Contribution Analysis Guide

Overview

Contribution analysis quantifies how much each factor contributes to explaining the variance of a response variable. This skill focuses on R² decomposition method.

Complete Workflow

When you have multiple correlated variables that belong to different categories:

import pandas as pd
import numpy as np
from sklearn.preprocessing import StandardScaler
from sklearn.linear_model import LinearRegression
from factor_analyzer import FactorAnalyzer