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Crowdfunding has emerged as a widespread strategy for startups seeking financing, particularly through reward-based methods. However, understanding its economic impact at both micro and macro levels requires thorough analysis, often…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-23 Giuseppe Pipitò , Emanuele Macca

As artificial intelligence (AI) increasingly integrates into crowdfunding practices, strategic disclosure of AI involvement has become critical. Yet, empirical insights into how different disclosure strategies influence investor decisions…

Human-Computer Interaction · Computer Science 2026-02-18 Ning Wang , Chen Liang

Investors are continuously seeking profitable investment opportunities in startups and, hence, for effective decision-making, need to predict a startup's probability of success. Nowadays, investors can use not only various fundamental…

Machine Learning · Computer Science 2024-09-10 Abdurahman Maarouf , Stefan Feuerriegel , Nicolas Pröllochs

The field of AI research is advancing at an unprecedented pace, enabling automated hypothesis generation and experimental design across diverse domains such as biology, mathematics, and artificial intelligence. Despite these advancements,…

Machine Learning · Computer Science 2025-10-07 Yaowenqi Liu , Bingxu Meng , Rui Pan , Yuxing Liu , Jerry Huang , Jiaxuan You , Tong Zhang

As Large Language Models (LLMs) become a primary interface between users and the web, companies face growing economic incentives to embed commercial influence into AI-mediated conversations. We present two preregistered experiments (N =…

Computers and Society · Computer Science 2026-04-07 Francesco Salvi , Alejandro Cuevas , Manoel Horta Ribeiro

Investors are interested in predicting future success of startup companies, preferably using publicly available data which can be gathered using free online sources. Using public-only data has been shown to work, but there is still much…

Machine Learning · Computer Science 2023-12-12 Emily Gavrilenko , Foaad Khosmood , Mahdi Rastad , Sadra Amiri Moghaddam

Medical crowdfunding is a popular channel for people needing financial help paying medical bills to collect donations from large numbers of people. However, large heterogeneity exists in donations across cases, and fundraisers face…

Machine Learning · Computer Science 2019-11-25 Tong Wang , Fujie Jin , Yu Hu , Yuan Cheng

Early-stage startup investment is a high-risk endeavor characterized by scarce data and uncertain outcomes. Traditional machine learning approaches often require large, labeled datasets and extensive fine-tuning, yet remain opaque and…

Artificial Intelligence · Computer Science 2025-06-05 Xianling Mu , Joseph Ternasky , Fuat Alican , Yigit Ihlamur

The growing popularity of online fundraising (aka "crowdfunding") has attracted significant research on the subject. In contrast to previous studies that attempt to predict the success of crowdfunded projects based on specific…

Human-Computer Interaction · Computer Science 2021-01-19 Henry K. Dambanemuya , Emőke-Ágnes Horvát

Online reward-based crowdfunding campaigns have emerged as an innovative approach for validating demands, discovering early adopters, and seeking learning and feedback in the design processes of innovative products. However, crowdfunding…

Computers and Society · Computer Science 2020-07-06 Chaoyang Song , Jianxi Luo , Katja Hölttä-Otto , Warren Seering , Kevin Otto

Despite the growing popularity of AI coding assistants, over 80% of machine learning (ML) projects fail to deliver real business value. This study creates and tests a Machine Learning Canvas, a practical framework that combines business…

Software Engineering · Computer Science 2026-01-06 Martin Prause

Researchers have attempted to measure the success of crowdfunding campaigns using a variety of determinants, such as the descriptions of the crowdfunding campaigns, the amount of funding goals, and crowdfunding project characteristics.…

Social and Information Networks · Computer Science 2021-07-06 Xupin Zhang , Hanjia Lyu , Jiebo Luo

Donations to charity-based crowdfunding environments have been on the rise in the last few years. Unsurprisingly, deception and fraud in such platforms have also increased, but have not been thoroughly studied to understand what…

Computers and Society · Computer Science 2020-07-01 Beatrice Perez , Sara R. Machado , Jerone T. A. Andrews , Nicolas Kourtellis

Online questionnaires that use crowd-sourcing platforms to recruit participants have become commonplace, due to their ease of use and low costs. Artificial Intelligence (AI) based Large Language Models (LLM) have made it easy for bad actors…

Human-Computer Interaction · Computer Science 2024-02-02 Benjamin Lebrun , Sharon Temtsin , Andrew Vonasch , Christoph Bartneck

This paper explores how artificial intelligence (AI) may impact the strategic decision-making (SDM) process in firms. We illustrate how AI could augment existing SDM tools and provide empirical evidence from a leading accelerator program…

General Economics · Economics 2024-08-19 Felipe A. Csaszar , Harsh Ketkar , Hyunjin Kim

Helping people identify and pursue personally meaningful career goals at scale remains a key challenge in applied psychology. Career coaching can improve goal quality and attainment, but its cost and limited availability restrict access.…

Human-Computer Interaction · Computer Science 2026-03-19 Michel Schimpf , Julian Voigt , Thomas Bohné

Venture capital (VC) investments in early-stage startups that end up being successful can yield high returns. However, predicting early-stage startup success remains challenging due to data scarcity (e.g., many VC firms have information…

Machine Learning · Computer Science 2026-01-28 Abdurahman Maarouf , Alket Bakiaj , Stefan Feuerriegel

Artificial Intelligence (AI) has transitioned from a futuristic concept reserved for large corporations to a present-day, accessible, and essential growth lever for Small and Medium-sized Enterprises (SMEs). For entrepreneurs and business…

Computers and Society · Computer Science 2025-09-19 Oluwatosin Agbaakin

Crowdfunding platforms have become important sites where people can create projects to seek funds toward turning their ideas into products, and back someone else's projects. As news media have reported successfully funded projects (e.g.,…

Social and Information Networks · Computer Science 2016-07-26 Thanh Tran , Madhavi R. Dontham , Jinwook Chung , Kyumin Lee

Political online participation in the form of discussing political issues and exchanging opinions among citizens is gaining importance with more and more formats being held digitally. To come to a decision, a thorough discussion and…

Computation and Language · Computer Science 2026-03-27 Maike Behrendt , Stefan Sylvius Wagner , Carina Weinmann , Marike Bormann , Mira Warne , Stefan Harmeling
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