This article analyses the ethical aspects of multistakeholder recommendation systems (RSs). Following the most common approach in the literature, we assume a consequentialist framework to introduce the main concepts of multistakeholder recommendation. We then consider three research questions: who are the stakeholders in a RS? How are their interests taken into account when formulating a recommendation? And, what is the scientific paradigm underlying RSs? Our main finding is that multistakeholder RSs (MRSs) are designed and theorised, methodologically, according (...) to neoclassical welfare economics. We consider and reply to some methodological objections to MRSs on this basis, concluding that the multistakeholder approach offers the resources to understand the normative social dimension of RSs. (shrink)

International regulation of autonomous weapon systems (AWS) is increasingly conceived as an exercise in risk management. This requires a shared approach for assessing the risks of AWS. This paper presents a structured approach to risk assessment and regulation for AWS, adapting a qualitative framework inspired by the Intergovernmental Panel on Climate Change (IPCC). It examines the interactions among key risk factors—determinants, drivers, and types—to evaluate the risk magnitude of AWS and establish risk tolerance thresholds through a risk matrix informed by (...) background knowledge of event likelihood and severity. Further, it proposes a methodology to assess community risk appetite, emphasizing that such assessments and resulting tolerance levels should be determined through deliberation in a multistakeholder forum. The paper highlights the complexities of applying risk-based regulations to AWS internationally, particularly the challenge of defining a global community for risk assessment and regulatory legitimization. (shrink)

The field of business ethics has shown an increasing interest in the responsibilities of firms in taking climate action, (cf. Dietz et al., 2018; Heede, 2014). Especially multistakeholder initiatives are heralded as inclusive platforms in which public and private actors together can provide democratically legitimate solutions for taking effective (global) climate action (cf. Arnold, 2016; Bziuk, 2022; Hormio, 2017; Scherer et al., 2016; Tempels et al., 2017). Although this is promising, the effectiveness of these (political) efforts of firms to (...) tackle climate change are doubted (Coen et al., 2022; Dietz et al., 2021), and on a normative level PCSR is criticized for lacking pluralism and being predominantly libertarian and exclusive of marginalised stakeholders (Djelic & Etchanchu, 2017; Fougère & Solitander, 2020; Hussain & Moriarty, 2018; Mäkinen & Kasanen, 2014; Mäkinen & Kourula, 2012; Moog et al., 2015; Pek et al., 2023). Therefore, we strive to diversify PCSR by exploring the merits of workplace democracy for corporate responsibility in the context of climate change. Both academic and societal debate, democratisation of work has gained significant momentum (Ferreras et al., 2022; Frega & Herzog, 2020; Krüger, 2023; Malleson, 2023; Quijoux, 2020; Reinecke & Donaghey, 2021; Stehr, 2023). Drawing on arguments about the epistemic benefits of democratic decision making and insights from feminist standpoint epistemology, we show that democratically governed firms will make better decisions regarding corporate climate policies and the involvement of other stakeholders, and as such the democratisation of firms can play a crucial role in combating climate change. (shrink)

This Open Access book builds on the experiences of one of the largest European projects in the domain of responsible Research and Innovation: NewHoRRIzon. It highlights the potential of and opportunity in responsible R&I to conduct innovation in a socially responsible way. Employing the methodology of Social Labs, the book analyses responsible R&I from an experience-based viewpoint and further explores the application of responsible R&I beyond scholarly and industrial interests. The contributors analyze the current European R&I landscape, provide reflection and (...) reconceptualization of its core concepts, and project future challenges in relation to responsible R&I. The book complements the readers' line of work by providing insights on how responsible R&I can be applied by the audience, for example, in their decision-making processes. (shrink)