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Loan Default Risk Analysis - Coggle Diagram
Loan Default Risk Analysis
Data Preparation
Load and inspect dataset
Handle missing values
impute values
drop columns
Convert data types
Derived Metrics/ Bucketing
Exploratory Data Analysis
Univariate Analysis
Distribution of target variable
Distribution of key features
Bivariate Analysis
Relationship between features and default
Correlation analysis
Multivariate Analysis
Interaction effects
Principal Component Analysis
Key Analyses
Default rate analysis
By loan grade/subgrade
By income brackets
By loan purpose
Time series analysis of default rates
Debt-to-Income ratio impact
Credit score analysis
Geographic analysis
Visualization
Histograms
Box plots
Bar charts
Heatmaps
Scatter plots
Geographic heat maps
Statistical Tests
T-tests or ANOVA
Correlation tests
Chi-square tests
Insights Generation
Identify top predictors
Summarize key findings
Formulate recommendations
Reporting
Prepare Python notebook
Create presentation
Problem statement
Methodology
Key findings
Visualizations
Recommendations