In: Statistics and Probability
) Bicarbonate in replicate samples of horse blood was measured four times by each of the two methods with the following results? Method 1: 51.40, 51.24, 51.18, 51.43 mM Method 2: 50.70, 49.49, 50.01, 50.15 mM a) Find the mean, standard deviation, percent relative standard deviation (%RSD) for each method. b) Are the standard deviations significantly different at 90% confidence level? c) Are the mean values significantly different at 90% confidence level? d) Using Grubbs test decide if number 49.49 should be retained in method 2 at 95% confidence level.
A. The mean, standard deviation, and percent relative standard deviation are:
M1 | M2 | |
51.4 | 50.7 | |
51.24 | 49.49 | |
51.18 | 50.01 | |
51.43 | 50.15 | |
Mean | 51.3125 | 50.0875 |
Standard deviation | 0.121484 | 0.497351 |
%RSD | 0.24% | 0.99% |
Mean is calculated using =average() ,Excel formula,Standard deviation =stdev.s() and relative standard deviation = (standard deviation/mean)*100
b.Standard deviation significantly different
Null Hypothesis,H0:
Alternative Hypothesis,Ha:
We have
F = 0.494^2/0.1215^2=0.2474/0.014758 = 16.76
Fcritical value = 9.2766
As the F-value is greater than F-critical value,therefore we will reject the null and conclude that there is a significant difference between the standard deviation
c.We have
H0:m1=m2
Ha:m1m2
Significance level,alpha=0.1
Pooled variance = (3*0.1215^2+3*0.4974^2)/6 = 0.1311
Standard error = sqrt(0.13111*(1/4+1/4)) = 0.256
Difference in mean = 51.3125-50.0875 = 1.2250
t= 1.2250/0.256 = 4.785
p-value = 0.003
As the p-value is less than the significance level,therefore we will reject the null at 90% level of confidence.
d.We have Gexp = absolute value of (49.49- Average)/standard deviation = |49.49-50.0875|/0.497351 = 1.2014
For 95% confidence at N=4,we have Gcritical = 1.46
As the G calculated value is less than the G critical value ,therefore the number should be retained.