Artificial Intelligence (AI) offers organizations unprecedented opportunities. However, one of the risks of using AI is that its outcomes and inner workings are not intelligible. In industries where trust is critical, such as healthcare and finance, explainable AI (XAI) is a necessity. However, the implementation of XAI is not straightforward, as it requires addressing both technical and social aspects. Previous studies on XAI primarily focused on either technical or social aspects and lacked a practical perspective. This study aims to empirically examine the XAI related aspects faced by developers, users, and managers of AI systems during the development process of the AI system. To this end, a multiple case study was conducted in two Dutch financial services companies using four use cases. Our findings reveal a wide range of aspects that must be considered during XAI implementation, which we grouped and integrated into a conceptual model. This model helps practitioners to make informed decisions when developing XAI. We argue that the diversity of aspects to consider necessitates an XAI “by design” approach, especially in high-risk use cases in industries where the stakes are high such as finance, public services, and healthcare. As such, the conceptual model offers a taxonomy for method engineering of XAI related methods, techniques, and tools.
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This research aims to find relevant evidence on whether there is a link between air capacity management (ACM) optimization and airline operations, also considering the airline business model perspective. The selected research strategy includes a case study based on Paris Charles de Gaulle Airport to measure the impact of ACM optimization variables on airline operations. For the analysis we use historical data which allows us to evaluate to what extent the new schedule obtained from the optimized scenario disrupts airline planned operations. The results of this study indicate that ACM optimization has a substantial impact on airline operations. Moreover, the airlines were categorized according to their business model, so that the results of this study revealed which category was the most affected. In detail, this study revealed that, on the one hand, Full-Service Cost Carriers (FSCCs) were the most impacted and the presented ACM optimization variables had a severe impact on slot allocation (approximately 50% of slots lost), fuel burn accounted as extra flight time in the airspace (approximately 12 min per aircraft) and disrupted operations (approximately between 31% and 39% of the preferred assigned runways were changed). On the other hand, the comparison shows that the implementation of an optimization model for managing the airport capacity, leads to a more balanced usage of runways and saves between 7% and 8% of taxi time (which decreases fuel emission).
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from the article: "In the Netherlands, housing corporations are increasingly adopting self-service technologies (SSTs) to support affairs their tenants need to arrange. The purpose of the study is to examine the customers’ motivations of using SSTs in the context of the Dutch public housing sector. An empirical investigation is presented based on a sample of 1,209 tenants. Using partial least squares (PLS), the acceptance model of Blut, Wang, and Schoefer is adopted and tested. The results show that especially the need for interaction negatively influence the adoption of SSTs by tenants. Positively, subjective norm and self-efficacy influence the adoption. Furthermore, playfulness negatively influences this adoption. Developers of SSTs should focus on its ulitalitarian function, rather then invest in its playfulness. Moreover, adoption is propelled by the encouragement of others. This can be enhanced by positive word-of mouth and should therefore stimulated."
The production, use, disposal and recovery of packaging not only generates massive volumes of waste, it also consumes raw materials, water and energy (Fitzpatrick et al. 2012). Simultaneously, consumers have shown an increasing interest in products incorporating sustainable and social attributes (Kletzan et al., 2006). As a result, environmentally friendly packaging, also called ecofriendly or sustainable packaging, has become mainstream. In this context, packaging is more than just ensuring the product's protection and easing transportation, it is also a communicative tool (Palmer, 2000) and it becomes associated with multiple drivers of the purchasing process. Consequently, companies face pressure to innovate responding to consumer demands, and focusing on sustainable solutions that reduce harmful materials and favour green alternatives for both, the product and the packaging. Although the above has triggered research on consumer choice for sustainable products and alternatives on sustainable packaging, the relation between sustainable packaging and consumer behaviour remains underexplored. This research unpacks this relationship, i.e., empirically verifies which dimensions (recyclability, biodegradability, reusability) of sustainable packaging are perceived and valued by consumers. Put differently, this research investigates consumer behaviour towards the functions of sustainable packaging in terms of product protection, convenience, reliability of information and promotion, and scrutinises the perceived credibility of the associated ethical responsibility claims. It aims to identify those packaging materials and/or sustainability characteristics perceived as more sustainable by consumers as well as the factors influencing actual consumer choice towards sustainable packaged products. We aim to gain more insights in the perceptual frame that different types of consumers apply when exposed to sustainable packaging. To this end, we will make use of revealed preference methods to measure consumer valuations of sustainable packaged products. This game-theoretic approach should provide a more complete depiction of consumers' perceptions and preferences.
De afgelopen twee decennia is er veel meer aandacht ontstaan bij onderzoekers en beleidsmakers voor het begrip co-creatie. Bijna altijd wordt de rol van co-creatie als positief en essentieel gezien in een proces waarin maatschappelijke of publieke uitdagingen worden onderzocht en opgelost (zogenaamde sociale innovatie). Het meeste onderzoek naar deze twee begrippen is kwalitatief van aard en gebaseerd op ‘case studies’.In zijn promotieonderzoek kijkt Peter Broekema naar de rol van co-creatie binnen sociale innovatie in Europese samenwerkingsprojecten. In zijn eerste artikel heeft hij de begrippen co-creatie en sociale innovatie tussen 1995 en 2018 binnen de EU geanalyseerd en geconcludeerd dat beide begrippen steeds breder gebruikt worden en samen met het begrip impact zijn getransformeerd tot een beleidsparadigma.In het tweede artikel keek Peter Broekema hoe beide begrippen doorwerken in specifieke subsidieoproepen en hoe consortia deze begrippen toepassen en samenwerken. Hierbij bleek dat er weliswaar verschillende typen consortia bestaan, maar dat zij geen specifieke co-creatiestrategie hadden.In zijn laatste twee artikelen zal hij gedetailleerd kijken naar een aantal EU projecten en vaststellen hoe de samenwerking is verlopen en hoe tevreden de verschillende partners zijn met het resultaat. Peter Broekema maakt hiervoor gebruik van projecten waarin hij zelf participeert (ACCOMPLISSH, INEDIT en SHIINE).EU beleidsparadigma van sociale innovatie in combinatie met co-creatie en impact. Co-creatie vindt vaak binnen eigen type stakehodlers plaatsAbstractSocial innovation and co-creation are both relatively new concepts, that have been studied by scholars for roughly twenty years and are still heavily contested. The former emerged as a response to the more technologically focused concept of innovation and the latter originally solely described the collaboration of end-users in the development of new products, processes or services. Between 2010-2015, both concepts have been adapted and started to be used more widely by for example EU policymakers in their effort to tackle so called ‘grand societal challenges’. Within this narrative – which could be called co-creation for social innovation, it is almost a prerequisite that partners – especially citizens - from different backgrounds and sectors actively work together towards specific societal challenges. Relevance and aimHowever, the exact contribution of co-creation to social innovation projects is still unclear. Most research on co-creation has been focussing on the involvement of end-users in the development of products, processes and services. In general, scholars conclude that the involvement of end-users is effective and leads to a higher level of customer satisfaction. Only recently, research into the involvement of citizens in social innovation projects has started to emerge. However, the majority of research on co-creation for social innovation has been focusing on collaborations between two types of partners in the quadruple helix (citizens, governments, enterprises and universities). Because of this, it is still unclear what co-creation in social innovation projects with more different type of partners entails exactly. More importantly however, is that most research has been based on national case studies in which partners from different sectors collaborate in a familiar ‘national’ setting. Normally institutional and/or cultural contexts influence co-creation (for example the ‘poldermodel’in the Netherlands or the more confrontational model in France), so by looking at projects in a central EU and different local contexts it becomes clear how context effects co-creation for social innovation.Therefore this project will analyse a number of international co-creation projects that aim for social innovation with different types of stakeholders in a European and multi-stakeholder setting.With this research we will find out what people in different contexts believe is co-creation and social innovation, how this process works in different contexts and how co-creation contributes to social innovation.Research question and - sub questionsThe project will answer the following question: “What is the added value of co-creation in European funded collaboration projects that aim for social innovation?” To answer the main question, the research has been subdivided into four sub questions:1) What is the assumed added value of co-creation for social innovation?2) How is the added value of co-creation for social innovation being expressed ex ante and ex post in EU projects that aim specifically for social innovation by co-creation?3) How do partners and stakeholders envision the co-creation process beforehand and continuously shape this process in EU projects to maximise social innovation?4) How do partners and stakeholders regard the added value of co-creation for social innovation in EU projects that that aim for social innovation?Key conceptsThe research will focus on the interplay between the two main concepts a) co-creation and b) social innovation. For now, we are using the following working definitions:a) co-creation is a non-linear process that involves multiple actors and stakeholders in the ideation, implementation and assessment of products, services, policies and systems with the aim of improving their efficiency and effectiveness, and the satisfaction of those who take part in the process.b) social innovation is the invention, development and implementation of new ideas with the purpose to (immediately) relieve and (eventually) solve social problems, which are in the long run directed at the social inclusion of individuals, groups or communities.It is clear that both definitions are quite opaque, but also distinguish roughly the same phases (ideation/invention, development, implementation and assessment) and also distinguish different levels (products/services, policies and systems). Both concepts will be studied within the policy framework of the EU, in which a specific value to both concepts has been attributed, mostly because policymakers regard co-creation with universities and end-users almost as a prerequisite for social innovation. Based on preliminary research, EU policies seem to define social innovation in close reation with ‘societal impact’, which could defined as: “the long lasting effect of an activity on society, because it is aimed at solving social problems”, and therefore in this specific context social innovation seems to encompasses societal impact. For now, I will use this working definition of social innovation and will closely look at the entanglement with impact in the first outlined paper.MethodologyIn general, I will use a qualitative mixed method approach and grounded theory to answer the main research question (mRQ). In order to better understand the added value of co-creation for social innovation in an EU policy setting, the research will:SubRQ1) start with an analysis of academic literature on co-creation and social impact. This analysis will be followed by and confronted with an analysis of EU policy documents. SubRQ2) use a qualitative data analysis at nineteen EU funded projects to understand how co-creation is envisoned within social innovation projects by using the quintuple helix approach (knowledge flows between partners and stakeholders in an EU setting) and the proposed social innovation journey model. By contrasting the findings from the QDA phase of the project with other research on social innovation we will be able to find arachetypes of social innovation in relation with the (perceived) added value of co-creation within social innovation. SubRQ3) These archetypes will be used to understand the process of co-creation for social innovation by looking closely at behavioural interactions within two social innovation projects. This close examination will be carried out by carrying out interviews with key stakeholders and partners and participant observation.SubRQ4) The archetypes will also be used to understand the perceived added value by looking closely at behavioural interactions within two social innovation projects. This close examination will be carried out by carrying out interviews with key stakeholders and partners and participant observation.ImpactThe project will contribute to a better understanding of the relationship between co-creation and social innovation on different levels:a) Theoretical: the research will analyse the concepts of co-creation and social innovation in relation to each other by looking at the origins of the concepts, the adaptation in different fields and the uptake within EU policies;b) Methodological: a model will be developed to study and understand the non-lineair process of co-creation within social innovation, by focusing on social innovation pathways and social innovation strategies within a quintuple helix setting (i) academia, ii) enterprises and iii) governments that work together to improve iv) society in an v) EU setting);c) Empirical: the project will (for the first time) collect data on behavioural interactions and the satisfaction levels of these interactions between stakeholders and partners in an EU project.d) Societal: the results of the research could be used to optimize the support for social innovation projects and also for the development of specific funding calls.
In leaving the more traditional territories of the concert performance for broader societal contexts, professional musicians increasingly devise music in closer collaboration with their audience rather than present it on a stage. Although the interest for such forms of devising co-creative musicking within the (elderly) health care sector is growing, the work can be considered relatively new. In terms of research, multiple studies have sought to understand the impact of such work on musicians and participants, however little is known about what underpins the musicians’ actions in these settings. With this study, I sought to address this gap by investigating professional musicians’ emerging practices when devising co-creative musicking with elderly people. Three broad concepts were used as a theoretical background to the study: Theory of Practice, co-creative musicking, and Praxialism. Firstly, I used Theory of Practice to help understand the nature of emerging practices in a wider context of change in the field of music and habitus of musicians and participants. Theory of Practice enabled me to consider a practice as “a routinized type of behaviour which consists of several elements, interconnected to one another: forms of bodily activities, forms of mental activities, ‘things’ and their use, a background knowledge in the form of understanding, know-how, states of emotion, and motivational knowledge” (Reckwitz, 2002, p. 249). Secondly, I drew the knowledge from co-creative musicking, which is a concept I gathered from two existing concepts: co-creation and musicking. Musicking (Small, 1998), which considers music as something we do (including any mode of engagement with music), provided a holistic and inclusive way of looking at participation in music-making. The co-creation paradigm encompasses a view on enterprise that consists of bringing together parties to jointly create an outcome that is meaningful to all (Prahalad & Ramaswamy, 2004; Ramaswamy & Ozcan, 2014). The concept served as a lens to specify the jointness of the musicking and challenge issues of power in the engagement of participants in the creative-productive process. Thirdly, Praxialism considers musicking as an activity that encompasses “musical doers, musical doing, something done and contexts in which the former take place” (Elliott, 1995). Praxialism sets out a vision on music that goes beyond the musical work and includes the meanings and values of those involved (Silverman, Davis & Elliott, 2014). The concept allowed me to examine the work and emerging relationships as a result of devising co-creative musicking from an ethical perspective. Given the subject’s relative newness and rather unexplored status, I examined existing work empirically through an ethnographic approach (Hammersley & Atkinson, 2007). Four cases were selected where data was gathered through episodic interviewing (Flick, 2009) and participant observation. Elements of a constructivist Grounded Theory (Charmaz, 2014) were used for performing an abductive analysis. The analysis included initial coding, focused coding, the use of sensitizing concepts (Blumer 1969 in Hammersley, 2013) and memoing. I wrote a thick description (Geertz, 1973) for each case portraying the work from my personal experience. The descriptions are included in the dissertation as one separate chapter and foreshadow the exposition of the analysis in a next chapter. In-depth study of the creative-productive processes of the cases showed the involvement of multiple co-creative elements, such as a dialogical interaction between musicians and audience. However, participants’ contributions were often adopted implicitly, through the musicians interpreting behaviour and situations. This created a particular power dynamic and challenges as to what extent the negotiation can be considered co-creative. The implicitness of ‘making use’ of another person’s behaviour with the other not (always) being aware of this also triggered an ethical perspective, especially because some of the cases involved participants that were vulnerable. The imbalance in power made me examine the relationship that emerges between musicians and participants. As a result of a closer contact in the co-creative negotiation, I witnessed a contact of a highly personal, sometimes intimate, nature. I recognized elements of two types of connections. One type could be called ‘humanistic’, as a friendship in which there is reciprocal care and interest for the other. The other could be seen as ‘functional’, which means that the relationship is used as a resource for providing input for the creative musicking process. From this angle, I have compared the relationship with that of a relationship of an artist with a muse. After having examined the co-creative and relational sides of the interaction in the four cases, I tuned in to the musicians’ contribution to these processes and relationships. I discovered that their devising in practice consisted of a continuous double balancing act on two axes: one axis considers the other and oneself as its two ends. Another axis concerns the preparedness and unpredictability at its ends. Situated at the intersection of the two axes are the musicians’ intentionality, which is fed by their intentions, values and ethics. The implicitness of the co-creation, the two-sided relationship, the potential vulnerability of participants, and the musicians’ freedom in navigating and negotiation, together, make the devising of co-creative musicking with elderly people an activity that involves ethical challenges that are centred around a tension between prioritizing doing good for the other, associated with a eudaimonic intention, and prioritizing values of the musical art form, resembling a musicianist intention. The results therefore call for a musicianship that involves acting reflectively from an ethical perspective. Doctoral study by Karolien Dons
