How Clean Data Unlocked $30.2M in Petrochemical Inventory Value
Despite massive working capital tied up in MRO inventory, a global petrochemical major struggled with inconsistent material records and an aging asset base that threatened production stability
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Pain Points
~65K Material Records, $155M Inventory Value
- Inventory Hoarding
- High Non-Moving Stock
- Inflated Maintenance Costs
- Unplanned Downtime Risk
- Audit & Compliance Risk
- Poor Data Visibility
Solution
- Single Source of Truth: Cleansing and standardizing ~ 65K MRO records to eliminate ~11K duplicates and establish data integrity.
- Strategic Material Criticality: Leveraging industry specific algorithms (MCR, ABC, XYZ, VED) to align stock levels with actual asset risk.
- Cross-Functional Optimization: Linking 10K eBoMs to ISO 14224 standards to synchronize maintenance planning with warehouse reality.
- Smart Procurement Integration: Implementing JIT/VMI strategies for 30% of MRO contracts to improve cash flow.
Results
19.5%
Up to 27% Reduction in Inventory Value
$13.6M
Cost Reduction achieved through duplicate elimination and data governance.
$8M
Sourcing Savings by increasing contract compliance and leveraging JIT/VMI.
100%
eBoM Accuracy for critical equipment, directly reducing unplanned downtime risk.
1. Data Foundation
Data cleansing, normalization, and deduplication of ~65K records.
2. Inventory Optimization
Multi-dimensional analysis: ABC (Value), XYZ (Demand), VED (Criticality), MCR (Movement).
3. Maintenance Optimization
Aligning eBoMs
( Equipment Bill of Materials ) with ISO 14224 standards.
4. Procurement & Warehouse
Strategic Sourcing, Contract Management, JIT (Just-in-Time) delivery, and Layout Optimization. standards.
Final Outcome
$55M+ Total Cost Reduction
10–19% savings across functions
Convert your warehouse into strategic fuel for growth.
By aligning every spare part with actual asset risk, you bridge the gap between financial leanness and petrochemical plant reliability.
Don’t leave your working capital locked in a warehouse.
Let’s turn your inventory into your competitive advantage.
