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Author Question: As part of a study at a large university, data were collected on n = 224 freshmen computer science ... (Read 164 times)

anjilletteb

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Question 1

Retail price data for n = 60 hard disk drives were recently reported in a computer magazine. Three variables were recorded for each hard disk drive:

y   = Retail PRICE (measured in dollars)
x1 = Microprocessor SPEED (measured in megahertz)
               (Values in sample range from 10 to 40)
x2 = CHIP size (measured in computer processing units)
               (Values in sample range from 286 to 486)

A first-order regression model. was fit to the data. Part of the printout follows:

Parameter Estimates


Identify and interpret the estimate of β2.

Question 2

As part of a study at a large university, data were collected on n = 224 freshmen computer science (CS) majors in a particular year. The researchers were interested in modeling y, a student's grade point average (GPA) after three semesters, as a function of the following independent variables (recorded at the time the students enrolled in the university):

      x1 = average high school grade in mathematics (HSM)
      x2 = average high school grade in science (HSS)
      x3 = average high school grade in English (HSE)
      x4 = SAT mathematics score (SATM)
      x5 = SAT verbal score (SATV)

A first-order model was fit to data.

A 95% confidence interval for β1 is (.06, .22). Interpret this result.
◦ We are 95% confident that a CS freshman's GPA increases by an amount between .06 and .22 for every 1-point increase in average HS math grade, holding x2 - x5 constant.
◦ We are 95% confident that the mean GPA of all CS freshmen after three semesters falls between .06 and .22.
◦ 95% of the GPAs fall within .06 to .22 of their true values.
◦ We are 95% confident that a CS freshman's HS math grade increases by an amount between .06 and .22 for every 1-point increase in GPA, holding x2 - x5 constant.


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Marked as best answer by anjilletteb on Feb 14, 2020

samiel-sayed

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anjilletteb

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Reply 2 on: Feb 14, 2020
Excellent


cpetit11

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Reply 3 on: Yesterday
Gracias!

 

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