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Data Value Index

The SourceX Enterprise Data Value Framework.

The SourceX Enterprise Data Value Framework (the basis for a future Data Value Index) is a SourceX-developed framework, not an industry standard, describing the drivers that influence the value of business data for AI training and evaluation. It is currently published as methodology only: SourceX has not yet published index values or market prices.

Value drivers

DriverWhat it measuresDirection
UniquenessHow hard the data is to obtain elsewhereIncreases
Domain expertiseSpecialist knowledge embedded in recordsIncreases
Human-generated signalHuman decisions, writing and conversationsIncreases
ScaleRecords, hours or documents availableIncreases
RecencyHow current the data isIncreases
Data cleanlinessConsistency, completeness, labellingIncreases
RightsClarity of ownership and consentsIncreases
ExclusivityWhether the licence is exclusiveIncreases price
ReproducibilityWhether others could recreate itReduces
AI utilityMeasured usefulness for a target taskIncreases
Preparation costCleaning and formatting effortReduces net value
Privacy burdenPersonal and regulated content to removeReduces net value

Illustrative example — not real data

How the framework could describe a hypothetical dataset: 6 years of support tickets from a specialist software company. Ratings are qualitative and invented for illustration.

DriverExample rating
UniquenessHigh
Domain expertiseHigh
Human-generated signalHigh
ScaleMedium
RecencyHigh
Privacy burdenMedium
Preparation costMedium

Status

Index values will be published only once SourceX has sufficient real data and a documented methodology. Until then this page describes the framework only.

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