decision-algorithm

Name: decision-algorithm
Availability: InStock
Author: caomz

Analyze decision scenarios using the EKB framework with Python libraries.

7|Updated Apr 10, 2026

Search Tags:#decision analysis #risk assessment #resource allocation #decision-making #EKB framework

Ready to run

npx skills add https://github.com/caomz/decision-algorithm --skill decision-algorithm

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: decision-algorithm
Source: https://github.com/caomz/decision-algorithm/tree/main
Command: npx skills add https://github.com/caomz/decision-algorithm --skill decision-algorithm

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pandas, numpy, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill helps users make better decisions by applying the EKB framework (Expected Value + Kelly Criterion + Bayes) to analyze and evaluate various decision scenarios.

Core Features & Use Cases

Decision Analysis: Provides a structured approach to analyze decisions based on the EKB framework.
Risk Assessment: Assesses the risk and potential outcomes of decisions.
Resource Allocation: Recommends optimal resource allocation based on the decision's expected value and risk.
Use Case: Imagine you are considering a new investment opportunity. Use this Skill to analyze the potential risks and rewards, and determine the optimal allocation of resources.

Quick Start

Use the decision-algorithm skill to analyze the potential risks and rewards of a new investment opportunity.

Frequently Asked Questions about decision-algorithm

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

FAQPage Schema

How do I analyze investment decisions using the EKB framework?▼

The EKB framework evaluates decision scenarios by combining Expected Value calculations, the Kelly Criterion for resource allocation, and Bayes' theorem for probability updates. It processes career choices, investments, and business opportunities to output risk assessments and optimal strategies.

Can I use Python and pandas for risk assessment and resource allocation?▼

Yes, this risk assessment Skill requires Python with pandas and numpy installed to process decision variables. It leverages these libraries to compute expected values and recommend optimal resource allocation for business opportunities and personal relationships.

What is the best way to assess risk and rewards for a new business opportunity?▼

The best way to assess business opportunity risks and rewards is applying the EKB framework, which combines Expected Value calculations with Bayesian probability updates. This structured approach evaluates potential outcomes to recommend optimal resource allocation.

Does the decision analysis approach work for personal career choices?▼

Yes, the decision analysis approach explicitly supports personal career choices alongside investment decisions and business opportunities. It evaluates the expected value and risk of different career paths to determine optimal resource allocation.

When should I not use the Kelly Criterion for decision making?▼

Avoid using the Kelly Criterion for decision making when your scenario lacks quantifiable probabilities or discrete outcomes, as the EKB framework relies on calculating expected value and applying Bayesian updates to recommend accurate resource allocation.