Inventory Analysis Identified $115M of Working Capital Improvement and a $22M Reduction of Inventory
$1B revenue business that manufacturers and supplies replacement parts for the automotive aftermarket.
The Challenge
A large manufacturer of car parts required significant working capital for acquisition growth and requested support to identify and develop a future inventory model to reduce working capital as well as identify root-cause drivers of current excess inventory.
Our Approach
Through a detailed inventory analysis, we conducted the following:
- Process mapping to understand process requirements by different departments
- Data review of over 11M rows of transactional data history to ensure clean and accurate data analysis and modeling
- Current-state data analysis to understand inputs and outputs of inventory as a function of demand requirements
- Current-state data analysis including inventory and purchase order history to understand drivers of excess inventory
- Future inventory stocking model based upon demand and supply variability to optimize inventory levels as a function of service
The Results
Through our analysis, we identified the following issues:
- Insufficient safety stock algorithms based upon days of supply rather than demand and supply variability
- Uncontrollable return process that results in incremental addition of excess and obsolete inventory
- Warranty and RTS finished good returns that resulted in incremental addition of excess and obsolete inventory
- Manual purchasing processes that resulted in inaccurate purchase quantities against historical and future demand
From there, we developed a detailed one-year implementation plan that included a project plan and risk assessment and would lead to $115M of working capital improvements and a $22M reduction of inventory.
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