Our Services

Spare Parts Data Transformation Services

Three distinct stages — Audit, Clean, Enrich — that transform messy spare parts data into classified, ERP-ready records. Each stage builds on the last, and each adds measurable value.

01

Audit

Understand where your data stands

A comprehensive evaluation of your data assets to identify inconsistencies, redundancies, and inaccuracies. The audit serves as the critical first step — providing a baseline for all subsequent work.

Data Audit

Comprehensive baseline quality assessment with governance maturity scoring. Understand exactly where your data stands before any work begins.

  • Completeness analysis
  • Description quality scoring
  • Duplicate detection
  • Governance maturity level (1-5)
  • Actionable recommendations
02

Clean

Fix what's there

Data cleansing focuses on improving the quality and accuracy of your existing material master data — eliminating errors, duplicates, and inconsistencies. Clean data is the foundation that enrichment builds on.

Description Standardization

Transform inconsistent, abbreviated descriptions into clear, searchable records. Consistent naming means better search results and fewer ordering errors.

  • Abbreviation expansion
  • Unit standardization
  • Attribute ordering
  • Capitalization rules
  • Special character handling

Deduplication

Identify and merge duplicate records across all your sites. Exact matching and fuzzy matching algorithms catch even the trickiest variants.

  • Exact match detection
  • Fuzzy matching algorithms
  • Cross-site duplicate finding
  • Merge recommendations
  • Master record creation
03

Enrich

Add what's missing — this is where we add value

Enrichment enhances your data by adding valuable information that improves quality, completeness, and relevance. By drawing from our FOUNTAIN knowledge repository and trusted external sources, we ensure your MRO data is fully populated with the most current and relevant information.

NMQ Classification

Every part classified using the Noun-Modifier-Qualifier taxonomy. Enables spend analysis, strategic sourcing, and reporting across your organization.

  • 1,800+ classification entries
  • Noun/Modifier/Qualifier structure
  • Industry-specific categories
  • UNSPSC & ECLASS mapping
  • Consistent hierarchy
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Manufacturer Normalization

Resolve thousands of manufacturer name variants to canonical names. PARKER has 68 known aliases — we know them all.

  • 16,500+ manufacturers mapped
  • 30,500+ alias resolutions
  • Unique manufacturer IDs
  • Parent company linking
  • Acquisition history tracking
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Equipment vs Spare Part Tagging

Automatically classify each record as equipment, spare part, kit, or consumable. Most MDM vendors cannot do this — we can.

  • Equipment identification
  • Spare part classification
  • Kit detection
  • Consumable flagging
  • Assembly/BOM linking
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Inventory Intelligence

Go beyond cleaning — understand what your data reveals about your inventory. Orphan parts, slow-movers, criticality gaps, and BOM linkage analysis.

  • Orphan parts detection
  • Slow-moving stock analysis
  • Criticality indicators
  • BOM gap analysis
  • Inventory Health Score
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ERP Migration Support

Enriched data formatted and ready for import into your ERP system. We support all major platforms with custom mapping templates.

  • SAP S/4HANA templates
  • Oracle EAM formatting
  • IBM Maximo import
  • IFS Applications support
  • Custom field mapping

Powered by Pre-Built Reference Data

Unlike generic data cleansing services, we've built industrial-specific reference databases over years of working with maintenance data.

1,800+
NMQ classifications
20,500+
Attribute definitions
16,500+
Manufacturer records
30,500+
Alias mappings
Sample Manufacturer Aliases
PARKER HANNIFIN
"PARKER", "PARKER-HANNIFIN", "PARKER HANNIFIN CORP", "PARKER HANNIFIN CORPORATION", "PARKER HAN", "PARKER HANN", "PARKERHAN", "P-H CORP", "PARKER FLUID CONTROL", "PARKER FILTRATION"... +58 more
ABB
"ABB LTD", "ABB INC", "ABB CORP", "ASEA BROWN BOVERI", "ABB AUTOMATION", "ABB DRIVES", "ABB ROBOTICS", "ABB POWER"... +48 more
EMERSON
"EMERSON ELECTRIC", "EMERSON PROCESS", "EMERSON AUTOMATION", "EMERSON CLIMATE", "FISHER EMERSON", "ROSEMOUNT EMERSON"... +32 more

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