research-contribution

Diagnoses research contribution type, construction quality, discussion framing, and limitation honesty in academic papers.

15|2|Updated May 4, 2026
One-click install
npx skills add https://github.com/AppleCG/academic-research-workflow --skill research-contribution-applecg
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: research-contribution
Source: https://github.com/AppleCG/academic-research-workflow/tree/main/sub-skills/research-contribution
Command: npx skills add https://github.com/AppleCG/academic-research-workflow --skill research-contribution-applecg

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Researchers who have finished a study often cannot tell whether their contribution is real, well-constructed, and honestly presented. This Skill provides a four-step diagnostic framework distilled from 8 authoritative methodology sources to evaluate contribution type, construction quality, Discussion/Conclusion effectiveness, and limitation sincerity. ## Core Features & Use Cases - Contribution Type Positioning: Classifies your contribution as theory advancement, phenomenon discovery, review integration, policy dialogue, or method innovation, and checks fit with target journal expectations. - Six-Path Construction Diagnosis: Audits contribution building across six failure modes from Ravasi et al. (2025): context over-reliance, missing Why explanations, absent tensions, unlabeled model arrows, rhetorical inflation, and outdated frameworks. - Discussion & Limitation Audits: Detects the three classic traps (rehashing, meandering, overreaching) and applies a four-element test (Describe, Implication, Alternative, Mitigation) to every limitation statement. - Use Case: A reviewer says your Discussion is weak. Run the Step C diagnostic to check whether you are restating results, scattering implications across too many directions, or claiming conclusions your data cannot support, then apply the targeted fixes. ## Quick Start Ask the assistant to diagnose whether your finished paper's contribution is sufficient and whether the Discussion and limitations sections pass the four-step contribution check.

Frequently Asked Questions about research-contribution

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I check if my research has a real theoretical contribution?▼

Classify your contribution type first (theory advancement, phenomenon discovery, review integration, policy dialogue, or method innovation), then audit it against six construction paths: transferability beyond context, Why explanations, revealed tensions, labeled model arrows, defensible rhetoric, and responsiveness to the current era.

How to fix a weak Discussion section in an academic paper?▼

Check for three traps: rehashing results, meandering across too many implications, and overreaching beyond your data. Consolidate implications into at most three core themes, use bridge sentences instead of repeating numbers, and remove conclusions not grounded in your findings.

What makes a limitations section credible to reviewers?▼

Each limitation needs four elements: a description of the specific issue, its implication for validity, alternative approaches that could address it, and mitigation steps you already took. Generic phrases like small sample size without this elaboration read as boilerplate.

Does this skill work for qualitative and quantitative research?▼

Yes, it includes cross-method parameters covering quantitative, qualitative, and mixed-methods research. Each paradigm has distinct guidance for contribution emphasis, Why-questioning style, common limitations, and discussion phrasing conventions.

When should I not rely on this contribution diagnostic?▼

It cannot rescue weak underlying research, since conclusion quality depends on earlier problematization and execution stages. It also does not generate contributions or provide writing templates; it diagnoses and locates problems for you to solve.