Math Problem Statement

A study of king penguins looked for a relationship between how deep the penguins dive to seek food and how long they stay underwater. The study report gives a regression equation for one penguin as DD = 2.69 + 0.0138D. What is the slope of the regression line? Give your answer to four decimal places.

Solution

The regression equation provided in the question is:

DD=2.69+0.0138DDD = 2.69 + 0.0138D

Here, the slope is the coefficient of DD, which represents how the dive duration (DD) changes with respect to the depth (D).

Thus, the slope is 0.0138.

Now let's interpret the slope:

The slope of 0.0138 means that for every 1-meter increase in depth (D), the dive duration (DD) increases by 0.0138 minutes.

Best explanation:

The correct explanation is:

"On average, as depth increases 1 meter, the duration of the dive increases 0.0138 minutes."

Would you like further clarification or have any other questions?


Here are 5 related questions:

  1. What does the y-intercept (2.69) represent in the regression equation?
  2. How would the regression line change if the slope were negative?
  3. If a penguin dives to a depth of 100 meters, what would the predicted dive duration be?
  4. What are some potential limitations of using a linear regression model in this scenario?
  5. How can the strength of the linear relationship between dive duration and depth be measured?

Tip: When interpreting regression results, the slope tells you how much the dependent variable (here, dive duration) changes for every unit increase in the independent variable (depth).

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Math Problem Analysis

Mathematical Concepts

Regression
Slope-Intercept Form
Linear Equations

Formulas

y = mx + b
DD = 2.69 + 0.0138D

Theorems

Slope of a Line
Linear Regression Model

Suitable Grade Level

High School