risk-assessment

name	risk-assessment
version	1.0.0
category	engineering
description	Perform probabilistic risk assessment with Monte Carlo simulations for offshore marine operations
type	reference
capabilities	[]
requires	[]
tags	[]
scripts_exempt	true

Risk Assessment

When to Use This Skill

Use this skill when you need to:

• Perform Monte Carlo simulations for uncertainty quantification
• Calculate system reliability and failure probabilities
• Conduct sensitivity analysis to identify critical parameters
• Create risk matrices for hazard assessment
• Perform probabilistic design and analysis
• Quantify uncertainties in marine operations
• Make decisions under uncertainty with risk metrics
• Validate designs against reliability targets

Core Knowledge Areas

1. Monte Carlo Simulation

Basic Monte Carlo framework:

import numpy as np
from scipy import stats
from dataclasses import dataclass
from typing import Callable, Dict, List, Tuple, Optional
import pandas as pd

@dataclass

*See sub-skills for full details.*
### 2. Reliability Analysis

Calculate reliability and failure probability:

```python
def calculate_reliability(
    response_data: np.ndarray,
    limit_state: float,
    mode: str = 'less_than'
) -> dict:
    """
    Calculate reliability from Monte Carlo results.

*See sub-skills for full details.*
### 3. Sensitivity Analysis

Identify critical parameters:

```python
def sensitivity_analysis_correlation(
    inputs: Dict[str, np.ndarray],
    output: np.ndarray
) -> pd.DataFrame:
    """
    Sensitivity analysis using correlation coefficients.


*See sub-skills for full details.*
### 4. Risk Matrices and Hazard Assessment

```python
from enum import Enum

 ():
    
    NEGLIGIBLE = 
    MINOR = 
    MODERATE = 
    MAJOR = 
    CATASTROPHIC = 

*See sub-skills  full details.*


```python
 scipy.stats  genextreme

 () -> :