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Data Analytics / Risk analysis case study

LendingClub Credit Risk

Loan-level analysis of credit risk, grading, borrower characteristics, and origination trends using historical LendingClub data.

Default rate by LendingClub credit grade from the project analysis
Credit grade analysis exported from the repository.

The context

What this project explores.

This portfolio case study takes the role of a risk analyst reviewing historical LendingClub loans. The goal is to assess the grading system, investigate risk segments, and communicate evidence-based screening recommendations.

The approach

From problem to output.

01

Build an analytical sample

Sample loan records, inspect the data dictionary, and clean variables for a consistent view of finalized loans.

02

Investigate risk segments

Compare credit grades, FICO, debt-to-income, loan purposes, and home ownership while documenting sample and time-censoring limits.

03

Synthesize recommendations

Study origination volume trends and turn findings into a credit committee presentation.

Inside the repository

The deliverables.

More to explore.

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