The Dutch Gaming Authority (Kansspelautoriteit, or KSA) has been at the forefront of regulating and monitoring the gambling industry in the Netherlands, ensuring that operators adhere to responsible gambling standards. In its most recent research initiative, the KSA has utilized collected (pseudo-anonymised) player data to map out various indicators of risky gambling behavior. The goal of this research is not only to identify high-risk gambling but also to assess the effectiveness of interventions provided by gambling operators and to compare these interventions across different licensed providers....

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