Question

Which of the following statements is correct regarding the multiple regression model? A)The assumption var(e_i│X)=〖var(y_i│X)=σ〗^2 implies...

Which of the following statements is correct regarding the multiple regression model?

A)The assumption var(e_i│X)=〖var(y_i│X)=σ〗^2 implies that the error variance is constant and therefore heteroscedastic.

B) The assumption var(e_i│X)=〖var(y_i│X)=σ〗_i^2 implies that the error variance is constant and therefore homoscedastic.

C) If var(e_i│X)=〖var(y_i│X)=σ〗_i^2 then the error variance may change from observation to observation and therefore heteroscedastic.

D) If var(e_i│X)=〖var(y_i│X)=σ〗^2 then the error variance may change from observation to observation and therefore homoscedastic.

Homework Answers

Answer #1

Answer :

(C) If var(e_i / X) = then the error variance may change from observation to observation and therefore heteroscedastic.

Explanation:

The multiple regression model assumes that Var(e_i / X) = i.e. the variance of error term,given the values of , is constant and therefore homoscedastic.

If Var(e_i / X) = ,then the error variance may change from observation to observation and therefore heteroscedastic.

Please upvote my answer.

Know the answer?
Your Answer:

Post as a guest

Your Name:

What's your source?

Earn Coins

Coins can be redeemed for fabulous gifts.

Not the answer you're looking for?
Ask your own homework help question
Similar Questions
Question 1 Heteroskedasticity is a violation of which assumption of the multiple regression model? a) E(ei)...
Question 1 Heteroskedasticity is a violation of which assumption of the multiple regression model? a) E(ei) = 0 b) cov(ei, ej) = 0 where i≠j c) The values of each independent variable xik are not random d) var(ei) = σ2 Question 2 You have estimated a multiple regression model with 6 explanatory variables and an intercept from a sample with 46 observations. What is the critical value (or t-crit) if you want to perform a one-tailed t test at the...
23) Which of the following statements about collinearity in a multiple regression model is FALSE? A).Collinearity...
23) Which of the following statements about collinearity in a multiple regression model is FALSE? A).Collinearity should be suspected if a model insignificant independent variables that are supposed to be significant based on common sense. B).All independent variables must be considered in determining collinearity in a multiple regression model. C).The Variance Inflation Factor can measure the collinearity of an independent variable. D).Collinearity occurs when some of the independent variables are related. E).Coefficients of independent variables will not be affected by...
Which of the following statements about the regression standard error hold TRUE? (2p) I. The regression...
Which of the following statements about the regression standard error hold TRUE? (2p) I. The regression standard error reflects the variation of the y-values about the regression line. II. The regression standard error is an estimate of the model standard deviation . III. The larger the regression standard error is, the better the model fits the data and the more precise inference about the regression model will be. A) I B) I and II C) II and III D) I,...
Which is not correct regarding the estimated slope of the OLS regression line? a. It shows...
Which is not correct regarding the estimated slope of the OLS regression line? a. It shows the change in Y for a unit change in X. b. It is divided by its standard error to obtain its t statistic. c. It may be regarded as zero if its p-value is less than α. d. It is chosen so as to minimize the sum of squared errors.
Multiple regression model Consider a dataset for 500 students living in Melbourne with the following variables...
Multiple regression model Consider a dataset for 500 students living in Melbourne with the following variables measured in 2019 --- expenditure on public transport, ?E, measured in dollars; number of days he/she attended school, ?S; number of days not attended school, ??NS (which is equal to 365−?365−S); income, ?I, measured in dollars; and age in year, ?A. A researcher is interested in estimating the following model using Eviews: ??=?1+?2??+?3???+?4??+?5??+??Ei=β1+β2Si+β3NSi+β4Ii+β5Ai+ei. Without any further information, we know for sure that one assumption...
Which assumption of the linear regression model is called ‘no serial correlation’? Select one: a. et∼N(0,σ2)...
Which assumption of the linear regression model is called ‘no serial correlation’? Select one: a. et∼N(0,σ2) e t ∼ N ( 0 , σ 2 ) b. E(et)=0 E ( e t ) = 0 c. cov(et,es)=0,t≠s c o v ( e t , e s ) = 0 , t ≠ s d. var(et)=σ2
3) Which of the following statements is TRUE about multiple regression? I. We do not want...
3) Which of the following statements is TRUE about multiple regression? I. We do not want our explanatory variables to be interrelated. II. At least one slope should be statistically significant. III. The slopes should not change if one variable is removed. A) I only B) II only C) I and II only D) I and III only 4) A regression model is built using the heights and body fat percentages to predict the weights of 30 volunteers. How many...
1) Which is NOT a fundamental assumption of OLS (Ordinary Least Squares)? a)       The...
1) Which is NOT a fundamental assumption of OLS (Ordinary Least Squares)? a)       The regression model is nonlinear in the coefficients and error term.   b)       Observations of the error term are uncorrelated with each other.    c)    No independent variable is a perfect linear function of any other explanatory variables.    d)   The error term has homoscedasticity. e)   All independent variables will be uncorrelated with the error term. ----------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------------------------------------------------------------------------------- 2) You test a model that...
16. Which of the following statements is CORRECT? (2pts) a. The constant growth model takes into...
16. Which of the following statements is CORRECT? (2pts) a. The constant growth model takes into consideration the capital gains investors expect to earn on a stock b. It is appropriate to use the constant growth model to estimate a stock's value even if its growth rate is never expected to become constant. c. If a stock has a required rate of return ke = 12%, and if its dividend is expected to grow at a constant rate of 5%,...
Question 17. Which of the following statements regarding own-occupied property and IAS 16 are correct? 1....
Question 17. Which of the following statements regarding own-occupied property and IAS 16 are correct? 1. The cost of an item of PPE may include the estimated costs of dismantling it in the future. 2. All increases and decreases in the carrying amount of a property measured using the revaluation model are recognised in OCI. 3. All items of property, plant and equipment must be depreciated. 4. A change in residual value is applied retrospectively. 1 and 2 1 and...