Review and Preliminary Mortgage Analysis

Scalable Data Processing in R

Michael Kane

Assistant Professor, Yale University

Overview of the chapter

  • Compare proportions of people receiving mortgages
  • Missingness in the data
  • Changes in
    • Mortgage demographic proportions over time
    • City vs rural mortgages
    • Proportion of people securing federally guaranteed loans
Scalable Data Processing in R

United States Census Bureau Race and Ethnic Proportions

Category Percentage
American Indian or Alaska Native 0.9
Asian 4.8
Black or African American 12.6
Native Hawaiian or Other Pacific Islander 0.2
Two or more races (Not included) 2.9
Other race (Not included) 6.2
Hispanic or Latino ethnicity 16.3

Note: Hispanic or Latino is a designated ethnicity

Scalable Data Processing in R

Proportional Borrowing

We know that most mortgages went to people who identify as white.

Is this group borrowing more proportionally?

Scalable Data Processing in R

Let's practice!

Scalable Data Processing in R

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