Knowledge Architecture:ConceptsObservationsEvidence

Economic Recommendation Loss (ERL)

ERL

Economic Value of Recommendations Lost to Transmission Failure

Proposed hypothesis — not yet testedpublished

ERL measures economic value lost to transmission failure.

July 12, 2026
Version 1.0
6 min read
By Marco Patrone
erlrecommendation_losseconomic_inefficiencytransmission_metric

Definition

ERL quantifies the economic value lost when recommendations fail to transmit due to computational transmission attrition. ERL measures allocative inefficiency in monetary terms.

ERL quantifies in monetary terms the economic value lost when recommendations fail to transmit through AI-mediated channels.

Conceptual Formula

ERL = Σ(recommendations_lost × expected_value), aggregated across transmission stages.

Methodology

Type

index construction

Data Sources

synthetictransaction data

Confidence Level

low

Description

ERL = Σ(recommendations_lost × expected_value), aggregated across transmission stages.

Limitations

  • Expected value estimation is uncertain
  • Attribution of lost recommendations is complex

Key Takeaways

Key Points

  • ERL is currency-denominated
  • Aggregates transmission losses
  • Economic inefficiency measure

Target Audience

firmsinvestorsplatforms

Relevance Tags

erlrecommendation_losseconomic_inefficiencytransmission_metric

Source Paper

The Zero-Click Economy

HomeSelf Research (2026)

View on Zenodo
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Citation

For the Economic Recommendation Loss (ERL), see HomeSelf Research (2026), The Zero-Click Economy.

DOI: 10.5281/zenodo.21321629

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