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Volume III · Managed Decline

Hours to Ownership

Research preview · manuscript under review

Examines cognitive automation and inequality through ownership of equity, intellectual property, data, compute, and distribution rather than hours worked alone.

Research programme: Siddhartha Harsh Wardhan · Preview updated

The research question

How does access to productive assets affect who benefits from cognitive automation?

How it connects to Volume III

Connects returns from labor to ownership of equity, data, intellectual property and computing infrastructure.

Evidence and limits

Distinguish task exposure from job loss and potential productivity from measured gains. Compare proposed ownership mechanisms by cost, access and distribution of risk.

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