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The Efficacy of AI in Solo Brainstorming Among Generation Z A Comparative Analysis of AI-Assisted Individual vs. Group Brainstorming Outcomes

datacite.subject.fosCiências Naturais::Ciências da Computação e da Informaçãopt_PT
dc.contributor.advisorVictorino, Guilherme Hidalgo Barata Martins
dc.contributor.authorFerreira, Catarina dos Santos
dc.date.accessioned2025-11-14T12:19:34Z
dc.date.available2025-11-14T12:19:34Z
dc.date.issued2025-10-30
dc.descriptionDissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Data Sciencept_PT
dc.description.abstractThe use of AI tools is becoming more prevalent in day-to-day life, affecting the way people process information, especially in younger generations, a demographic increasingly familiar with digital technologies. This research explores the role of AI-assisted brainstorming in influencing human brainstorming, especially on solo versus group settings. Using a surveybased approach, participants’ perceptions of AI’s impact are investigated on key variables such as idea quality, social presence, perceives humanness and evaluation apprehension. With a basis on creative collaboration and cognitive processes, it is examined how AI tools, such as ChatGPT, shape the brainstorming process of Generation Z (born between mid-1990s to early 2010s). The findings show that AI can effectively mediate the ideation process in both solo and collaborative settings, with no significant difference in idea quality between the two formats. Participants showed a slight preference for solo AI-assisted sessions, which may be attributed to the reduction of evaluation apprehension, fostering a psychologically safe space for idea generation. Although AI was perceived as polite and responsive, its perceived humanness was moderate, reflecting participants’ awareness of AI’s limitations. Additionally, the results suggest that individual AI-assisted brainstorming may outperform group-based approaches, challenging traditional views on collaborative ideation.pt_PT
dc.identifier.tid204071739
dc.identifier.urihttp://hdl.handle.net/10362/190733
dc.language.isoengpt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectAI-assisted brainstormingpt_PT
dc.subjectIdea Qualitypt_PT
dc.subjectSocial Presencept_PT
dc.subjectPerceived Humannesspt_PT
dc.subjectEvaluation Apprehensionpt_PT
dc.subjectSolo brainstormingpt_PT
dc.subjectGeneration Zpt_PT
dc.subjectSDG 4 - Quality educationpt_PT
dc.subjectSDG 8 - Decent work and economic growthpt_PT
dc.subjectSDG 9 - Industry, innovation and infrastructurept_PT
dc.subjectSDG 17 - Partnerships for the goalspt_PT
dc.titleThe Efficacy of AI in Solo Brainstorming Among Generation Z A Comparative Analysis of AI-Assisted Individual vs. Group Brainstorming Outcomespt_PT
dc.typemaster thesis
dspace.entity.typePublication
rcaap.rightsopenAccesspt_PT
rcaap.typemasterThesispt_PT
thesis.degree.nameMestrado em Ciência de Dados e Métodos Analíticos Avançados, especialização em Data Sciencept_PT

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