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- publication about constraints.
- publication about trust.
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- publication title "Incentivizing Sustainable Data Exchanges through Unique Contextualization of History and Destiny".
- publication isPartOf proceedings_of_the_16th_workshop_on_ontology_design_and_patterns.
- publication name "Incentivizing Sustainable Data Exchanges through Unique Contextualization of History and Destiny".
- publication label "Incentivizing Sustainable Data Exchanges through Unique Contextualization of History and Destiny".
- publication name "Incentivizing Sustainable Data Exchanges through Unique Contextualization of History and Destiny".
- publication topic constraints.
- publication topic trust.
- publication datePublished "2025".
- publication subject constraints.
- publication subject trust.
- publication authorList b0_b1901.
- publication topic constraints.
- publication topic trust.
- publication abstract "Exchanging raw data points carries a significant cost and risk for both senders and recipients. Senders cannot reliably indicate what value they aim to achieve with the transaction, and how they want their data to be treated. Recipients cannot easily obtain and produce evidence about the data’s accuracy and their lawful right to process it for the intended purpose. While legal frameworks impose boundaries on acceptable behaviors, they prescribe no mechanisms or incentives for compliance, making raw data exchange—despite all of its drawbacks—the current path of least resistance. To encourage sustainable data-driven services, we establish key requirements for encapsulating raw data with a context that captures its purported history and intended destiny. In this paper, we introduce the resulting Trust Envelope model and specification, and showcase its expressiveness by addressing the identified requirements through two real-world use cases. We argue that our approach delivers mutual benefit to sender and recipient by facilitating more frequent granular exchanges, wherein each data transmission is encapsulated within a context unique to the specific processing. This reduces the cost and risk of exchanges, incentivizing them over raw data transactions. Trust Envelopes thereby introduces a local trust context to support the controlled exchange of sensitive data points, which previously would have relied on assumed or more explicit sender–recipient trust relationships. Our work can be extended with constraints across varying legal grounds from distinct jurisdictions, and to accompany purpose-specific derivation of data points.".
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