ERP Master Data Consistency Evaluation Dataset

#Entity matching #Duplicate record detection #Field conflict identification #Consistency classification #ERP master data governance #Cross-module record reconciliation #Enterprise data quality auditing #Customer and supplier management

4560
0.3GB
JSON
CATL
MOBIUSI INC

Updated:2026-11-02

AI Analysis & Value Prop

This evaluation dataset presents JSON records for ERP master data, including customers, suppliers, and products, alongside corresponding entries from other modules or business records. It labels duplicates, conflicts, and field-level mismatches, with consistency status, matched record keys, discrepancy annotations, and assessment summaries. Use it to evaluate models that match entities across records, detect data quality issues, and explain consistency findings, or to validate ERP data governance and auditing workflows.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
discrepancies	array	The field-level duplicate, conflict, or inconsistency annotations for the assessed records.
is_consistent	boolean	Whether the records are consistent and do not contain a labeled duplicate, conflict, or field mismatch.
source_records	array	The original JSON records to compare, drawn from one or more ERP modules.
assessment_summary	string	A concise human-readable explanation of the gold consistency assessment.
consistency_status	string	The gold-standard classification of the relationship among the supplied records.
matched_record_keys	array	The record keys grouped together for the consistency assessment.

Compliance Statement

Authorization Type	Proprietary - Commercial AI Training License (No Redistribution)
Commercial Use	Requires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and Anonymization	No PII, no real company names, simulated scenarios follow industry standards
Compliance System	Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

Which types of master data are included?: The dataset covers stable ERP entities such as customers, suppliers, and products, along with corresponding entries across modules or business records.

What is the data format, and which annotations are provided?: Records are organized as JSON and include source records, consistency status, a consistency flag, matched record keys, discrepancy annotations, and an assessment summary.

Which evaluation tasks does the dataset support?: It supports evaluation of entity matching, duplicate record detection, field conflict identification, and consistency classification. It can also help validate ERP data quality audits and master data governance workflows.

How can I obtain the data, and what are the licensing terms?: Please consult the product page or delivery documentation for access options, dataset size, and licensing terms. Confirm the applicable restrictions before commercial deployment or redistribution.

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Cite this Work

@dataset{Mobiusi2026,
  title={ERP Master Data Consistency Evaluation Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/a4ce5579debdf0fd6b9aa3c21ed46649?dataset_task_cate_id=2},
  urldate={2026-10-22},
  keywords={ERP master data dataset,master data consistency,ERP data quality,customer record matching,supplier data reconciliation,product master data,duplicate record detection,field conflict detection},
  version={1.0}
}

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