Consider a probit model designed to explain the choice by homebuyers of fixed versus adjustable rate mortgages.

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Consider a probit model designed to explain the choice by homebuyers of fixed versus adjustable rate mortgages. The explanatory variables, with sample means in parentheses, are FIXRATE (13.25) = fixed interest rate; \(\operatorname{MARGIN}(2.3)=\) the variable rate - the fixed rate; and NETWORTH \((3.5)=\) borrower's net worth \((\$ 100,000\) units). The dependent variable is \(\operatorname{ADJUST}(0.41)=1\) if an adjustable mortgage is chosen. The coefficient estimates, in Table 16.8, use 78 observations over the period January, 1983 to February, 1984.

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a. What information is provided by the signs of the estimated coefficients of Model 1? Are the signs consistent with economic reasoning? Which coefficients are significant at the 5\% level?

b. Carry out a likelihood ratio test of the model significance at the \(1 \%\) level for Model 1. In Table 16.8, \(\ln L\) (Model) is the log-likelihood of the full model and \(\ln L(C)\) is the log-likelihood of the model including only the constant term.

c. What is the estimated probability of a borrower choosing an adjustable rate mortgage if FIXRATE \(=12\), MARGIN \(=2\), and NETWORTH \(=3\) ? What is the estimated probability of a borrower choosing an adjustable rate mortgage if FIXRATE \(=12\), MARGIN \(=2\), and NETWORTH \(=10\) ?

d. Carry out a likelihood ratio test of the hypothesis that NETWORTH has no effect on the choice of mortgage type, against the alternative that it does, at the \(1 \%\) level.

e. Using Model 2, what is the marginal effect of MARGIN on the probability of choosing an adjustable rate mortgage if FIXRATE \(=12\) and \(M A R G I N=2\) ?

f. Using Model 2, calculate the discrete change in the probability of choosing an adjustable rate mortgage if MARGIN increases from \(2 \%\) to \(4 \%\), while FIXRATE remains \(12 \%\) ? Is the value twice the value found in part (e)?

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Principles Of Econometrics

ISBN: 9781118452271

5th Edition

Authors: R Carter Hill, William E Griffiths, Guay C Lim

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