| name | product-documentation-efficiency-gains |
| description | Sub-skill of product-documentation: Efficiency Gains (+3). |
| version | 1.0.0 |
| category | business |
| type | reference |
| scripts_exempt | true |
Efficiency Gains (+3)
Efficiency Gains
- [Feature]: [%] reduction in time ([before] → [after])
- [Feature]: [%] reduction in [metric] ([before] → [after])
Business Impact
- Cost Savings: $[amount] annually ([breakdown])
- Revenue Protection: $[amount] in [area]
- Risk Reduction: [%] accuracy improvement
Adoption Success
- Time to First Value: [timeframe]
- Full System Adoption: [timeframe]
- User Satisfaction: [measurable outcome]
## Tech-Stack.md pyproject.toml Template
```toml
[project]
name = "project-name"
version = "1.0.0"
description = "Brief description"
requires-python = ">=3.11"
dependencies = [
# Data Processing
"pandas>=2.0.0",
"numpy>=1.24.0",
# Visualization (Interactive Only)
"plotly>=5.14.0",
"kaleido>=0.2.1",
# CLI Development
"click>=8.1.0",
]
[project.optional-dependencies]
dev = [
"pytest>=7.4.0",
"pytest-cov>=4.1.0",
"ruff>=0.1.0",
]
[project.scripts]
module-name = "package.module:main"