Knowledge Architecture:ConceptsObservationsEvidence

VPR Integrity Score (VIS)

VIS

Technical Integrity of an Asset Representation Across Completeness, Verification, Freshness, Provenance, and Consistency

Proposed hypothesis — not yet testedpublished

VIS measures technical integrity of asset representations.

July 13, 2026
Version 1.0
8 min read
By HomeSelf Research
visvpr_integrityrepresentation_qualitybalance_sheet_metric

Definition

VIS measures the technical integrity of an asset representation across five dimensions: Completeness, Verification, Freshness, Provenance, and Consistency. VIS informs representation-dependent GARI dimensions but is not mechanically embedded in GARI.

VIS assesses representation quality across completeness, verification, freshness, provenance, and consistency. Higher VIS indicates more technically sound representations.

Conceptual Formula

VIS = wComp·Comp + wVer·Ver + wFresh·Fresh + wProv·Prov + wCons·Cons, where weights are non-negative and sum to 1.

Methodology

Type

index construction

Data Sources

representation data

Confidence Level

low

Description

VIS = wComp·Comp + wVer·Ver + wFresh·Fresh + wProv·Prov + wCons·Cons, where weights are non-negative and sum to 1.

Limitations

  • Weight calibration is empirical
  • Component measurement requires infrastructure

Key Takeaways

Key Points

  • VIS scales 0-100
  • Five weighted components
  • Informs GARI but separate from it

Target Audience

cfocmodata managersplatforms

Relevance Tags

visvpr_integrityrepresentation_qualitybalance_sheet_metric

Source Paper

The Zero-Click Economy

HomeSelf Research (2026)

View on Zenodo
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Citation

For the VPR Integrity Score (VIS), see HomeSelf Research (2026), The Balance-Sheet Economics of AI-Mediated Demand.

DOI: 10.5281/zenodo.21341632

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