The table below gives the age and bone density for five randomly selected women. Using this data, consider the equation of the regression line, yˆ=b0+b1x for predicting a woman's bone density based on her age. Keep in mind, the correlation coefficient may or may not be statistically significant for the data given. Remember, in practice, it would not be appropriate to use the regression line to make a prediction if the correlation coefficient is not statistically significant.
Age 47 49 51 58 63
Bone Density 360 353 336 333 332
Step 1 of 6:Find the estimated slope. Round your answer to three decimal places.
Step 2 of 6: Find the estimated y-intercept. Round your answer to three decimal places.
Step 3 of 6: Find the estimated value of y when x=47 Round your answer to three decimal places.
Step 4 of 6: According to the estimated linear model, if the value of the independent variable is increased by one unit, then the change in the dependent variable yˆ is given by? (b0, b1, x, y)
Step 5 of 6: Find the error prediction when x=47. Round your answer to three decimal places.
Step 6 of 6: Find the value of the coefficient of determination. Round your answer to three decimal places.

Answers

Answer 1

Step 1: To find the estimated slope (b1), we first need to calculate the means of both x (age) and y (bone density). After that, we'll find the product of the deviations of each point from their respective means, sum them up, and divide by the sum of the squared deviations of x values from their mean. The estimated slope is -1.342.

Step 2: To find the estimated y-intercept (b0), use the formula b0 = mean(y) - b1 * mean(x). The estimated y-intercept is 424.995.
Step 3: To find the estimated value of y when x=47, use the regression line equation: yˆ = b0 + b1 * x. When x=47, yˆ = 424.995 - 1.342 * 47 ≈ 362.851.
Step 4: If the value of the independent variable (x) is increased by one unit, the change in the dependent variable (yˆ) is given by the slope, b1. In this case, it is -1.342.
Step 5: To find the error prediction when x=47, subtract the actual bone density from the predicted bone density: error = actual - predicted = 360 - 362.851 ≈ -2.851.
Step 6: To find the coefficient of determination (R²), square the correlation coefficient (r). First, find r using the sum of products of deviations of x and y values divided by the product of the square roots of the sum of squared deviations of x and y values. In this case, r ≈ -0.981. Thus, R² ≈ 0.962.

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