Question

In: Statistics and Probability

You will need your ticker code for stock prices for this question. Use your ticker code...

You will need your ticker code for stock prices for this question. Use your ticker code to obtain the closing prices for the following time period:

March 2, 2019 to March 16, 2019

Use the last two digits (the decimals) of the closing price and use them to replace the X.Xs in the following table. Notice that in the dataset a decimal point will separate the two digits. (already been done in the table)

Head Width (cm) Bitting Force (grams/centimer^2)
4.31 129.5
3.92 115.8
2.56 92.7
3.72 106.1
4.21 123.6
2.95 106.8
4.74 130.5
2.84 111.0

Imagine that you are examining the functional relationship between head width (measured in centimeters) and biting force (measured in grams per square centimeters) in the tegu lizard.

a) Conduct a linear regression by hand. You will need to show the slope and the intercept of the best-fit line. Also, construct a scatterplot graph with all data-points and trace the best-fit line (if you want you can do the graph in Excel)

b) Conduct a hypothesis test for the significance of the slope of the best fit line (ANOVA table).

c) Calculate a 95% confidence interval on the slope. d) Calculate the coefficient of determination (r2).

Show your work and all calculations and explain all results!

Solutions

Expert Solution

Part (a)

x = Head Width(cm)

y = Bitting Force (gms/cm^2)

x y x^2 y^2 xy
1 4.31 129.5 18.5761 16770.2500 558.145
2 3.92 115.8 15.3664 13409.6400 453.936
3 2.56 92.7 6.5536 8593.2900 237.312
4 3.72 106.1 13.8384 11257.2100 394.692
5 4.21 123.6 17.7241 15276.9600 520.356
6 2.95 106.8 8.7025 11406.2400 315.060
7 4.74 130.5 22.4676 17030.2500 618.570
8 2.84 111 8.0656 12321.0000 315.240
sum 29.25 916 111.2943 106064.84 3413.311

The regression equation is

The estimates of and are

The fitted regression equation is

Slope = 14.759

Intercept = 60.538

Part (b)

Correlation coefficient =r

Total Sum of Squares

Regression Sum of Squares

Residual SS

Total df = n-1 = 8-1=7

Reg df = 1

Resid df = n-2=8-2=6

Critical value of F with df 1 and 6 at 5% level = 5.9874

Source

SS

DF

MS

F

Critical

Regression

947.31

1

947.31

24.132

5.9874

Residuals

235.53

6

39.25

Total

1182.84

7

Since the computed value of F is more than the critical vaue, the regression coefficient is significant.

Part (c)

95% confidence interval for is

Part (d)


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