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Thursday, February 21, 2013

Mortgage Lending Decisions

Introduction
In the case Mortgage Lending Decisions, we have been asked to restrict whether race or ethnicity is a factor in owe give approval.
We will examine the entropy from 908 loan appliers
Data
Our data differentiate was gathered in 1990 under the provisions of the radical Mortgage Disclosure Act (HMDA). The federal official Reserve panel of Boston petitioned lending institutions in the Boston bea to render information regarding their owe lending decisions. The sample data set they provided includes 908 loan applications, with inconsistents organized in three categories: approval and ascribe history, demographic information, and proportional debt measurements.
The first group of variables covers the approval and convictionworthiness of the mortgage applier. The variable APPROVE is a dummy variable indicating whether the loan was ultimately authorized; the quote family line is an applicator who was denied their loan. The routine variable, GDLIN, is a dummy variable for whether the applicants credit history meets institutional guidelines. The reference category for this variable is an applicant with credit history that does not meet these standards.
The second category of variables covers demographic information.

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The first variable in this group is MARRIED, a dummy variable that indicates the marriage status of the mortgage applicant; the reference category is an unmarried applicant. The second demographic variable included, BLACK, is a dummy variable for the race of the applicant; the reference category is a white loan applicant. The last demographic variable, HISPAN, is a dummy variable for ethnicity, indicating whether a mortgage applicant was Hispanic. For this variable the reference category is a non-Hispanic applicant. Under Federal government census criteria the categories of race and ethnicity are distinct and and so the groups can overlap; however, in the provided sample set, the three groups (white, black, and Hispanic) are mutually exclusive categories.
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