AI Skill Report Card
Generated Skill
Working Capital Optimization Analysis
Quick Start
Calculate Cash Conversion Cycle (CCC) and identify improvement opportunities:
CCC = DSO + DIO - DPO
Where:
- DSO (Days Sales Outstanding) = (Accounts Receivable / Revenue) × 365
- DIO (Days Inventory Outstanding) = (Inventory / COGS) × 365
- DPO (Days Payable Outstanding) = (Accounts Payable / COGS) × 365
Example calculation:
- DSO: 45 days, DIO: 60 days, DPO: 30 days
- CCC = 45 + 60 - 30 = 75 days
- Revenue $100M → Daily revenue $274K → Cash trapped: $20.5M
Recommendation▾
Consider adding more specific examples
Workflow
Progress:
- Step 1: Calculate current CCC components and 3-year trend
- Step 2: Benchmark against industry peers (top quartile targets)
- Step 3: Analyze top 10 customers (DSO impact) and vendors (DPO impact)
- Step 4: Quantify cash release scenarios (5, 10, 15-day improvements)
- Step 5: Create implementation roadmap with quick wins
Detailed Analysis Steps
1. Component Analysis
- Calculate monthly DSO, DIO, DPO for last 36 months
- Identify seasonal patterns and outliers
- Rank components by cash impact potential
2. Peer Benchmarking
- Compare to industry median and top quartile
- Identify which component offers greatest improvement opportunity
- Set realistic targets based on peer performance
3. Customer/Vendor Deep Dive
- Top 10 customers by receivables balance and payment terms
- Top 10 vendors by payables balance and payment terms
- Calculate individual impact on DSO/DPO
4. Cash Impact Modeling Create scenarios for each component improvement:
| Scenario | DSO Change | DIO Change | DPO Change | Cash Released |
|---|---|---|---|---|
| 5-day | -5 days | -5 days | +5 days | $X.XM |
| 10-day | -10 days | -10 days | +10 days | $X.XM |
| 15-day | -15 days | -15 days | +15 days | $X.XM |
Recommendation▾
Include edge cases
Examples
Example 1: Input: Manufacturing company, $500M revenue, DSO 52 days, DIO 85 days, DPO 35 days Output:
- Current CCC: 102 days
- Industry benchmark: 75 days
- Cash trapped: $139M excess vs. benchmark
- 10-day improvement across all components releases $41M cash
Example 2: Input: Tech services firm, $50M revenue, heavy customer concentration Output:
- Top 3 customers represent 60% of receivables
- Largest customer pays in 75 days vs. 30-day terms
- Negotiating payment terms with top customer alone releases $2.1M
Best Practices
Analysis Approach:
- Start with biggest cash impact opportunities first
- Focus on top 20% of customers/vendors (80/20 rule applies)
- Consider seasonal business patterns in targets
- Include credit risk assessment in customer payment term changes
Quick Wins Identification:
- Invoice accuracy improvements (reduce disputes)
- Electronic invoicing implementation
- Supplier payment term renegotiation
- Inventory slow-moving/obsolete cleanup
Implementation Roadmap:
- Phase 1 (0-90 days): Process improvements, low-hanging fruit
- Phase 2 (90-180 days): System implementations, term renegotiations
- Phase 3 (180+ days): Strategic changes, supplier/customer mix optimization
Common Pitfalls
- Ignoring business impact: Don't optimize DSO at expense of customer relationships
- One-size-fits-all approach: Different customer segments need different strategies
- Forgetting cash costs: Factor in early payment discounts and financing costs
- Static analysis: Working capital is dynamic - build ongoing monitoring
- Unrealistic targets: Benchmark appropriately for industry and business model
- Missing implementation details: Vague recommendations without clear ownership and timelines
Red Flags:
- Improving one metric while others deteriorate
- Setting targets without operational feasibility assessment
- Ignoring seasonal working capital requirements
- Not modeling P&L impact of changes (e.g., early payment discounts)