Analysis of Prosper Loan Data to explore factors that affect BorrowerAPR using R:
- Explore selected variables:
- Data wrangling
- Explore relationships between two variables:
- Which numeric variable has a correlation with APR?
- How does APR change over time and other variables?
- What are the characteristics of teh current, completed and bad loans?
- Explore characteristics of bad loans using multivariate plots:
- How is LoanStatus distributed on the APR vs. CreditScoreUpper scatterplot?
- What is the trend of average BorrowerAPR of bad_loans over time?
- What is the percent of bad_loans in different listing categories across different states?
- R
- exploratory data analysis
- data wrangling
- data visualization
The project was completed with RStudio. Visit this page for installation.