AI Skill Report Card

Generated Skill

B-70·Jan 24, 2026
YAML
--- name: benchmarking-operational-efficiency description: Compares operational metrics against industry best practices to identify improvement opportunities. Use when analyzing company performance gaps, quantifying efficiency improvements, or creating operational transformation roadmaps. ---

Operational Efficiency Benchmarking

EFFICIENCY BENCHMARK ANALYSIS
Company: [Target Company]
Industry: [Industry Sector]

1. PEER GROUP KPIs (Industry Medians):
   - SG&A as % Revenue: 18.5%
   - Revenue per Employee: $285K
   - Spans of Control: 7.2
   - Management Layers: 4.8
   - Process Automation %: 35%

2. CURRENT STATE vs BENCHMARKS:
   Metric | Current | Median | Top 25% | Gap to Median
   SG&A % | 24.2%   | 18.5%  | 15.1%   | -5.7pp
   Rev/FTE| $198K   | $285K  | $340K   | -$87K

3. FINANCIAL IMPACT (Annual):
   - Reach Median SG&A: $12.4M savings
   - Reach Top Quartile: $19.8M savings
Recommendation
Consider adding more specific examples

Progress:

  • Define Peer Group - Select 8-12 companies by size, geography, business model
  • Gather Industry KPIs - Collect operational metrics from databases, reports, surveys
  • Calculate Performance Gaps - Compare current state vs median/top quartile
  • Quantify Financial Impact - Model savings potential for each metric
  • Identify Improvement Initiatives - Map specific actions to close gaps
  • Create Implementation Roadmap - Sequence initiatives with milestones

Core Metrics Framework

Financial Efficiency:

  • SG&A as % of Revenue (by function: HR, Finance, IT, Legal)
  • Operating Margin vs peers
  • Working Capital efficiency

Organizational Design:

  • Spans of Control (avg direct reports per manager)
  • Management Layers (CEO to front-line)
  • FTE per $M revenue
  • Revenue per Employee

Process Automation:

  • % automated processes by function
  • Digital transaction penetration
  • Self-service adoption rates
Recommendation
Include edge cases

Example 1: Input: Mid-market manufacturing company, $500M revenue, 25% SG&A ratio Output:

  • Industry median SG&A: 19%
  • Gap: 6 percentage points = $30M opportunity
  • Top initiatives: Procurement automation (40% reduction in processing time), Finance shared services (25% FTE reduction), IT infrastructure consolidation

Example 2: Input: Technology services firm, excessive management layers (8 vs industry 5) Output:

  • Spans analysis shows 3.2 avg reports vs 6.8 industry median
  • Delayering opportunity: Remove 2 management levels
  • Impact: $8.5M annual savings, 15% faster decision-making
  • Use Multiple Data Sources: Combine public filings, industry surveys, consulting reports
  • Segment by Revenue Size: $100-500M vs $500M+ have different optimal ratios
  • Include Geographic Factors: US vs international cost structures vary significantly
  • Weight Recent Performance: Emphasize last 2-3 years of data over historical
  • Account for Business Mix: Different product lines have different efficiency profiles

SG&A Breakdown Analysis

Function        | Current % | Benchmark | Gap
Sales          | 8.5%      | 6.2%      | -2.3pp
Marketing      | 3.1%      | 2.8%      | -0.3pp
G&A           | 7.2%      | 5.1%      | -2.1pp
R&D           | 4.8%      | 4.4%      | -0.4pp
Total SG&A    | 23.6%     | 18.5%     | -5.1pp
  • Wrong Peer Group: Comparing different business models or maturity stages
  • Static Analysis: Not accounting for company growth stage or market conditions
  • Implementation Gaps: Identifying opportunities without realistic change management
  • One-Size-Fits-All: Applying uniform benchmarks across different geographies/segments
  • Ignoring Quality Metrics: Focusing only on cost without considering service levels or customer satisfaction

Implementation Sequencing

  1. Quick Wins (0-6 months): Procurement, travel policies, vendor consolidation
  2. Medium-term (6-18 months): Shared services, process automation, organizational design
  3. Long-term (18+ months): Technology platforms, cultural transformation, advanced analytics
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