High School

The table gives amounts of United States federal education spending, in billions of dollars, for selected years. A linear regression is used to construct a function model [tex]S[/tex] that models the spending, in billions of dollars, over the given years. If [tex]t=1[/tex] corresponds to 2011, [tex]t=2[/tex] corresponds to 2012, and this pattern continues, which of the following defines function [tex]S[/tex]?

\[
\begin{tabular}{|l|l|}
\hline
Year & Spending (in billions of dollars) \\
\hline
2011 & \$112.8 \\
\hline
2012 & \$109.3 \\
\hline
2013 & \$105.1 \\
\hline
2014 & \$104.5 \\
\hline
2015 & \$99.0 \\
\hline
2016 & \$99.3 \\
\hline
2017 & \$97.7 \\
\hline
\end{tabular}
\]

Answer :

Sure! Let's go through this step by step to define the function model [tex]\( S \)[/tex] that represents the United States federal education spending over the given years.

The table provides spending in billions of dollars for each year from 2011 to 2017. We need to use linear regression to find a function model [tex]\( S \)[/tex].

Here's a breakdown of the procedure:

1. Convert Years to [tex]\( t \)[/tex]-values:
- For 2011, [tex]\( t = 1 \)[/tex]
- For 2012, [tex]\( t = 2 \)[/tex]
- And so on, until 2017, [tex]\( t = 7 \)[/tex]

2. Organize the Data:
- [tex]\( t = [1, 2, 3, 4, 5, 6, 7] \)[/tex]
- Spending [tex]\( S \)[/tex] in billions of dollars: [tex]\([112.8, 109.3, 105.1, 104.5, 99.0, 99.3, 97.7]\)[/tex]

3. Linear Regression Analysis:
- We find a linear relationship of the form [tex]\( S(t) = \text{slope} \times t + \text{intercept} \)[/tex].

4. Calculate the Slope and Intercept:
- The slope is given as [tex]\(-2.55\)[/tex].
- The intercept is given as [tex]\(114.16\)[/tex].

5. Define the Function [tex]\( S(t) \)[/tex]:
- The function model based on the linear regression analysis is:
[tex]\[
S(t) = -2.55 \times t + 114.16
\][/tex]

This function models the spending in billions of dollars over the given years, where [tex]\( t \)[/tex] represents the year with [tex]\( t = 1 \)[/tex] corresponding to 2011, [tex]\( t = 2 \)[/tex] corresponding to 2012, and so on.

Thus, the function [tex]\( S(t) \)[/tex] that models the spending is:
[tex]\[ S(t) = -2.55t + 114.16 \][/tex]

This represents the approximate federal education spending in billions of dollars for each year [tex]\( t \)[/tex] within the given range.