsidiary links. Comparable social networks such as corporate board memberships and socially-built systems such as…

General Economics · Economics 2024-01-23 Ben Klemens

The relatedness between a country or a firm and a product is a measure of the feasibility of that economic activity. As such, it is a driver for investments at a private and institutional level. Traditionally, relatedness is measured using…

Machine Learning · Computer Science 2022-06-22 Giambattista Albora , Andrea Zaccaria

Sustainable financial markets play an important role in the functioning of human society. Still, the detection and prediction of risk in financial markets remain challenging and draw much attention from the scientific community. Here we…

Physics and Society · Physics 2018-11-27 Jingfang Fan , Keren Cohen , Louis M. Shekhtman , Sibo Liu , Jun Meng , Yoram Louzoun , Shlomo Havlin

While great emphasis has been placed on the role of social interactions as driver of innovation growth, very few empirical studies have explicitly investigated the impact of social network structures on the innovation performance of cities.…

Physics and Society · Physics 2019-11-04 Moreno Bonaventura , Luca Maria Aiello , Daniele Quercia , Vito Latora

The core activity of a Private Equity (PE) firm is to invest into companies in order to provide the investors with profit, usually within 4-7 years. To invest into a company or not is typically done manually by looking at various…

Machine Learning · Computer Science 2022-04-06 Samantha Petersone , Alwin Tan , Richard Allmendinger , Sujit Roy , James Hales

Public management and policy scholars have engaged in extensive development of theory and empirical study of networks and collaborative systems of governance. This scholarship has focused on understanding the mechanisms of network formation…

Social and Information Networks · Computer Science 2024-12-03 Michael D. Siciliano , Travis A. Whetsell

Startups often represent newly established business models associated with disruptive innovation and high scalability. They are commonly regarded as powerful engines for economic and social development. Meanwhile, startups are heavily…

Computational Finance · Quantitative Finance 2024-06-11 Lele Cao , Vilhelm von Ehrenheim , Sebastian Krakowski , Xiaoxue Li , Alexandra Lutz
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