Final Answer:
Ramona's mistake was that she substituted the wrong variable for 8.5. She should have substituted 8.5 for x (shoe size) in the regression equation, but instead she substituted it for y (height). This resulted in an incorrect prediction of height. Option A is answer.
Step-by-step explanation:
The regression equation is in the form y = mx + b, where y is the predicted value, m is the slope, x is the independent variable, and b is the y-intercept. In this case, y is height, x is shoe_size, m is 0.444, and b is -21.29. Therefore, to predict the height based on shoe_size, you should multiply the shoe_size by 0.444 and then add -21.29.
In Ramona's case, she substituted 8.5 for y instead of x. This means that she was trying to solve for shoe_size based on height, which is not possible using the given regression equation. The correct way to solve for shoe_size based on height would be to use the following equation:
shoe_size = (y + 21.29) / 0.444
Therefore, Ramona's mistake was that she substituted the wrong variable for 8.5, and she should have used the correct equation to solve for shoe_size based on height.
Option A is answer.