Score breakdown

Datasheets for Datasets

paper-0133 · paper · 2021

Timnit Gebru et al.

Provenance documentation for training data.

Academic, score -0.2028

MetricStatusValueNorm.WeightContributionSourceConfidenceProvenance
citation_countpresent334.00.0014990.50.000749OpenAlexhighlink
library_holdingsmissingrecorded as missing, penalized by rule, never imputed−0.1recorded as missing; penalized by rule, never imputed
readership_persistencepresent7.00.4285710.050.021429OpenAlexmediumlink
syllabus_adoptionsmissingrecorded as missing, penalized by rule, never imputed−0.125recorded as missing; penalized by rule, never imputed

Broad Influence, score -0.0283

MetricStatusValueNorm.WeightContributionSourceConfidenceProvenance
citation_countpresent334.00.0014990.20.0003OpenAlexhighlink
library_holdingsmissingrecorded as missing, penalized by rule, never imputed−0.125recorded as missing; penalized by rule, never imputed
readership_persistencepresent7.00.4285710.40.171429OpenAlexmediumlink
syllabus_adoptionsmissingrecorded as missing, penalized by rule, never imputed−0.075recorded as missing; penalized by rule, never imputed

Governance Practitioner, score -0.2818

MetricStatusValueNorm.WeightContributionSourceConfidenceProvenance
citation_countpresent334.00.0014990.250.000375OpenAlexhighlink
library_holdingsmissingrecorded as missing, penalized by rule, never imputed−0.15recorded as missing; penalized by rule, never imputed
readership_persistencepresent7.00.4285710.10.042857OpenAlexmediumlink
syllabus_adoptionsmissingrecorded as missing, penalized by rule, never imputed−0.175recorded as missing; penalized by rule, never imputed

A rank is not a verdict on intrinsic worth. It is a transparent output of declared evidence, weights, and missing-data rules at a specific release date.

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