Binary Outcomes in Decision Making Quiz

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Questions and Answers

What type of variable is the outcome of interest in the examples provided?

  • Binary (correct)
  • Ordinal
  • Continuous
  • Categorical

What distinguishes regression with a binary dependent variable from regression with a continuous dependent variable?

  • The need for different estimation techniques (correct)
  • The use of different types of predictors
  • The presence of homoscedasticity in the residuals
  • The requirement for larger sample sizes

What is the simplest model to use with binary dependent variables?

  • Logistic regression model
  • ANOVA
  • K-means clustering
  • Linear probability model (correct)

Which act led to the compilation of the Boston HMDA data?

<p>Home Mortgage Disclosure Act (HMDA) (C)</p> Signup and view all the answers

What year do the mortgage applications in the Boston, Massachusetts, area data relate to?

<p>1990 (C)</p> Signup and view all the answers

Which type of data are the Boston HMDA data described as?

<p>Structured data (C)</p> Signup and view all the answers

What are the two most important disadvantages of the linear probability model?

<p>Fitted probabilities can be less than zero or greater than one and the partial effect of any explanatory variable is not constant (B)</p> Signup and view all the answers

What is the primary interest in a binary response model?

<p>Estimating the probability of a given response category (D)</p> Signup and view all the answers

In a binary response model, if x represents explanatory variables, what does y typically denote?

<p>Response indicator variable (B)</p> Signup and view all the answers

How do more sophisticated binary response models overcome the limitations of the linear probability model?

<p>By allowing negative fitted probabilities and non-constant partial effects (B)</p> Signup and view all the answers

Which set of explanatory variables might be included in x when analyzing employment status in a binary response model?

<p>Individual characteristics like education and age (A)</p> Signup and view all the answers

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