AI Skill Report Card

Generated Skill

B-70·Jan 24, 2026

Working Capital Optimization Analysis

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

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:

ScenarioDSO ChangeDIO ChangeDPO ChangeCash 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

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

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
  • 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)
0
Grade B-AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
11/15
Workflow
11/15
Examples
15/20
Completeness
15/20
Format
11/15
Conciseness
11/15