scientific-problem-selection

Guide researchers through systematic scientific problem selection and project planning.

23.4k|2.8k|Updated Jan 23, 2026
One-click install
npx skills add https://github.com/anthropics/knowledge-work-plugins --skill scientific-problem-selection-anthropics
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scientific-problem-selection
Source: https://github.com/anthropics/knowledge-work-plugins/tree/main/bio-research/skills/scientific-problem-selection
Command: npx skills add https://github.com/anthropics/knowledge-work-plugins --skill scientific-problem-selection-anthropics

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps scientists systematically select high-impact research problems, troubleshoot project roadblocks, and make strategic scientific decisions, moving beyond incremental work to impactful discoveries.

Core Features & Use Cases

  • Problem Ideation: Generates novel research ideas using structured prompts and identifies common pitfalls.
  • Risk Assessment: Identifies and quantifies project risks, helping to design de-risking experiments.
  • Impact Evaluation: Defines success metrics and ensures projects align with scientific or technological value.
  • Strategic Planning: Develops parameter fixation strategies, decision trees, and adversity response plans.
  • Use Case: A graduate student struggling to define their thesis project can use this Skill to explore ideas, assess feasibility, and create a robust plan, ensuring their years of work are directed towards a high-impact problem.

Quick Start

Use the scientific-problem-selection skill to help me pitch an idea for a new research project.

Frequently Asked Questions about scientific-problem-selection

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

FAQPage Schema
How do I systematically select a high-impact research problem for my project?

Systematic scientific problem selection uses structured decision-making frameworks and literature analysis to evaluate research questions, ensuring your project moves beyond incremental work to impactful discoveries.

What is the best way to assess project risks during research ideation?

Risk assessment in research ideation identifies and quantifies potential project roadblocks, allowing you to design specific de-risking experiments and develop strategic adversity response plans before execution.

How do I define success metrics for a new scientific project?

Defining success metrics for a scientific project involves evaluating the potential scientific and technological value of the concept, ensuring your research aligns with high-impact outcomes from the start.

Can I use structured decision-making to plan strategic execution pathways for research?

Structured decision-making facilitates strategic planning by developing parameter fixation strategies and decision trees, guiding researchers from an initial concept to a comprehensive project execution plan.

Does scientific problem selection work for graduate students defining a thesis project?

Scientific problem selection works for graduate students by helping them explore novel ideas, assess feasibility, and create a robust plan, ensuring years of thesis work target a high-impact problem.

What are common pitfalls when generating novel research ideas?

Common pitfalls in generating novel research ideas are identified through structured prompts during problem ideation, helping researchers avoid incremental work and focus on high-impact scientific discoveries.