Intro Stats, Books a la Carte Edition (5th Edition)
5th Edition
ISBN: 9780134210285
Author: Richard D. De Veaux, Paul Velleman, David E. Bock
Publisher: PEARSON
expand_more
expand_more
format_list_bulleted
Concept explainers
Textbook Question
Chapter R, Problem 5.30RE
Hard water In an investigation of environmental causes of disease, data were collected on the annual mortality rate (deaths per 100,000) for males in 61 large towns in England and Wales. In addition, the water hardness was recorded as the calcium concentration (parts per million, or ppm) in the drinking water. Here are the
Dependent variable is Mortality
R-squared = 43%
s = 143.0 with 61 - 2 = 59 degrees of freedom
Variable | Coefficient | SE(Coeff) |
Intercept | 1676 | 29.30 |
Calcium | –3.23 | 0.48 |
- a) Is there an association between the hardness of the water and the mortality rate? Write the appropriate hypothesis.
- b) Assuming the assumptions for regression inference are met, what do you conclude?
- c) Create a 95% confidence interval for the slope of the true line relating calcium concentration and mortality.
- d) Interpret your interval in context.
Expert Solution & Answer
Want to see the full answer?
Check out a sample textbook solutionStudents have asked these similar questions
In a study of the performance of a new engine design, the weight of 12 cars (in pounds) and the top speed (in mph) were recorded. A regression line was generated and shown to be an appropriate description of the
relationship. The results of the regression analysis are below.
Depend Variable: Top Speed
Variable
Constant
Coefficient
107.58
s.e. of Coeff
t-ratio
prob
Weight
0.8710
11.12
0.4146
9.67
0.000
2.10
0.062
R squared = 30.6% R squared (adjusted) = 23.7%
s = 10.42 with 12-2 = 10 degrees of freedom
Part A: Provide the regression equation based off the analysis provided & explain it in context.
Part B: List the conditions for inference that need to be verified. Assuming these conditions have been met, does the data provide convincing evidence of a relationship between weight and top speed?
Part C: Assuming all conditions for inference have been verified, determine a 95% confidence interval estimate for the slope of the regression line.
A researcher interested in explaining the level of foreign reserves for the country of Barbados estimated the following multiple regression model using yearly data spanning the period 2001 to 2016:
??=?+????+????+???I
Where FR = yearly foreign reserves ($000’s), OIL = annual oil prices, EXP = yearly total exports ($000’s) and FDI = annual foreign direct investment ($000’s). The sample of data was processed using MINITAB and the following is an extract of the output obtained:
Predictor
Coef
StDev
t-ratio
p-value
Constant
5491.38
2508.81
2.1888
0.0491
Oil
85.39
18.46
4.626
0.0006
EXP
-377.08
112.19
*
0.0057
FDI
-396.99
160.66
-2.471
**
S = 2.45 R – sq = 96.3% R – sq (adj) = 95.3%
Analysis of Variance
Source
DF
SS
MS
F
P
Regression
3
1991.31
663.77
?
??
Error
12
77.4
6.45
Total
15
e) Perform the F Test making sure to state…
A regression model is desired relating temperature and the
proportion of impurities passing through solid helium.
Temperature is listed in degrees centigrade. The data are as
follows:
Temperature (°C)
-260.5
-255.7
-264.6
-265.0
-270.0
-272.0
-272.5
-272.6
-272.8
-272.9
Proportion of Impurities
0.425
0.224
0.453
0.475
0.705
0.860
0.935
0.961
0.979
0.990
(a) Fit a linear regression model.
(b) Does it appear that the proportion of impurities passing
through helium increases as the temperature approaches -273
degrees centigrade?
(c) Find R².
(d) Based on the information above, does the linear model seem
appropriate? What additional information would you need to
better answer that question?
Chapter R Solutions
Intro Stats, Books a la Carte Edition (5th Edition)
Ch. R - Bananas Here are the prices (in cents per pound)...Ch. R - Prob. 1.2RECh. R - Singers by parts The boxplots display the heights...Ch. R - Dialysis In a study of dialysis, researchers found...Ch. R - Beanstalks Beanstalk Clubs are social clubs for...Ch. R - Bread Clarksburg Bakery is trying to predict how...Ch. R - State University Public relations staff members at...Ch. R - Shenandoah rain Based on long-term investigation,...Ch. R - Prob. 1.9RECh. R - Streams As part of the course work, a class at an...
Ch. R - Prob. 1.11RECh. R - Prob. 1.12RECh. R - Lets play cards You pick a card from a standard...Ch. R - Accidents Progressive Insurance asked customers...Ch. R - Hard water In an investigation of environmental...Ch. R - Prob. 1.16RECh. R - Seasons Average daily temperatures in January and...Ch. R - Prob. 1.18RECh. R - Prob. 1.19RECh. R - Prob. 1.20RECh. R - Libertys nose Is the Statue of Libertys nose too...Ch. R - Winter Olympics 2010 speed skating The times from...Ch. R - Sample A study in South Africa focusing on the...Ch. R - Sluggers Babe Ruth was the first great slugger in...Ch. R - Prob. 1.25RECh. R - Music and memory Is it a good idea to listen to...Ch. R - Mail Here are the number of pieces of mail...Ch. R - Birth order Is your birth order related to your...Ch. R - Herbal medicine Researchers for the Herbal...Ch. R - Birth order revisited Consider again the data on...Ch. R - Engines One measure of the size of an automobile...Ch. R - Engines, again Horsepower is another measure...Ch. R - Prob. 1.33RECh. R - Prob. 1.34RECh. R - Age and party 2011 II Consider again the Pew...Ch. R - Prob. 1.36RECh. R - Prob. 1.37RECh. R - Global500 2014 Here is a stem-and-leaf display...Ch. R - Hopkins Forest investigation The Hopkins Forest...Ch. R - Prob. 1.42RECh. R - Prob. 1.43RECh. R - Prob. 1.44RECh. R - Matching Here are several scatterplots. The...Ch. R - Prob. 2.2RECh. R - Prob. 2.3RECh. R - Vineyards again Instead of Age, perhaps the Size...Ch. R - Prob. 2.5RECh. R - Prob. 2.6RECh. R - Prob. 2.7RECh. R - Prob. 2.8RECh. R - Prob. 2.9RECh. R - Prob. 2.10RECh. R - Prob. 2.11RECh. R - Prob. 2.12RECh. R - Traffic Highway planners investigated the...Ch. R - Prob. 2.14RECh. R - Cars, correlations What factor most explains...Ch. R - Cars, associations Look again at the correlation...Ch. R - Cars, horsepower Can we predict the Horsepower of...Ch. R - Prob. 2.18RECh. R - Prob. 2.19RECh. R - Prob. 2.20RECh. R - Prob. 2.21RECh. R - Prob. 2.22RECh. R - How old is that tree? One can determine how old a...Ch. R - Prob. 2.24RECh. R - Prob. 2.25RECh. R - Smoking and pregnancy 2011 The Child Trends Data...Ch. R - Prob. 2.27RECh. R - Prob. 2.28RECh. R - Prob. 2.29RECh. R - Correlations The study of U.S. cities in Exercise...Ch. R - Prob. 2.31RECh. R - Depression The September 1998 issue of the...Ch. R - Prob. 2.33RECh. R - Modeling jumps 2016 Here are the summary...Ch. R - French Consider the association between a students...Ch. R - Prob. 2.36RECh. R - Prob. 2.37RECh. R - Gasoline Since clean-air regulations have dictated...Ch. R - Prob. 2.39RECh. R - Prob. 2.40RECh. R - Prob. 2.41RECh. R - Prob. 2.42RECh. R - Prob. 2.43RECh. R - Prob. 2.44RECh. R - Prob. 2.45RECh. R - Prob. 2.46RECh. R - Prob. 2.47RECh. R - Prob. 2.48RECh. R - Prob. 2.49RECh. R - Prob. 2.50RECh. R - Penguins again In Chapter 8 we learned about the...Ch. R - Prob. 2.52RECh. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - Prob. 3.3RECh. R - Prob. 3.4RECh. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - Prob. 3.6RECh. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - Prob. 3.11RECh. R - An artisan wants to create pottery that has the...Ch. R - Prob. 3.13RECh. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - R3.1R3.18. What design? Analyze the design of each...Ch. R - Prob. 3.19RECh. R - Prob. 3.20RECh. R - Alternate day fasting A paper published in 2017 in...Ch. R - Cell phone risks Researchers at the Washington...Ch. R - Prob. 3.23RECh. R - Prob. 3.24RECh. R - Prob. 3.25RECh. R - How long is 30 seconds? Sofie, Ryan, and...Ch. R - Cookies Mary Beth, Nigel, and Molly want to design...Ch. R - Homecoming A college statistics class conducted a...Ch. R - Youthful appearance Readers Digest (April 2002, p....Ch. R - Smoking and Alzheimers Medical studies indicate...Ch. R - Prob. 3.32RECh. R - Sex and violence Does the content of a television...Ch. R - Pubs In England, a Leeds University researcher...Ch. R - Age and party 2008 The Pew Research Center...Ch. R - Bias? Political analyst Michael Barone has written...Ch. R - Prob. 3.37RECh. R - Acupuncture Research reported in 2008 brings to...Ch. R - Fuel efficiency Wayne Collier designed an...Ch. R - Security There are 20 first-class passengers and...Ch. R - Internet speed Carsten, Matt, and Rainer designed...Ch. R - Prob. 4.1RECh. R - Prob. 4.2RECh. R - Emergency switch Safety engineers must determine...Ch. R - Prob. 4.4RECh. R - Prob. 4.5RECh. R - Prob. 4.6RECh. R - Babies The National Perinatal Statistics Unit of...Ch. R - Archery A champion archer can generally hit the...Ch. R - Color-blind Medical literature says that about 8%...Ch. R - Hamsters How large are hamster litters? Among 47...Ch. R - Prob. 4.11RECh. R - Polling 2016 The 2016 U.S. presidential election...Ch. R - Fake news In a survey of 1002 U.S. adults in...Ch. R - Scrabble Using a computer to play many simulated...Ch. R - Prob. 4.15RECh. R - Prob. 4.16RECh. R - Prob. 4.17RECh. R - Prob. 4.18RECh. R - Prob. 4.19RECh. R - Prob. 4.20RECh. R - Prob. 4.21RECh. R - Prob. 4.22RECh. R - Prob. 4.23RECh. R - Prob. 4.24RECh. R - Largemouth bass Organizers of a fishing tournament...Ch. R - Prob. 4.26RECh. R - Language Neurological research has shown that in...Ch. R - Prob. 4.28RECh. R - Teen smoking 2015 The Centers for Disease Control...Ch. R - Prob. 4.30RECh. R - Prob. 4.31RECh. R - Prob. 4.32RECh. R - Pregnant? Suppose that 70% of the women who...Ch. R - Safety Observers in Texas watched children at play...Ch. R - Prob. 4.35RECh. R - Prob. 4.36RECh. R - Prob. 4.37RECh. R - Grade inflation In 1996, 20% of all students at a...Ch. R - Prob. 4.39RECh. R - Prob. 4.40RECh. R - Prob. 4.41RECh. R - Prob. 4.42RECh. R - Prob. 4.43RECh. R - Prob. 4.44RECh. R - Prob. 4.45RECh. R - Prob. 4.46RECh. R - Streams Researchers in the Adirondack Mountains...Ch. R - Skin cancer In February 2012, MedPage Today...Ch. R - Bread Clarksburg Bakery is trying to predict how...Ch. R - Prob. 4.50RECh. R - Prob. 4.51RECh. R - Batteries We work for the Watchdog for the...Ch. R - Prob. 4.53RECh. R - Prob. 4.54RECh. R - Prob. 5.1RECh. R - Prob. 5.2RECh. R - Prob. 5.3RECh. R - Prob. 5.4RECh. R - Prob. 5.5RECh. R - Prob. 5.6RECh. R - Eclampsia deaths Refer again to the research...Ch. R - Prob. 5.8RECh. R - More errors A corporation with a fleet of vehicles...Ch. R - Preemies Among 242 Cleveland-area children born...Ch. R - Crawling A study found that babies born at...Ch. R - Mazes and smells Can pleasant smells improve...Ch. R - Pottery Archaeologists can use the chemical...Ch. R - Grant writing Does race matter when applying for...Ch. R - Feeding fish In the midwestern United States, a...Ch. R - Age In a study of how depression may affect ones...Ch. R - Prob. 5.18RECh. R - Eating disorders A study conducted in the...Ch. R - Cesareans Some people fear that differences in...Ch. R - Prob. 5.21RECh. R - Teach for America, part II The study described in...Ch. R - Prob. 5.25RECh. R - Genetics Two human traits controlled by a single...Ch. R - Prob. 5.29RECh. R - Hard water In an investigation of environmental...Ch. R - Prob. 5.31RECh. R - Prob. 5.32RECh. R - Prob. 5.33RECh. R - AP statistics scores 2016 In 2016, about 200,000...Ch. R - Prob. 5.35RECh. R - Prob. 5.36RECh. R - Prob. 5.37RECh. R - Age and party 2016 The Pew Research Center...Ch. R - Eye and hair color A survey of 1021 school-age...Ch. R - Prob. 5.40RECh. R - Prob. 5.41RECh. R - Prob. 5.42RECh. R - Prob. 5.43RECh. R - Prob. 5.44RECh. R - Prob. 5.45RECh. R - Learning math Developers of a new math curriculum...Ch. R - Prob. 5.47RECh. R - Dairy sales Peninsula Creameries sells both...Ch. R - Diet Thirteen overweight women volunteered for a...Ch. R - Cramming Students in two basic Spanish classes...Ch. R - Prob. 5.51RECh. R - Newspapers Who reads the newspaper more, men or...
Knowledge Booster
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, statistics and related others by exploring similar questions and additional content below.Similar questions
- Find the equation of the regression line for the following data set. x 1 2 3 y 0 3 4arrow_forwardFind the mean hourly cost when the cell phone described above is used for 240 minutes.arrow_forwardOlympic Pole Vault The graph in Figure 7 indicates that in recent years the winning Olympic men’s pole vault height has fallen below the value predicted by the regression line in Example 2. This might have occurred because when the pole vault was a new event there was much room for improvement in vaulters’ performances, whereas now even the best training can produce only incremental advances. Let’s see whether concentrating on more recent results gives a better predictor of future records. (a) Use the data in Table 2 (page 176) to complete the table of winning pole vault heights shown in the margin. (Note that we are using x=0 to correspond to the year 1972, where this restricted data set begins.) (b) Find the regression line for the data in part ‚(a). (c) Plot the data and the regression line on the same axes. Does the regression line seem to provide a good model for the data? (d) What does the regression line predict as the winning pole vault height for the 2012 Olympics? Compare this predicted value to the actual 2012 winning height of 5.97 m, as described on page 177. Has this new regression line provided a better prediction than the line in Example 2?arrow_forward
- What is regression analysis? Describe the process of performing regression analysis on a graphing utility.arrow_forwardNoise and Intelligibility Audiologists study the intelligibility of spoken sentences under different noise levels. Intelligibility, the MRT score, is measured as the percent of a spoken sentence that the listener can decipher at a cesl4ain noise level in decibels (dB). The table shows the results of one such test. (a) Make a scatter plot of the data. (b) Find and graph the regression line. (c) Find the correlation coefficient. Is a linear model appropriate? (d) Use the linear model in put (b) to estimate the intelligibility of a sentence at a 94-dB noise level.arrow_forward
arrow_back_ios
arrow_forward_ios
Recommended textbooks for you
- College AlgebraAlgebraISBN:9781305115545Author:James Stewart, Lothar Redlin, Saleem WatsonPublisher:Cengage LearningLinear Algebra: A Modern IntroductionAlgebraISBN:9781285463247Author:David PoolePublisher:Cengage LearningAlgebra and Trigonometry (MindTap Course List)AlgebraISBN:9781305071742Author:James Stewart, Lothar Redlin, Saleem WatsonPublisher:Cengage Learning
- Glencoe Algebra 1, Student Edition, 9780079039897...AlgebraISBN:9780079039897Author:CarterPublisher:McGraw HillBig Ideas Math A Bridge To Success Algebra 1: Stu...AlgebraISBN:9781680331141Author:HOUGHTON MIFFLIN HARCOURTPublisher:Houghton Mifflin Harcourt
College Algebra
Algebra
ISBN:9781305115545
Author:James Stewart, Lothar Redlin, Saleem Watson
Publisher:Cengage Learning
Linear Algebra: A Modern Introduction
Algebra
ISBN:9781285463247
Author:David Poole
Publisher:Cengage Learning
Algebra and Trigonometry (MindTap Course List)
Algebra
ISBN:9781305071742
Author:James Stewart, Lothar Redlin, Saleem Watson
Publisher:Cengage Learning
Glencoe Algebra 1, Student Edition, 9780079039897...
Algebra
ISBN:9780079039897
Author:Carter
Publisher:McGraw Hill
Big Ideas Math A Bridge To Success Algebra 1: Stu...
Algebra
ISBN:9781680331141
Author:HOUGHTON MIFFLIN HARCOURT
Publisher:Houghton Mifflin Harcourt
Correlation Vs Regression: Difference Between them with definition & Comparison Chart; Author: Key Differences;https://www.youtube.com/watch?v=Ou2QGSJVd0U;License: Standard YouTube License, CC-BY
Correlation and Regression: Concepts with Illustrative examples; Author: LEARN & APPLY : Lean and Six Sigma;https://www.youtube.com/watch?v=xTpHD5WLuoA;License: Standard YouTube License, CC-BY