Content text [FULL] 04. Scorecard Development #2 - Data Exploration.pdf
Scorecard Development #2 - Data Exploration Credit Scoring and Analytics pacmann.io © 2022 – Pacmann AI
pacmann.io © 2022 – Pacmann AI 2 References • Intelligent Credit Scoring — Naeem Siddiqi • The Credit Scoring Toolkit — Raymond Anderson • Credit Scoring, Response Modeling and Insurance Rating — Steven Finlay
pacmann.io © 2022 – Pacmann AI 3 Outcomes • Students understand the data exploration process. • Students understand how to handle missing values and outliers. • Students understand how to handle multicollinearity.
pacmann.io © 2022 – Pacmann AI 4 Outline • Explore Data • Missing Values and Outliers • Correlation