Show a simple linear regression analysis, Applied Statistics

Assignment Help:

In the early 1990s researchers at The Ohio State University studied consumer ratings of six fast-food restaurants: Borden Burger, Hardee's, Burger King, McDonald's, Wendy's, and White castle.  Each of 406 randomly selected individuals gave each restaurant a rating of 1, 2, 3, 4, 5, or 6 on taste, convenience, familiarity, price and preference.  In all cases, 1 was the best rating and 6 the worst rating. The mean ratings given by the 406 individuals are given below:

                             Mean     Mean     Mean     Mean     Mean

     Restaurant     Taste     Conv.    Famil.    Price      Pref.

     Borden Burger 3.5659  2.7005  2.5282  2.9372       4.2552

     Hardee's        3.3290  3.3483  2.7345  2.7513  4.0911

     Burger King    2.4231  2.7377  2.3368  3.0761  3.0052

     McDonald's    2.0895  1.9380  1.4619  2.4884  2.2429

     Wendy's         1.9661  2.8920  2.3376  4.0814  2.5351

     White Castle  3.8061  3.7242  2.6515  1.7080  4.7812      

Question

a) Perform a simple linear regression analysis of this data where 'mean preference' is the dependent variable and 'mean taste' is the independent variable.

b) Identify the least squares point estimates bo and b1.

c)  Identify SSE, and s.

d) Identify the t statistic for testing Ho: β1 = 0.

e) Identify the p-value for testing the independent variable.

f) Identify the 95% confidence interval for β1.


Related Discussions:- Show a simple linear regression analysis

What are the null and alternative hypotheses, Test the following claim. Id...

Test the following claim. Identify the null hypothesis, alternative hypothesis, test statistic, critical value(s), conclusion about the null hypothesis, and final conclusion that

Types of averages, The following are the various types of common averages u...

The following are the various types of common averages used in statistical analysis given in the form of a chart. Figure 1

Draw a cumulative frequency polygon, The following data give the repair cos...

The following data give the repair costs (in RM) for 30 randomly selected cars from a list of cars involved in collisions. a)  By using RM 1 as the lower limit of the first

Cluster sampling, Cluster Sampling Here the population is divide...

Cluster Sampling Here the population is divided into clusters or groups and then Random Sampling is done for each cluster. Cluster Sampling differs from Stratified Sampl

Determine best estimates of the population mean and variance, Question: ...

Question: (a) A normal distribution is thought to have a mean of 50. A random sample of 100 gave a mean of 52.6 and a standard deviation of 14.5. A significance test was carri

Simple linear regression model, The data le for this assignment is brain-b...

The data le for this assignment is brain-body-wts.txt, which lists the averages brain weights (gm) and body weights (kg) for a number of animal species. Your task is to t an appr

Estimate the values of the dependent variable, 1. Suppose you are estimatin...

1. Suppose you are estimating the imports (from both the U.S. mainland and foreign countries) of fuels and petroleum products in Hawaii (the dependent variable). The values of the

Simple linear regression, We are interested in assessing the effects of tem...

We are interested in assessing the effects of temperature (low, medium, and high) and technical configuration on the amount of waste output for a manufacturing plant. Suppose that

Assumptions in anova, Assumptions in ANOVA The various populations f...

Assumptions in ANOVA The various populations from which the samples are drawn should be normal and have the same variance. The requirement of normality can be discarded if t

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd