Vocabulary Conformance


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Domain

Category

Parameters

Publisher

PEDSnet

Abstract

A network data quality check which determines whether values for a particular field violate the expected vocabulary. An example of a vocabulary violation is if an RxNorm code was found in the Immunizations table, which can only take on values in the CVX vocabulary.

Results of this check for the current data cycle can be explored on the PEDSnet Data Quality Dashboard. Data quality results for previous data cycles have been archived in the Vocabulary Conformance Network Results collection.

Probe

Clinical Assessment

Access Package

Visualization Output

NOTE: Visualizations are NOT part of the packaged code. This description applies to what is used on the PEDSnet Data Quality Dashboard.

There are two bar graphs included in the visualization for this check. The first is a stacked bar plot with all of the vocabularies present in the domain for each site, while the second only shows the violating vocabularies. Some bars do not add up to 100% because NULL values are excluded from the computation of vocabulary makeup.

Raw Output

This check produces a raw data output containing 14 columns of data:

Column Data Type Definition
vocabulary_id character the vocabulary identifier associated with the counts
table_application character the name of the table for which the vocabulary distribution was evaluated
measurement_column character the name of the column in the table_application for which the vocabulary distribution was evaluated
concepts numeric violating concepts - defaults to 0
total_viol_ct character the number of rows with concepts belonging to that vocabulary_id
total_viol_pt_ct character the number of patients with concepts belonging to that vocabulary_id
total_viol_concept_ct character the number of distinct concepts belonging to that vocabulary_id
site character the name of the site being targeted
database_version character the database version from which the counts originated
check_name character a short string identifier for the check
check_type character a short string identifier for the module
accepted_value boolean indicator of whether or not the vocabulary is acceptable for that table + field
concept_name character the name of the vocabulary
total_denom_ct character the total number of rows in the table
total_pt_ct character the total number of patients in the table
total_concept_ct character the total number of distinct concepts in the table

Funder(s)

Provenance

Description

Clinical Subjects Headings

Related Data Quality Result

Related Person

Related Code

Network Data Quality
Created:2025-09Affiliation:PEDSnet Data Coordinating Center
The [Network Data Quality (NDQ)](https://pedsnet.github.io/ndq/) package contains several data quality modules intended to evaluate the overall condition of the data in a clinical research network. These modules, which cover a broad range of data quality domains from conformance to plausibility, are flexible and can be configured to execute checks specific to desired use cases in both the OMOP and PCORnet common data models (CDMs).

##### [View pkgdown summary here.](https://pedsnet.github.io/ndq/)

Related Data Quality Check

Related Publications

Creative Commons license

Except where otherwised noted, this item's license is described as a CC-BY Attribution 4.0 license.

Cite this Data Quality Check

Wieand, K. & Dickinson, K. (2023, December). Vocabulary Conformance. [D Q Check]. PEDSpace Knowledge Bank. https://doi.org/10.24373/pdsp-478