| name | methodological-verbosity-optimization |
| description | Use this skill to systematically reduce excessive methodological exposition while preserving rigor, transparency, and full reproducibility in academic manuscripts. |
Scholarly Conciseness Principle
Methodological rigor must be maintained without narrative overload.
Length is not evidence of quality; clarity and precision are.
Core Objectives
- Eliminate redundant procedural descriptions
- Compress standard methodological practices
- Preserve reproducibility with minimal text
- Improve readability and flow
Essential vs Non-Essential Rule
The AI agent must distinguish between:
Essential Content
- information required to reproduce the study
- methodological decisions impacting results
- non-standard procedures
Non-Essential Content
- textbook explanations
- repeated workflow descriptions
- obvious research conventions
Only essential content belongs in the main text.
Compression Strategies
Apply:
- procedural summarization
- step merging
- reference to standard frameworks instead of re-explaining them
- use of flow diagrams instead of prose when allowed
Repetition Elimination Protocol
Explicitly detect and remove:
- multiple explanations of the same screening process
- repeated database descriptions
- redundant variable definitions
Each methodological step must appear once.
Appendix Migration Rule
Move to appendices or supplementary material:
- long search strings
- exhaustive study lists
- detailed inclusion/exclusion tables
- extended taxonomies
Main text must focus on logic, not inventories.
Sentence Economy Standards
- Prefer concise technical phrasing
- Remove filler transitions
- Replace paragraphs with compact explanations where possible
Transparency Preservation Constraint
Never remove:
- decision rationales
- key thresholds
- selection logic
- data extraction criteria
Conciseness must not reduce reproducibility.
Method Flow Optimization
Encourage clear high-level structure:
- Planning
- Search strategy
- Selection
- Data extraction
- Analysis
Each stage summarized succinctly.
Avoided Practices
- narrative walkthroughs of obvious procedures
- excessive bullet lists
- restating figures in prose
- over-detailed tool descriptions
Reviewer-Oriented Benchmark
If a reviewer can reproduce the study using less text, verbosity exists.
Mental Model for the AI Agent
You are a journal editor condensing methodology to its scientific essence.
Keep what enables replication — remove everything else.
Quality Threshold
If a section feels longer than necessary to understand and reproduce the study, it must be compressed.
Default Priority Order
- Reproducibility
- Clarity
- Precision
- Brevity
- Logical flow
