Chapter 11

Analysis of Variance

Back to List | Introduction | Heart Rates and Gender | What is in your Food? | Football | Exercises

Introduction

In Chapter 8 we saw how to test for equality of two means, but the Analysis of Variance (ANOVA) technique allows us to test for equality of three or more means. In this project you will compare the two methods as well as take advantage of this important difference. First we locate the necessary data.

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Heart Rates and Gender

There are many differences between men and women, but do you think the two sexes differ in such basic physical measurements as body temperature? A body temperature of 98.6º F is considered normal at least historically. Maybe the genders deviate from this norm. Let's see what we can learn from one set of sample data.

In the project on correlation coefficients and regression (Chapter 9) you found a data set consisting of heart rate and body temperature for a group of men and women. As a reminder you can return to that project to find information on how to locate this data. Separate it into two sets of data, one for males and one for females. The exercises will guide you in the appropriate test.

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What is in your Food?

There are many brands of hot dogs in your local supermarket. Hot dogs differ in size, and most importantly ingredients. A hot dog is typically made of beef, pork, turkey, or chicken, along with assorted spices and byproducts. Fortunately consumer-labeling laws prevent anything mysterious from being in there. The question does arise of which types of wieners are better for you.

Consumer Reports conducted a study of a number of brands of hot dogs focusing on the number of calories per dog and the sodium content. These data can be found by searching the Data and Story Library at http://lib.stat.cmu.edu/DASL/.

Locate the data set and read the accompanying description to understand the organization of the data. You will find hot dogs classified in three categories as to their primary meat ingredient: beef, poultry and meat. Here the word "meat" is used to refer to a combination of beef and pork with some poultry. The exercises will have you compare the characteristics of these three groups.

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Comparing Conferences and Divisions in Football

The National Football League (NFL) is divided into two conferences, the AFC (American Football Conference) and the NFC (National Football Conference.) Each conference is then broken into three divisions (East, Central and West) according (roughly) to geographic location.

The chart below summarizes this arrangement and gives the total number of points scored by each team over the 16 regular season games in the 1999-2000 season. Such data are readily available at sites such as http://www.nfl.com.

AFC

NFC

East

East

Team

Points Scored

Team

Points Scored

Indianapolis Colts

423

Washington Redskins

443

Buffalo Bills

320

Dallas Cowboys

352

Miami Dolphins

326

NY Giants

299

NY Jets

308

Arizona Cardinals

245

New England Patriots

299

Philadelphia Eagles

272

Central

Central

Team

Points Scored

Team

Points Scored

Jacksonville Jaguars

396

Tampa Bay Buccaneers

270

Tennessee Titans

392

Minnesota Vikings

399

Baltimore Ravens

324

Detroit Lions

322

Pittsburgh Steelers

317

Green Bay Packers

357

Cincinnati Bengals

283

Chicago Bears

272

Cleveland Browns

217

   

West

West

Team

Points Scored

Team

Points Scored

Seattle Seahawks

338

St. Louis Rams

526

Kansas City Chiefs

390

Carolina Panthers

421

San Diego Chargers

269

Atlanta Falcons

285

Oakland Raiders

390

San Francisco 49ers

295

Denver Broncos

314

New Orleans Saints

260

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Exercises

In the following exercises you will be asked to compare the scoring performances of the divisions.

In all exercises use ANOVA Tables where appropriate unless otherwise specified. Use a significance level of 0.05 in all cases.

When you've completed each exercise, click "Submit for Grade" in order to submit your answers to your professor.

1.  

Does the average male body temperature differ from that of a female? Justify your answer.



2.  

Use ANOVA to compare the heart rates of men and women.



3.  

Repeat Exercise 1 using the hypothesis test for two means (Chapter 8). Do you reach the same conclusion?



4.  

Compare the average caloric content of beef, poultry and meat hot dogs. Justify your conclusions.



5.  

Compare the average sodium content of beef, poultry and meat hot dogs. Justify your conclusions. Which type of hot dog would you say is best for someone on a low salt diet? Which single data point represents the hot dog with the lowest sodium content? Is this hot dog in the same category as your previous answer?



6.  

Do the six divisions in professional football score equally well on average? Justify your answer. Compare the scoring performance of the two conferences.


   


© 2000 by Addison Wesley Longman
A division of Pearson Education