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A Conceptual Model for Implementing Explainable AI by Design

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.

Turkey.

The destruction of Buddhas: dissonant heritage, religious or political iconoclasm?

This article attempts to explore the main impulses that might have led to the destruction of Buddha statues by Taliban in the Bamiyan Valley of Afghanistan. Drawing on existing literature, and anecdotal evidence, this article suggests that the main impulses that have led to destruction are rather linked to the overall political context of that time (i.e., political iconoclasm) rather than to pure Islamic iconoclasm or an explicit condition of disharmony in heritage (i.e., dissonant heritage). First, the Taliban did not consider the statues as "their" cultural heritage. The act of destruction, therefore, cannot be subscribed to the Afghan cultural dynamics but rather to the political-religious ideology imported by Taliban from outside of the country. Secondly, it seemed that Mullah Omar was viewing the statues as a revenue source at the beginning and as a political bargain chip at the end. In both circumstances, religion seems not to have played the main role. Lastly, the destruction seems a political iconoclasm-that is, a political exploitation, if not a direct political act. The Taliban and especially their external allies were very well aware of the consequences of the act of destruction. It seems implausible to suggest that there were no religion and/or culture in play when ordering the destruction of the statues. The latter is the least what this article aims for. However, to conclude that the destruction was solely triggered by theological and cultural factors might also be improbable. The author does not, in any way, attempt to rationalize the act of destruction, let alone justify the barbaric act.

Participatory Grant-Making as a Social Innovation: Examining Relational Processes in Social Finance

This study examines how philanthropic foundations develop innovative approaches to grant-making by collaborating with social entrepreneurs who are embedded in marginalized communities. Traditionally, foundations award grants that meet predetermined strategic objectives that support their theories of change. However, this study explores an alternative approach known as participatory grant-making, in which philanthropic foundations cede control over strategy and finance by adopting an innovative approach that is based more on trust and collaboration. By analyzing in-depth interviews from 16 executives, directors, and social entrepreneurs in the United States, we demonstrate how participatory grant-making constitutes a social innovation that inverts traditional power dynamics in the philanthropic field by enhancing legitimacy, and thereby facilitating a more interconnected, inclusive, and equitable approach to solving social problems. This article demonstrates how the implementation of participatory grant-making programs can help to counter the increasing criticisms levied at traditional approaches to grant-making.

The Islamic State Unfiltered

Instagram has become an unsuspecting pulpit, seemingly caught off guard,for those determined to spread a militant message of Islamic State terror.Graphic, fanatical, and oftentimes heavily photoshopped images weave throughInstagram’s labyrinth of sunset snaps and gym selfies to advance a curiousmanifestation of cause-related self-promotion.

Wat moeten CFO’s weten van islamic finance?

Is IFRS verenigbaar met de principes en de regels van islamic finance? Wat zouden CFO’s moeten weten van islamic finance? Khalid El Jerari en Mohamed El Mahyaoui studeerden met honours af op dit onderwerp. Zij geven alle antwoorden.