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• Interactive Application

To facilitate thorough investigations and incorporate human judgment in sensitive scenarios, we provided piracy analysts with a self-serve web interface powered by Google AppSheet. This “human-in-the-loop” design allows analysts to delve deeper into cases and override algorithmic decisions when necessary. The interface offers key functionalities essential to their work, including:

- Comprehensive summary reports on piracy events - Identification of major geographical hotspots for piracy activities - Network analysis revealing connections between users, IP addresses, and devices involved in piracy - In-depth driver analysis of piracy events, unraveling the underlying factors - Trend analysis to uncover emerging piracy behaviors and patterns.

3. The impact Quantifying the monetary value of piracy reduction resulting from our framework requires a comprehensive analysis involving counterfactual evaluation, quasi-experimentation, and market research. While this topic deserves a separate discussion beyond the scope of this article, we can still provide a high-level understanding of the business value through the following:

• Reduction in revenue loss

The framework aims to minimize revenue loss resulting from piracy by actively combating illicit activities and protecting content creators’ revenue streams.

• Safeguarding brand reputation

By mitigating piracy, the framework helps maintain the organizations’ brand reputation, fostering trust among consumers and content creators.

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