"๐ง๐ผ๐ผ ๐บ๐๐ฐ๐ต ๐๐ ๐ฟ๐ฒ๐ด๐๐น๐ฎ๐๐ถ๐ผ๐ป? ๐ก๐ผ: ๐ฟ๐ฒ๐ด๐๐น๐ฎ๐๐ถ๐ผ๐ป ๐๐ต๐ฎ๐ ๐ถ๐ ๐๐ผ๐ผ ๐ฝ๐ผ๐ผ๐ฟ๐น๐ ๐ฐ๐ผ๐ผ๐ฟ๐ฑ๐ถ๐ป๐ฎ๐๐ฒ๐ฑ"
First of all, credit where it is due: Roberta Pisani and Carmelo Cennamo have framed, through their SDA Bocconi School of Management, one of the most important and often misunderstood issues in the European AI debate: the point that Europe has not "๐ฬถ๐ฬถ๐ฬถโฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถโฬถ๐ฐฬถ๐ธฬถโฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถ๐ฬถ" but that we have regulation that is ๐ฬฒ๐ฬฒ๐ฬฒโฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ขฬฒโฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ๐ฬฒ. This distinction makes all the difference of the world.
๐ Source:
sdabocconi.it/en/sda-bocconiโฆ
From a Corporate Data & AI Governance perspective, I read this work as a serious ๐๐ฎ๐ฟ๐ป๐ถ๐ป๐ด: AI does not fail to scale only because models are not powerful enough, or because companies are not ambitious enough, but because data often cannot move, cannot be reused, cannot be trusted, cannot be explained and cannot be lawfully recombined across the organizational and regulatory boundaries where real value would actually emerge. We keep discussing AI strategy, but in many organizations the real bottleneck is still upstream: fragmented consent, unclear lawful bases, uncertain secondary use, poor interoperability, weak metadata, contractual lock-in, missing lineage, inconsistent data quality or even the liability ambiguity.
This is ๐๐ต๐ ๐๐ต๐ฒ ๐ฟ๐ฒ๐ฝ๐ผ๐ฟ๐ ๐ถ๐ ๐ถ๐บ๐ฝ๐ผ๐ฟ๐๐ฎ๐ป๐: it moves the debate from the ideological question, should Europe regulate less? to the operational question, ๐ต๐ผ๐ ๐ฐ๐ฎ๐ป ๐๐๐ฟ๐ผ๐ฝ๐ฒ ๐ฐ๐ผ๐ผ๐ฟ๐ฑ๐ถ๐ป๐ฎ๐๐ฒ ๐ฏ๐ฒ๐๐๐ฒ๐ฟ?
The ๐ฐ๐ผ๐บ๐ฝ๐ฒ๐๐ถ๐๐ถ๐๐ฒ ๐ฎ๐ฑ๐๐ฎ๐ป๐๐ฎ๐ด๐ฒ will belong to organizations capable of converting regulation into operating architecture: clear data ownership, enforceable purpose limitation, machine-readable consent, robust data quality controls, explainability by design, audit trails, privacy-enhancing technologies and governance embedded into the lifecycle, not attached at the end like a compliance appendix.
The ๐ป๐ฒ๐
๐ ๐ฝ๐ต๐ฎ๐๐ฒ ๐ผ๐ณ ๐๐ ๐ฎ๐ฑ๐ผ๐ฝ๐๐ถ๐ผ๐ป ๐ถ๐ป ๐๐๐ฟ๐ผ๐ฝ๐ฒ will be won by those who understand that trustworthy AI is, first of all, a data governance problem.
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