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Statistics- Correlation and Linear Regression Analysis with Jasp Data

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This is an analysis of data which was inputted into Jasp. It gives information of how to conduct a statistical analysis of linear correlation and regression.

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Correlation Between Bears Chest Size and Weights
Pearson's Correlations
n Pearson's r p
CHEST - WEIGHT 54 0.963 < .001
Table 1

A classical correlation test was done in Jasp to measure if there is correlation

between chest size and weights of randomly selected sample of 54 bears. The null hypothesis

for this test is there is no correlation between the bears chest size and their weights (r=0) and

the alternative hypothesis there is correlation between the bears chest size and their weights (r

≠0). Table 1 above depicts the results from this test. The Pearson’s r column is the linear

correlation coefficient, which was identified as 0.963. Based on these results, there is

sufficient evidence to suggests that the bear chest size and their weights are correlated. This is

because the linear correlation coefficient or Pearson’s r, is on a scale from -1 to 1, 0 indicates

that there is no correlation and values closer to negative one or to positive one indicates

correlation. The Pearson’s r value, 0.963 is closer to the 1 value, therefore there is positive

correlation between the bears chest size and their weights. The positive correlation means that

as the bears chest size increase, their weights also increase. The column labelled ‘p’ is the p-

value identified. This can also be used to identify if there is correlation between the two

variables. Because the P-value, 0.001, it indicates that when a 0.05, 0.1, or 0.01 significance

level is applied, it would result in the rejection of the null hypothesis because the p-value is

less than the alpha value, making it significant. The results of the Pearson’s r value, 0.963,

and the P-value, 0.001, reject the null hypothesis that there is no correlation between the

bears chest size and their weights. Therefore, there is sufficient evidence to state that there is

correlation between the bears chest size and their weights.

, 2


Scatter plot of Chest and Weight Size of Bears

CHEST vs. WEIGHT




Figure one

Figure one above, which is a scatter plot of the two variables, also supports the

notion to reject the null hypothesis. The data points are extremely close to the regression line,

and it can be seen that as chest size increases, the weight also increases indicating that there is

correlation.


Linear Regression for Chest Size and Weight
Model Summary - WEIGHT
Model R R² Adjusted R² RMSE
H₁ 0.963 0.928 0.926 33.078
Table 2

The important concepts in Table 2 above are labelled as ‘R’, ‘R2’, and ‘Adjusted R2’

in the columns. The R, 0.963, is the linear correlation coefficient and was already explained

previously. The R2 is the coefficient of determination and is used to represent how well the

data are fitted to the regression line. The R2 value is 0.928, indicates that the data do in fact

represents the data well as most are extremely close to the regression line, making it a good

fit. This indicated that 92.8% of the weight variation can be explained by chest size. The

adjusted R2 value, 0.926, also indicated what proportion of the dependent variable (weight),

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Uploaded on
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