Gendered perspectives among SME representatives

This publication examines how Small and Medium-sized Enterprises (SMEs) perceive and address gender bias in artificial intelligence systems. While AI bias is increasingly recognised as a critical concern, existing literature predominantly focuses on large technology firms, leaving a significant gap regarding the experiences of SMEs. This research addresses that deficiency by investigating the specific structural … Read more

Typology of success criteria for innovative SME awards

This publication develops a typology of how “success” in artificial intelligence (AI) is defined and operationalised through innovation awards within the AI innovation ecosystem, with a particular focus on small and medium-sized enterprises (SMEs). Innovation awards are not treated as neutral or purely symbolic instruments, but as influential evaluative mechanisms that translate future-oriented visions of … Read more

Analysis of Civil Society Organisations’ perspectives on AI impact on gender imbalance

This report looks into civil society organisations’ (CSOs) perspectives on artificial intelligence, with a particular focus on AI-related gender bias, existing mitigation practices, and the structural constraints shaping CSO engagement.  CSOs are positioned as key instruments of democratic accountability within the European AI governance landscape, with close connections to gender-marginalised communities and their lived experiences … Read more

Narrative framework on success among SME representatives

This report examines how European digital small and medium-sized enterprises’ (SMEs) articulate and understand “success” in relation to artificial intelligence (AI). SME’s are critical actors in the European AI ecosystem, as they are both developers and deployerrs of these emerging systems. The analysis is grounded in a Sociology of Expectations (SoE) approach, which understands technological … Read more


Points of contact

Project lead
Dr Elizabeth Farries
Director of the UCD Centre for Digital Policy
elizabeth.farries@ucd.ie 

Lead of Communication and Impact
Johannes Mikkonen
Demos Helsinki 
johannes.mikkonen@demoshelsinki.fi

Project Manager
Evangelos Papadamakis
UCD Centre for Digital Policy
vangelis.papadamakis@ucd.ie

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FORSEE is Horizon Europe funded Research and Innovation Actions project consisting of eight partners: ADAPT Centre, The School of Computer Science and Statistics at Trinity College Dublin; European Digital SME Alliance; Demos Helsinki; TASC; Tilburg Institute for Law, Technology and Society; UCD Centre for Digital Policy; University of Toulouse and WZB – Wissenschaftszentrum Berlin für Sozialforschung