benchmarking-analyst
Benchmarking study skill for internal, competitive, and best-in-class performance comparison
What this skill does
# Benchmarking Analyst
## Overview
The Benchmarking Analyst skill provides comprehensive capabilities for conducting benchmarking studies. It supports internal, competitive, and best-in-class benchmarking, KPI normalization, best practice identification, and adaptation planning.
## Capabilities
- Benchmark partner identification
- KPI selection and normalization
- Data collection methodology
- Performance gap analysis
- Best practice identification
- Adaptation planning
- Progress tracking
- Benchmarking database maintenance
## Used By Processes
- CI-003: Benchmarking Program
- CI-001: Operational Excellence Program Design
- QMS-002: TQM Program Development
## Tools and Libraries
- APQC benchmarking database
- Industry consortiums
- Survey tools
- Data analysis platforms
## Usage
```yaml
skill: benchmarking-analyst
inputs:
benchmarking_type: "best_in_class" # internal | competitive | functional | best_in_class
focus_area: "Order fulfillment cycle time"
current_performance:
metric: "order_to_ship_days"
value: 5
benchmark_sources:
- type: "industry_database"
source: "APQC"
- type: "consortium"
source: "Supply Chain Council"
target_percentile: 90 # aim for top 10%
outputs:
- benchmark_study
- performance_gaps
- best_practices
- adaptation_plan
- implementation_roadmap
- tracking_metrics
```
## Benchmarking Types
| Type | Description | Use Case |
|------|-------------|----------|
| Internal | Compare across own sites/units | Identify internal best practices |
| Competitive | Compare to direct competitors | Understand competitive position |
| Functional | Compare to same function in other industries | Learn from leaders |
| Best-in-Class | Compare to world leaders | Achieve breakthrough performance |
## Benchmarking Process
### Phase 1: Planning
1. Identify what to benchmark
2. Form benchmarking team
3. Identify benchmark partners
4. Determine data collection method
### Phase 2: Analysis
1. Collect performance data
2. Determine performance gaps
3. Identify enablers of superior performance
4. Project future performance
### Phase 3: Integration
1. Communicate findings
2. Establish improvement goals
3. Develop action plans
4. Gain commitment
### Phase 4: Action
1. Implement plans
2. Monitor progress
3. Recalibrate benchmarks
4. Achieve maturity
## KPI Normalization
Normalize metrics for fair comparison:
- Per employee
- Per revenue dollar
- Per unit produced
- Per square foot
- Percent of total
### Example
```
Raw metric: Inventory value = $10M
Normalized: Days of inventory = 45 days
Industry benchmark: 30 days
Gap: 15 days (50% improvement opportunity)
```
## Performance Gap Analysis
| Performance Level | % of Benchmark | Action |
|-------------------|----------------|--------|
| Leading | >110% | Share best practices |
| Parity | 90-110% | Monitor and improve |
| Lagging | 70-90% | Targeted improvement |
| Poor | <70% | Major initiative needed |
## Best Practice Categories
1. **Process Design** - How work flows
2. **Technology** - Tools and systems used
3. **Organization** - Structure and roles
4. **People** - Skills and culture
5. **Metrics** - What is measured
## Integration Points
- Industry databases (APQC, Gartner)
- Consortium networks
- Performance management systems
- Knowledge management platforms
Related in General
modeling-omnistudio-epc-catalog
IncludedSalesforce Industries CME EPC product-modeling skill for Product2-based catalog creation. Use when creating EPC products, configuring product attributes, building offer bundles with Product Child Items, or reviewing EPC DataPack JSON metadata for product catalog changes. TRIGGER when: user creates or updates Product2 EPC records, AttributeAssignment payloads, AttributeMetadata/AttributeDefaultValues, Offer bundles, or ProductChildItem relationships. DO NOT TRIGGER when: designing OmniScripts/FlexCards/Integration Procedures (use building-omnistudio-omniscript, building-omnistudio-flexcard, or building-omnistudio-integration-procedure), implementing Apex business logic (use generating-apex), or troubleshooting deployment pipelines (use deploying-metadata).
relationship-science-coach
IncludedUse this skill for direct, practical adult relationship coaching: couples conflict, repair, trust, marriage, dating, flirting, attachment patterns, emotional connection, sex, desire differences, eroticism, kink negotiation, affection, love languages, breakups, and long-term passion. Draw on Gottman, EFT and Hold Me Tight, attachment science, modern sex research, Perel, Nagoski, Kerner, Schnarch, Love and Stosny, and flexible love-language tools. Be concrete and low-hedge. Redirect only for imminent danger, abuse, coercive control, minors, non-consent, self-harm, stalking, or medical/legal/psychiatric decisions.
building-sf-integrations
IncludedSalesforce integration architecture and runtime plumbing with 120-point scoring. Use this skill to set up Named Credentials, External Credentials, External Services, REST/SOAP callout patterns, Platform Events, and Change Data Capture. TRIGGER when: user sets up Named Credentials, External Services, REST/SOAP callouts, Platform Events, CDC, or touches .namedCredential-meta.xml files. DO NOT TRIGGER when: Connected App/OAuth config (use configuring-connected-apps), Apex-only logic (use generating-apex), or data import/export (use handling-sf-data).
venue-templates
IncludedAccess comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
let-fate-decide
IncludedDraws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated. Interprets the spread to guide next steps. Use when the user says 'let fate decide', 'YOLO', 'whatever', 'idk', or other nonchalant phrases, makes Yu-Gi-Oh references, or when you are about to arbitrarily pick between multiple reasonable approaches. Prefer over ask-questions-if-underspecified when the user's tone is casual or playful rather than precision-seeking.
net-ops
IncludedCross-platform network troubleshooting (Windows, macOS, Linux) via local or remote shell. Use for: DNS broken, can't resolve hostnames, nslookup/dig works but apps fail, NRPT, WFP, scutil, /etc/resolver, systemd-resolved, /etc/resolv.conf, NetworkManager, VPN DNS leak residue (ProtonVPN/Mullvad/WireGuard/AnyConnect), AV/firewall blocking DNS or DoH, Tailscale DNS interaction, intermittent connectivity, remote diagnostics over SSH.