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of collaborative development and local resilience in a challenging context (i.e., periphery market economies, polycrisis). Large socio-economic vulnerabilities in our communities are amplified by
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systems. Built on the rapid development of existing Data and AI technologies, topics such as Multilevel Evolving Knowledge Graphs, Causal Reasoning, Explanation Based Modeling will result in much more
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developments and market outcomes. Beyond their merit for risk management, these new causal approaches also guide policymakers in devising/revising regulatory programs and other market interventions, and
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also devise ML/AI instruments that model the causal effect of interventions/shocks on price developments and market outcomes. Beyond their merit for risk management, these new causal approaches also
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a multi-method and multi-stakeholder investigation to develop a comprehensive framework of the affordances, responsibilities, and outcomes of algorithmic decision-making, to help explore question
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a multi-method and multi-stakeholder investigation to develop a comprehensive framework of the affordances, responsibilities, and outcomes of algorithmic decision-making, to help explore question
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-stakeholder investigation to develop a comprehensive framework of the affordances, responsibilities, and outcomes of algorithmic decision-making, to help explore question of what explainable and accountable AI
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developments and market outcomes. Beyond their merit for risk management, these new causal approaches also guide policymakers in devising/revising regulatory programs and other market interventions, and