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DATA ASSET VALUATION

P10/P50/P90 data asset valuation explained

How probabilistic bands are constructed, what each percentile actually means in a data asset context, and how to read the band against your decision.

CFO · Investor · M&A · Audit Committee · 7 min

Reading the band

P50 is the central, defensible estimate. P10 is the downside the asset must survive; P90 is the upside the asset is allowed to claim. The width is information about uncertainty, not weakness.

How the band is built

Scenario simulation runs the KRDS layers against parameter distributions and rights states, producing the band and the dominant sensitivities. The dominant sensitivities are the next investment list.

Using the band in a decision

Allocate against P50; capitalize against P10; communicate against the full band. Anyone who quotes only one percentile is not making a defensible argument.

Frequently asked

Questions buyers actually ask.

Is this Monte Carlo?

Scenario simulation includes Monte Carlo where appropriate, but also explicit stress scenarios and adversarial cases from the red-team challenge.

Why not a confidence interval?

Percentile bands are easier to communicate to non-statistical executives and survive board questioning more cleanly.

Can the band tighten over time?

Yes - typically as rights clear, evidence accumulates, and obsolescence parameters firm up.

Is the band auditable?

Yes. Every input layer carries its evidence tag and the simulation run is reproducible.

Engagement

Begin with a forensic data asset assessment.

A focused engagement that maps your data estate, scores assets against KRYOS frameworks, and produces a board-ready brief on what to recognize, value, productize, and capitalize.