Glossary

What is Data Cleansing?

What does Data Cleansing mean in MRO and ERP systems?

Data Cleansing is the process of detecting, correcting, and standardizing spare parts and MRO data to ensure accuracy, consistency, and reliability across enterprise systems like SAP, Maximo, and IFS.

In asset-intensive industries, poor-quality spare parts data can lead to duplicate entries, incorrect part numbers, and mismatched supplier records, which disrupt operations and increase maintenance costs.

By cleansing MRO data, organizations can trust that their information is complete, structured, and aligned with corporate and industry standards like ISO 8000 and E-Class.

Data Cleansing also forms the foundation of data standardization, enabling seamless integration across ERP, EAM, and CMMS systems.

Key steps in Data Cleansing

Effective Data Cleansing in MRO environments involves a systematic approach to improving data quality.

Error Detection

Identify missing values, typos, or invalid codes to prevent incorrect parts being ordered or stocked.

De-duplication

Merge duplicate spare part entries and supplier records for consistency across ERP and procurement.

Standardization

Apply consistent naming conventions, units of measure, and classification systems such as UNSPSC, E-Class, or ISO 8000.

Validation

Cross-check supplier, manufacturer, and part attributes to ensure accuracy and eliminate discrepancies.

Enrichment

Add missing attributes like material group, technical specifications, and manufacturer part numbers.

Why Data Cleansing is critical for asset-intensive industries

Challenges Caused by Poor Data Quality

Without proper cleansing, organizations face:

  • Duplicate stock items and inconsistent part descriptions
  • Incorrect supplier or manufacturer data
  • Increased downtime due to missing or unreliable information
  • Poor visibility in procurement and maintenance analytics

Benefits of Clean, Standardized Data

Clean, validated data supports:

  • Reduced spare part duplication and excess inventory
  • Faster, more reliable maintenance operations
  • Accurate reporting and advanced analytics
  • Improved supplier management and ERP performance

How Sharecat Supports Data Cleansing

Sharecat Data Services specializes in MRO Data Cleansing and Standardization, using proven frameworks and automation tools to align MRO data with global standards like ISO 8000 and E-Class.

Sharecat’s expertise helps organizations prepare their data for SAP S/4HANA migrations, digital twins, and predictive maintenance—ensuring business-ready data at scale.

Contact us