Question: Consider a binary response variable y and an explanatory variable x. The following table contains the parameter estimates of the linear probability model (LPM) and
Consider a binary response variable y and an explanatory variable x. The following table contains the parameter estimates of the linear probability model (LPM) and the logit model, with the associated p-values shown in parentheses.
Variable................ LPM............. Logit
Constant............... −0.40.............−4.50
...........................(0.03)............ (0.01)
x.......................... 0.32...............1.54
..........................(0.04).............. (0.03)
a. Use both models to predict the probability of success as x varies from 1 to 5 with increments of 1.
b. Comment on the suitability of the linear probability model in modeling binary outcomes.
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a The LPM model is estimated as When The logit model is estimated as When The predictions ... View full answer
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