The index of biotic integrity (IBI) is a measure of the water quality in streams
ID: 3170704 • Letter: T
Question
The index of biotic integrity (IBI) is a measure of the water quality in streams. IBI and land-use measures for a collection of streams in the Ozark Highland ecoregion of Arkansas were collected as part of a study. The data data226.dat gives the data for IBI and the area of the watershed in square kilometers for streams in the original sample with area less than or equal to 70km2.
(a) Use numerical and graphical methods to describe the variable IBI. Do the same for area. (Round your answers for x to two decimal places and your answers for s to three decimal places.)
(b) Run the simple linear regression and summarize the results. (Let x = area and y = IBI. Round your slope, intercept, and r to three decimal places. Round F to two decimal places and your P-value to four decimal places.)
Is area of watershed a good predictor for IBI at the 5% significance level?
Yes, the area of watershed is a good predictor for IBI.
No, there is insufficient evidence to say the area of watershed is a good predictor for IBI.
Interpret the intercept.
The value of IBI when watershed area is 0
The increase in the watershed area when IBI is increased by one unit
The increase in IBI when the watershed area is increased by one unit
The area of watershed when IBI value is 0
Interpret the slope.
The increase in the watershed area when IBI is increased by one unit
The value of IBI when watershed area is 0
The area of watershed when IBI value is 0
The increase in IBI when the watershed area is increased by one unit
Interpret the P-value.
If the P-value is greater than 0.05 then we can conclude that the watershed area is a good predictor for IBI.
If the P-value is less than 0.05 then we can conclude that the watershed area is a bad predictor for IBI.
If the P-value if less than 0.05 then we can conclude that the intercept is 0
If the P-value is less than 0.05 then we can conclude that the watershed area is a good predictor for IBI.
IBI: x = s = area: x = s =Explanation / Answer
(a)
From the excel:
x-bar = 28.29For area we have
s = 17.714
For IBI we have
x-bar = 62.08
s = 20.184
(b)
Folloiwng is the output regression analysis:
So
y = 49.086+0.459x
r = 0.403
F = 9.12
P = 0.0041
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Is area of watershed a good predictor for IBI at the 5% significance level?
Since p-value is less than 0.05 so model shows significant relationship between the variables.
Yes, the area of watershed is a good predictor for IBI.
--------------------------------
Interpret the intercept.
The value of IBI when watershed area is 0
Interpret the slope.
The increase in IBI when the watershed area is increased by one unit
Interpret the P-value.
If the P-value is less than 0.05 then we can conclude that the watershed area is a good predictor for IBI.
SUMMARY OUTPUT Regression Statistics Multiple R 0.403198974 R Square 0.162569413 Adjusted R Square 0.144751741 Standard Error 18.66645593 Observations 49 ANOVA df SS MS F Significance F Regression 1 3179.154354 3179.154354 9.124054604 0.004071445 Residual 47 16376.51912 348.4365769 Total 48 19555.67347 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Intercept 49.08647251 5.061583583 9.697848846 8.53926E-13 38.90387992 59.2690651 area 0.459424853 0.152096965 3.020605006 0.004071445 0.153445232 0.765404475Related Questions
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