Question

In: Statistics and Probability

Inorganic phosphorous is a naturally occurring element in all plants and animals, with concentrations increasing progressively...

Inorganic phosphorous is a naturally occurring element in all plants and animals, with concentrations increasing progressively up the food chain (fruit < vegetables < cereals < nuts < corpse). Geochemical surveys take soil samples to determine phosphorous content (in ppm, parts per million). A high phosphorous content may or may not indicate an ancient burial site, food storage site, or even a garbage dump. The Hill of Tara is a very important archaeological site in Ireland. It is by legend the seat of Ireland's ancient high kings†. Independent random samples from two regions in Tara gave the following phosphorous measurements (ppm). Assume the population distributions of phosphorous are mound-shaped and symmetric for these two regions.

Region I: x1; n1 = 12
540 810 790 790 340 800
890 860 820 640 970 720
Region II: x2; n2 = 16
750 870 700 810 965 350 895 850
635 955 710 890 520 650 280 993

(a) Use a calculator with mean and standard deviation keys to calculate x1, s1, x2, and s2. (Round your answers to one decimal place.)

x1 =  ppm
s1 =  ppm
x2 =  ppm
s2 =  ppm


(b) Let μ1 be the population mean for x1 and let μ2 be the population mean for x2. Find a 99% confidence interval for μ1μ2. (Round your answers to one decimal place.)

lower limit      ppm
upper limit ppm


(c) Explain what the confidence interval means in the context of this problem. Does the interval consist of numbers that are all positive? all negative? of different signs? At the 99% level of confidence, is one region more interesting than the other from a geochemical perspective?

Because the interval contains only positive numbers, we can say that region I is more interesting than region II

.We can not make any conclusions using this confidence interval.  

  Because the interval contains both positive and negative numbers, we can not say that one region is more interesting than the other.

Because the interval contains only negative numbers, we can say that region II is more interesting than region I.


(d) Which distribution (standard normal or Student's t) did you use? Why?

Standard normal was used because σ1 and σ2 are unknown.

Standard normal was used because σ1 and σ2 are known.   

Student's t was used because σ1 and σ2 are known

.Student's t was used because σ1 and σ2 are unknown.

Solutions

Expert Solution

Region 1 ( X ) Region 2 ( Y )
540 43056.25 750 122.3789
810 3906.25 870 17177.3789
790 1806.25 700 1516.1289
790 1806.25 810 5049.8789
340 166056.25 965 51104.2539
800 2756.25 350 151272.3789
890 20306.25 895 24355.5039
860 12656.25 850 12334.8789
820 5256.25 635 10803.0039
640 11556.25 955 46683.0039
970 49506.25 710 837.3789
720 756.25 890 22819.8789
520 47933.6289
650 7909.8789
280 210623.6289
993 64547.75
Total 8970.0 319425 11823 675090.9374

Mean

Standard deviation

Mean

Standard deviation

Confidence interval :-



DF = 25



Lower Limit =
Lower Limit = -193.0746
Upper Limit =
Upper Limit = 210.1996
99% Confidence interval is ( -193.1 , 210.2 )

We can not make any conclusions using this confidence interval.  

  Because the interval contains both positive and negative numbers, we can not say that one region is more interesting than the other.

Student's t was used because σ1 and σ2 are unknown.



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