Where Neural Networks Earn Their Keep in Demand Planning
When neural networks improve demand forecasts, how to train them on short weekly histories, and why every model should compete against simpler ones before it ships.
October 17, 2026Read More »
Effective inventory management requires comprehensive measurement across multiple business dimensions. This five-part blog series provides supply chain professionals with actionable insights into key metrics that drive performance, from foundational measurements to advanced financial analysis.
First we need to start with understanding fundamental metrics that reveal how inventory flows through your supply chain. These foundational measurements provide the baseline visibility needed for all subsequent analysis and optimization efforts.
Raw Material Inventory (Days on Hand)
Raw material inventory measures the amount of inventory expressed as days of production covered by ingredients and packaging materials. This metric helps organizations understand how long current raw material stocks will support production operations.
Where:
- Average daily inventory is expressed in monetary value for the item or items during the period.
- Average daily usage represents production usage expressed in monetary value for the item or items during the period.
Best Practice: Maintain separate measures for various types of materials and ingredients. A weighted average for all packaging materials may be calculated by taking inventory and usage expressed as monetary value in the calculation.
Why It Matters: This metric enables proactive procurement planning, prevents production disruptions due to material shortages, and helps optimize working capital tied up in raw materials. Organizations with longer days on hand may be carrying excess inventory that ties up cash, while those with insufficient coverage risk production stoppages.
Finished Goods Inventory (Days Sales Coverage)
Finished goods inventory measures the rate at which finished goods inventory moves through the supply chain to the customer. This metric identifies how well capital invested in inventory is being utilized and whether stock levels align with demand patterns.
Where:
- Physical case inventory is actual inventory in physical cases of all finished goods in the facility and system at a point in time, or average inventory over a specified time period
- Forecast daily physical case sales is the daily average of forecasted physical case sales for the time period immediately following the date of the physical case inventory
Strategic Importance: This metric directly impacts customer service levels and cash flow management. Excessive days of coverage indicate potential obsolescence risk and tied-up capital, while insufficient coverage threatens stockouts and lost sales opportunities.
Inventory Turnover Ratio
The inventory turnover ratio measures how many times a company sells and replaces its stock during a specific period, typically one year. This fundamental metric reveals inventory efficiency and sales velocity.
Interpretation:
- High turnover indicates strong sales and efficient inventory management
- Low turnover suggests overstocking, obsolescence risk, or weak demand
- Industry benchmarks vary significantly; compare against sector standards
Actionable Insights: Organizations should analyze turnover by product category, SKU, and location to identify specific improvement opportunities. Consistently low-turning items may warrant discontinuation or promotional strategies, while high-turning products require close monitoring to prevent stockouts.
Days Sales of Inventory (DSI)
Days sales of inventory, also called "average age of inventory" or "days inventory outstanding," measures the average number of days a company takes to convert inventory into sales. This metric provides insight into inventory liquidity and management efficiency.
Strategic Application: Lower DSI generally indicates efficient inventory management, though optimal levels vary by industry. Perishable goods businesses target much lower DSI than manufacturers of durable goods. Track DSI trends over time to identify deterioration or improvement in inventory management practices.
Inventory Accuracy Rate
Inventory accuracy rate measures the alignment between physical inventory counts and system records. This foundational metric impacts virtually every aspect of supply chain operations, from order fulfillment to financial reporting.
Performance Benchmarks:
- Average performance: 91%
- World-class performance: 95% or higher
- Underperforming organizations: 67% or below
Critical Success Factors: Achieving high accuracy requires robust cycle counting programs, real-time inventory management systems, proper warehouse organization, and well-trained staff. Organizations should implement regular cycle counts rather than relying solely on annual physical inventories.
Implementation Strategy
Getting started with foundational metrics requires:
- Data Infrastructure: Ensure your ERP or inventory management system can capture and report these metrics accurately
- Baseline Measurement: Establish current performance levels for each metric
- Target Setting: Define realistic improvement goals based on industry benchmarks
- Regular Review: Schedule weekly or monthly reviews of these core metrics
- Action Plans: Develop specific initiatives to address gaps between current and target performance
Next in Series: Financial and Cost Management Metrics: The True Cost of Inventory will explore financial and cost management metrics that reveal the true cost of holding inventory and help optimize investment decisions.
Ready to optimize your inventory metrics? Contact Areté to learn how our advanced planning solutions can help you implement these foundational measures and transform your supply chain performance.
