# Data Capital Ladder Data becomes a financial asset only after it has a price history. - Each rung needs proof that the rung below cannot give. - Lenders do not fund potential. They fund repeatable cash flow. ```mermaid graph BT A[Exhaust: data sits unused] -->|clear the rights| B[Clean asset: legal to sell] B -->|first buyer| C[Priced deal: one comparable] C -->|repeat buyers| D[Recurring licence: predictable cash] D -->|known decay curve| E[Collateral: a lender advances against it] E -->|many assets pooled| F[Securitised pool: rated paper] ``` ## How data differs from royalties [[Music Royalty Financing MOC]] is the closest model. A royalty stream has a long payout history. Data has three problems: - Value can decay fast as models improve. - Each new sale can lower the novelty left for the next buyer. - Rights are often unclear. > [!question] Open questions > Who becomes the rating agency for data? Does a licence survive a change in model architecture? ## What follows - The market needs deal flow before it needs instruments. - Brokers, valuation tools and rights audits come before data-backed debt. ---- tags: #boat #investing #AIstrategy links: [[Scarcity Migration]] [[Concepts MOC]] [[Novelty vs Volume in Data Value]] [[Data Moat]]