QMB3200 Exam 3

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Regression analysis was applied between sales (in $1000) and advertising (in $100) and the following regression function was obtained. y-hat = 500 + 4x Based on the above estimated regression line if advertising is $10,000, then the point estimate for sales (in dollars) is

$900,000

A regression analysis involved 6 independent variables and 27 observations. The critical value of t for testing the significance of each of the independent variable's coefficients will have

20 degrees of freedom

In an analysis of variance problem if SST = 120 and SSTR = 80, then SSE is

40

A variable that takes on the values of 0 or 1 and is used to incorporate the effect of qualitative variables in a regression model is called

a dummy variable

A regression model in which more than one independent variable is used to predict the dependent variable is called

a multiple regression model

A variable that cannot be measured in numerical terms is called

a qualitative variable

If an independent variable is added to a multiple regression model, the R^2 value​

becomes larger even if the variable added is not statistically significant

If the coefficient of determination is a positive value, then the regression equation

could have either a positive or a negative slope

A regression analysis between demand (y in 1000 units) and price (x in dollars) resulted in the following equation y-hat= 9 − 3x The above equation implies that if the price is increased by $1, the demand is expected to

decrease by 3,000 units

In regression analysis, the response variable is the

dependent variable

In the ANOVA, treatment refers to

different levels of a factor

A multiple regression model has the form y-hat= 5 + 6x + 7w As x increases by 1 unit (holding w constant), y is expected to

increase by 6 units

A regression analysis between sales (y in $1000) and advertising (x in dollars) resulted in the following equation y-hat = 50,000 + 6x

increase of $1 in advertising is associated with an increase of $6,000 in sales

A regression analysis between sales (in $1000) and price (in dollars) resulted in the following equation y-hat = 50,000 − 8x The above equation implies that an

increase of $1 in price is associated with a decrease of $8000 in sales

If a qualitative variable has k levels, the number of dummy variables required is

k − 1

A procedure used for finding the equation of a straight line that provides the best approximation for the relationship between the independent and dependent variables is the

least squares method

A least squares regression line

may be used to predict a value of y if the corresponding x value is given

A term used to describe the case when the independent variables in a multiple regression model are correlated is

multicollinearity

A measure of goodness of fit for the estimated regression equation is the

multiple coefficient of determination

The number of degrees of freedom for the appropriate chi-square distribution in a test of independence is

number of rows minus 1 times number of columns minus 1

Regression analysis is a statistical procedure for developing a mathematical equation that describes how

one dependent and one or more independent variables are related

In ANOVA, the dependent variable is also known as the​

response variable

The ANOVA procedure is a statistical approach for determining whether or not

the means of two or more populations are equal

The adjusted multiple coefficient of determination is adjusted for

the number of independent variables

As the goodness of fit for the estimated multiple regression equation increases,

the value of the multiple coefficient of determination increases

In multiple regression analysis,

there can be several independent variables, but only one dependent variable

The chi-square test for independence involves

two categorical variables

In ANOVA, which of the following is not affected by whether or not the population means are equal?

within-samples estimate of o^2


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