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An experiment was conducted to determine the effect of practice time (in seconds) on the percent of unfamiliar words recalled. Here is a Fathom scatterplot of the results with a least-squares regression line superimposed.

(a) Sketch a residual plot. Be sure to label your axes.

(b) Explain why a linear model is not appropriate for describing the relationship between practice time and the percent of words recalled.

(c) We used Fathom to transform the data in hopes of achieving linearity. The screenshots below show the results of two different transformations. Would an exponential model or a power model describe the relationship better? Justify your answer.

(d) Use the model you chose in part (c) to predict word recall for 25seconds of practice. Show your method.

Short Answer

Expert verified

(a)

(b) A linear model is not appropriate for describing the relationship between practice time and the percent of words recalled because the residual plot has a clear pattern.

(c) A power model describes the relationship better.

(d) The word recalled for 25seconds of practice isy=83.3568.

Step by step solution

01

Part(a) Step 1: Given Information

02

Part(a) Step 2: Explanation

The residual is negative if the point falls below the blue regression line. If a point is well above the blue regression line, it has a positive value. The actual figure of the residual is the vertical distance between it and the blue line. The time values are on the horizontal axis, and the remainder are on the vertical axis, in the residual plot. A possible residual plot shown above.

03

Part(b) Step 1: Given Information

04

Part(b) Step 2: Explanation

Because the scatter plot has a curvature and the residual plot has an obvious pattern, it is clear that a linear model is not appropriate.

05

Part(c) Step 1: Given Information

06

Part(c) Step 2: Explanation

The top scatterplot plot represents a power model (both variables are present), while the bottom scatterplot figure represents an exponential model. The scatterplot shows that the model that best describes the relationship has by far the most linear pattern.

07

Part(d) Step 1: Given Information

08

Part(d) Step 2: Explanation

For the top scatterplot, the regression equation is:

lny=3.48+0.293lnx

Where xrepresents time andy represents a recollection.

Replacing the value of xwith x=25

lny=3.48+0.293lnx=3.48+0.293ln(25)=4.42313

Taking the exponential

y=e4.42313=83.3568

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