Question

In: Statistics and Probability

The data below show the consumption of alcohol (X, liters per year per person, 14 years...

  1. The data below show the consumption of alcohol (X, liters per year per person, 14 years or older) and the death rate from cirrhosis, a liver disease (Y, death per 100,000 population) in 15 countries (each country is an observation unit).

    Country

    Alcohol Consumption (x)

    Death Rate from Cirrhosis (y)

    France

    24.7

    46.1

    Italy

    15.2

    23.6

    Germany

    12.3

    23.7

    Australia

    10.9

    7.0

    Belgium

    10.8

    12.3

    USA

    9.9

    14.2

    Canada

    8.3

    7.4

    England

    7.2

    3.0

    Sweden

    6.6

    7.2

    Japan

    5.8

    10.6

    Netherland

    5.7

    3.7

    Ireland

    5.6

    3.4

    Norway

    4.2

    4.3

    Finland

    3.9

    3.6

    Israel

    3.1

    5.4

a. Does the scatter plot show evidence of a linear correlation? If yes, what type?

c. Given:

E x= 134.2, E y=175.5, E x^2=1630.12, E y^2=3959.61, E xy=2419.61

Find= Sx=, Sy=, Sxy=,

d. Given slope = 1.98, find the regression line of  on  Write the answer in context of this problem.  

b= equation=

e. Interpret the slope (m) in context of this problem.

answer=

f.Given r = 0.938, find r squared. Round off to the nearest whole number.

r-squared=

g. Interpret r squared in context of his problem.

answer=

Solutions

Expert Solution

Using Excel, go to Data, select Data Analysis, choose Regression.

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.938829774
R Square 0.881401345
Adjusted R Square 0.872278372
Standard Error 4.170222942
Observations 15
ANOVA
df SS MS F Significance F
Regression 1 1680.180128 1680.180128 96.61338479 2.19651E-07
Residual 13 226.079872 17.39075938
Total 14 1906.26
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept -5.995753288 2.097747961 -2.85818573 0.013444303 -10.52766223 -1.46384434
Alcohol Consumption 1.977915792 0.201228342 9.829210792 2.19651E-07 1.543188389 2.412643195

a) Yes, there is evidence of linera correlation and it is positive.

c) Sx (SS Regression) = 1680.18

Sy (SS Total) = 1806.26

Sxy (SS Residual) = 226.08

d) y = -5.996 + 1.98x

e) With one unit increase in alcohol consumption, death rate increases by 1.98 units.

f) R-squared = 0.938^2 = 0.881

g) 88.1% of variation in death rate from Cirrhosis is explained by alcohol consumption.


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